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-100678", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-01T11:18:00Z", "trace_id": "73bcf7d7-cc3a-275a-2143-5a7fcd1723c8" }
{ "account_age_days": 1556, "account_id": "ACCT-E76AB69A90C9", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.241 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 759, "timestamp": "2026-01-01T11:18:00Z", "transaction_amount_usd": 3527.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.373, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 256334.13, "financial_exposure_usd": 456757.55, "recoverable_pct": 0.276 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104136", "label": "fraudulent", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-03T20:56:00Z", "trace_id": "77c8bf77-92ea-e86c-af8d-ae833b99a2c3" }
{ "account_age_days": 747, "account_id": "ACCT-60B5B16A710E", "baseline_risk_score": 0.351, "kyc_tier": "tier_1", "session_entropy": 0.641 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 268, "timestamp": "2026-01-03T10:31:00Z", "transaction_amount_usd": 24.57 }, { "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": 0.572, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1569856.35, "financial_exposure_usd": 2720412.99, "recoverable_pct": 0.714 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108248", "label": "benign", "label_confidence": 0.629, "severity": "high", "timestamp": "2026-01-06T17:28:00Z", "trace_id": "9376298d-c624-3304-54f8-158ea1a5eab0" }
{ "account_age_days": 1553, "account_id": "ACCT-082681B563DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.481 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 556, "timestamp": "2026-01-06T17:28:00Z", "transaction_amount_usd": 291.27 }, { "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": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2816.44, "financial_exposure_usd": 3338.53, "recoverable_pct": 0.917 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104184", "label": "fraudulent", "label_confidence": 0.881, "severity": "high", "timestamp": "2026-01-03T21:44:00Z", "trace_id": "334ac66c-df16-9bf9-3a30-2fd3dd26cba9" }
{ "account_age_days": 421, "account_id": "ACCT-F906273E49B0", "baseline_risk_score": 0.248, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 812, "timestamp": "2026-01-03T21:44:00Z", "transaction_amount_usd": 2899929.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.854, "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": 2737070.04, "financial_exposure_usd": 4324424.1, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108148", "label": "benign", "label_confidence": 0.594, "severity": "low", "timestamp": "2026-01-06T15:48:00Z", "trace_id": "eeeae271-570f-421b-d1b8-400d953fa844" }
{ "account_age_days": 1617, "account_id": "ACCT-97ED4CFB0FB4", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.908 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 350, "timestamp": "2026-01-06T09:48:00Z", "transaction_amount_usd": 20.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.472, "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": 1026.45, "financial_exposure_usd": 2322.63, "recoverable_pct": 0.801 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104540", "label": "fraudulent", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-04T03:40:00Z", "trace_id": "39b60488-e11f-caac-d15b-3b5b3e472ac6" }
{ "account_age_days": 644, "account_id": "ACCT-568377992436", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1100, "timestamp": "2026-01-04T03:40:00Z", "transaction_amount_usd": 1165842.15 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.851, "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": 1863069.29, "financial_exposure_usd": 3318665.82, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100888", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-01T14:48:00Z", "trace_id": "394618b0-986c-e3c4-a482-58b9494879b4" }
{ "account_age_days": 1563, "account_id": "ACCT-953D33511088", "baseline_risk_score": 0.258, "kyc_tier": "tier_3", "session_entropy": 0.785 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1143, "timestamp": "2026-01-01T14:48:00Z", "transaction_amount_usd": 90548.14 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.53, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 457448.91, "financial_exposure_usd": 576145.77, "recoverable_pct": 0.103 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101739", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-02T04:59:00Z", "trace_id": "776b54ff-6472-4f94-4597-e0f1b3139a73" }
{ "account_age_days": 1190, "account_id": "ACCT-9F4E212FB5E9", "baseline_risk_score": 0.547, "kyc_tier": "tier_2", "session_entropy": 0.584 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 577, "timestamp": "2026-01-02T04:59:00Z", "transaction_amount_usd": 41212.96 }, { "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": 0.618, "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": 290182.3, "financial_exposure_usd": 621656.44, "recoverable_pct": 0.703 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106247", "label": "fraudulent", "label_confidence": 0.945, "severity": "high", "timestamp": "2026-01-05T08:07:00Z", "trace_id": "cc1f6359-f4dc-8ea8-dda2-4a2295d405c1" }
{ "account_age_days": 723, "account_id": "ACCT-51BB6B8CF95B", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.932 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 201, "timestamp": "2026-01-05T08:07:00Z", "transaction_amount_usd": 2673516.81 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.913, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2294030.09, "financial_exposure_usd": 5513384.11, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101925", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-02T08:05:00Z", "trace_id": "669c0fe3-5de7-4c31-21ac-47ccd91d0449" }
{ "account_age_days": 1800, "account_id": "ACCT-98717AB5E2D8", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.678 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1087, "timestamp": "2026-01-02T08:05:00Z", "transaction_amount_usd": 90887.57 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.49, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 427330.82, "financial_exposure_usd": 751598.25, "recoverable_pct": 0.696 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100421", "label": "fraudulent", "label_confidence": 0.879, "severity": "low", "timestamp": "2026-01-01T07:01:00Z", "trace_id": "277c5792-95f5-0f19-3ebb-7dfe585537a3" }
{ "account_age_days": 937, "account_id": "ACCT-9B6E2C87199D", "baseline_risk_score": 0.563, "kyc_tier": "tier_2", "session_entropy": 0.529 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 150, "timestamp": "2025-12-31T23:40:00Z", "transaction_amount_usd": 23.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 850743.71, "financial_exposure_usd": 1144161.73, "recoverable_pct": 0.585 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101054", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-01T17:34:00Z", "trace_id": "93a434cb-ecd5-bffd-9335-8b01f019d98d" }
{ "account_age_days": 138, "account_id": "ACCT-3AEAAA0FB5A5", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.611 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 178, "timestamp": "2026-01-01T07:21:00Z", "transaction_amount_usd": 0.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.808, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 240049.85, "financial_exposure_usd": 404859.22, "recoverable_pct": 0.778 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103013", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-03T02:13:00Z", "trace_id": "da6f9a11-8e76-fe51-e93b-bb29e429309c" }
{ "account_age_days": 1604, "account_id": "ACCT-8E8C2455DB23", "baseline_risk_score": 0.336, "kyc_tier": "tier_2", "session_entropy": 0.335 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 787, "timestamp": "2026-01-03T02:13:00Z", "transaction_amount_usd": 2354.32 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.909, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105755", "label": "fraudulent", "label_confidence": 0.755, "severity": "low", "timestamp": "2026-01-04T23:55:00Z", "trace_id": "2475887a-4cf1-2d25-6963-41980efc68f4" }
{ "account_age_days": 1537, "account_id": "ACCT-7F24D773029C", "baseline_risk_score": 0.401, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 877, "timestamp": "2026-01-04T23:55:00Z", "transaction_amount_usd": 1423201.19 }, { "asset": "USD", "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": 0.912, "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": 1926336.15, "financial_exposure_usd": 2176838.47, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102014", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-02T09:34:00Z", "trace_id": "b30b1ec0-aacc-bbbe-ca75-0fa29bfcc0b8" }
{ "account_age_days": 1710, "account_id": "ACCT-0E54BF2B1C99", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.728 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 110, "timestamp": "2026-01-02T03:17:00Z", "transaction_amount_usd": 11.6 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.522, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 288035.43, "financial_exposure_usd": 633051.49, "recoverable_pct": 0.66 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104426", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-04T01:46:00Z", "trace_id": "2297c27a-0805-0610-632d-732cf9d77e76" }
{ "account_age_days": 946, "account_id": "ACCT-491CE6DE767F", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 425, "timestamp": "2026-01-04T01:46:00Z", "transaction_amount_usd": 2324350.36 }, { "asset": "GBP", "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": 0.873, "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": 2994138.02, "financial_exposure_usd": 4815309.9, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108637", "label": "benign", "label_confidence": 0.592, "severity": "low", "timestamp": "2026-01-06T23:57:00Z", "trace_id": "4c56c8c4-77a2-cf99-4b68-06729c1c8880" }
{ "account_age_days": 126, "account_id": "ACCT-6B622377EB29", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 674, "timestamp": "2026-01-06T23:57:00Z", "transaction_amount_usd": 1367.68 }, { "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": 0.62, "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_tr...
{ "customer_funds_at_risk_usd": 2747.72, "financial_exposure_usd": 2890.81, "recoverable_pct": 0.513 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102983", "label": "fraudulent", "label_confidence": 0.814, "severity": "medium", "timestamp": "2026-01-03T01:43:00Z", "trace_id": "6046b229-00d2-f7d6-a1ed-303e3f303cda" }
{ "account_age_days": 1205, "account_id": "ACCT-7F528253005D", "baseline_risk_score": 0.308, "kyc_tier": "tier_3", "session_entropy": 0.618 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 216, "timestamp": "2026-01-02T15:50:00Z", "transaction_amount_usd": 12.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.451, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 220931, "financial_exposure_usd": 376471.78, "recoverable_pct": 0.791 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107398", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-06T03:18:00Z", "trace_id": "e34461a9-44fa-28df-40ec-cc110857101e" }
{ "account_age_days": 236, "account_id": "ACCT-D4EC08EF2F33", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 95, "timestamp": "2026-01-05T18:07:00Z", "transaction_amount_usd": 13.02 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.475, "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": 1923.92, "financial_exposure_usd": 4382.92, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102888", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-03T00:08:00Z", "trace_id": "ef716dd0-1c7b-9897-bff9-423d69fa2003" }
{ "account_age_days": 191, "account_id": "ACCT-E7DC0A991B81", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.415 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 690, "timestamp": "2026-01-03T00:08:00Z", "transaction_amount_usd": 99348.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.845, "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": 575332.59, "financial_exposure_usd": 895794.94, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100997", "label": "fraudulent", "label_confidence": 0.821, "severity": "low", "timestamp": "2026-01-01T16:37:00Z", "trace_id": "bb9855ce-e5c6-d198-8e23-f880a964b0f1" }
{ "account_age_days": 301, "account_id": "ACCT-0F6597F7F63E", "baseline_risk_score": 0.504, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 705, "timestamp": "2026-01-01T16:37:00Z", "transaction_amount_usd": 56014.8 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.528, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 444352.19, "financial_exposure_usd": 822597.89, "recoverable_pct": 0.519 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108531", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-06T22:11:00Z", "trace_id": "97c6af95-9af9-deaa-8009-e905fab1ef45" }
{ "account_age_days": 195, "account_id": "ACCT-60637037F55D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.777 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 603, "timestamp": "2026-01-06T22:11:00Z", "transaction_amount_usd": 1427.83 }, { "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": 0.599, "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": 3578.33, "financial_exposure_usd": 4689.54, "recoverable_pct": 0.809 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108349", "label": "benign", "label_confidence": 0.566, "severity": "low", "timestamp": "2026-01-06T19:09:00Z", "trace_id": "3d479804-1e22-0e59-9779-7a5abcc01a1c" }
{ "account_age_days": 257, "account_id": "ACCT-5C2EED14A6AF", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.523 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 150, "timestamp": "2026-01-06T15:21:00Z", "transaction_amount_usd": 13.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.607, "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": 1795.72, "financial_exposure_usd": 2631.54, "recoverable_pct": 0.85 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105340", "label": "fraudulent", "label_confidence": 0.797, "severity": "high", "timestamp": "2026-01-04T17:00:00Z", "trace_id": "1f86eb7a-792f-fa86-76df-d102d6096863" }
{ "account_age_days": 1212, "account_id": "ACCT-8D17487440DC", "baseline_risk_score": 0.236, "kyc_tier": "tier_1", "session_entropy": 0.584 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 305, "timestamp": "2026-01-04T08:30:00Z", "transaction_amount_usd": 23.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.594, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3467137.39, "financial_exposure_usd": 4909999.54, "recoverable_pct": 0.894 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102328", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-02T14:48:00Z", "trace_id": "014ad916-1c6a-0d18-aa54-e2a296a7bc53" }
{ "account_age_days": 808, "account_id": "ACCT-156A6296972E", "baseline_risk_score": 0.634, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 118, "timestamp": "2026-01-02T14:48:00Z", "transaction_amount_usd": 68483.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.92, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 114878.24, "financial_exposure_usd": 162289.04, "recoverable_pct": 0.036 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106860", "label": "benign", "label_confidence": 0.482, "severity": "high", "timestamp": "2026-01-05T18:20:00Z", "trace_id": "6e6074bd-73d0-1251-3e9e-9493c4f197cf" }
{ "account_age_days": 38, "account_id": "ACCT-437AD211F986", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.434 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 204, "timestamp": "2026-01-05T18:20:00Z", "transaction_amount_usd": 11557.84 }, { "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": 0.649, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 920.2, "financial_exposure_usd": 1010.83, "recoverable_pct": 0.44 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107567", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-06T06:07:00Z", "trace_id": "80ea3f3c-398e-4e81-b430-ab95ba06dbd3" }
{ "account_age_days": 1081, "account_id": "ACCT-1D32E19DE5F8", "baseline_risk_score": 0.075, "kyc_tier": "tier_1", "session_entropy": 0.842 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 121, "timestamp": "2026-01-06T02:00:00Z", "transaction_amount_usd": 13.75 }, { "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": 0.723, "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": 1637.96, "financial_exposure_usd": 3140.17, "recoverable_pct": 0.631 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103874", "label": "fraudulent", "label_confidence": 0.657, "severity": "high", "timestamp": "2026-01-03T16:34:00Z", "trace_id": "a00d16a1-b0bd-fc99-d46e-43fb1a812421" }
{ "account_age_days": 282, "account_id": "ACCT-FE70BCD699E8", "baseline_risk_score": 0.202, "kyc_tier": "tier_3", "session_entropy": 0.648 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 377, "timestamp": "2026-01-03T16:34:00Z", "transaction_amount_usd": 2220698.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.926, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2856218.5, "financial_exposure_usd": 6400442.66, "recoverable_pct": 0.765 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106733", "label": "benign", "label_confidence": 0.621, "severity": "low", "timestamp": "2026-01-05T16:13:00Z", "trace_id": "cf306f3f-8d75-edbe-ac39-eec9795f5977" }
{ "account_age_days": 19, "account_id": "ACCT-518BE8B14F56", "baseline_risk_score": 0.174, "kyc_tier": "tier_2", "session_entropy": 0.502 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1152, "timestamp": "2026-01-05T16:13:00Z", "transaction_amount_usd": 9560.68 }, { "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": 0.651, "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": 1149.6, "financial_exposure_usd": 1877.65, "recoverable_pct": 0.421 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108323", "label": "benign", "label_confidence": 0.644, "severity": "medium", "timestamp": "2026-01-06T18:43:00Z", "trace_id": "fd863f90-e23f-0678-3081-5f3b4a3919a8" }
{ "account_age_days": 49, "account_id": "ACCT-F9DEA7805700", "baseline_risk_score": 0.13, "kyc_tier": "tier_2", "session_entropy": 0.913 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1130, "timestamp": "2026-01-06T18:43:00Z", "transaction_amount_usd": 14396.81 }, { "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": 0.727, "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": 3809.5, "financial_exposure_usd": 5635.23, "recoverable_pct": 0.949 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101152", "label": "fraudulent", "label_confidence": 0.791, "severity": "medium", "timestamp": "2026-01-01T19:12:00Z", "trace_id": "e981bad2-9260-f03b-863a-6d6eda985fd9" }
{ "account_age_days": 1707, "account_id": "ACCT-5C9424853CBC", "baseline_risk_score": 0.542, "kyc_tier": "tier_3", "session_entropy": 0.516 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 186, "timestamp": "2026-01-01T19:12:00Z", "transaction_amount_usd": 56178.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 538693.22, "financial_exposure_usd": 695832.56, "recoverable_pct": 0.295 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109106", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T07:46:00Z", "trace_id": "d3694123-1cbf-f953-487e-3c32b1012da8" }
{ "account_age_days": 784, "account_id": "ACCT-6B6977AA6AC4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.323 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 824, "timestamp": "2026-01-07T07:46:00Z", "transaction_amount_usd": 4363.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.455, "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": 325.39, "financial_exposure_usd": 582.11, "recoverable_pct": 0.481 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103830", "label": "fraudulent", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-03T15:50:00Z", "trace_id": "fb1c4a9d-9de4-3982-5dc5-2a152d636e9a" }
{ "account_age_days": 1497, "account_id": "ACCT-32C3AE35EAB5", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 912, "timestamp": "2026-01-03T15:50:00Z", "transaction_amount_usd": 2533058.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.739, "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": 5948847.17, "financial_exposure_usd": 6212074.12, "recoverable_pct": 0.657 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103223", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-03T05:43:00Z", "trace_id": "9e2321da-6973-a479-c56d-5ab606094ab5" }
{ "account_age_days": 1813, "account_id": "ACCT-2AFBC9D3D299", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.633 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 785, "timestamp": "2026-01-03T05:43:00Z", "transaction_amount_usd": 60936.17 }, { "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": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 189921.24, "financial_exposure_usd": 436450.81, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106591", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-05T13:51:00Z", "trace_id": "554de5e9-2c27-71cf-c738-e1a1d8b3286e" }
{ "account_age_days": 1887, "account_id": "ACCT-047D92649209", "baseline_risk_score": 0.365, "kyc_tier": "tier_1", "session_entropy": 0.688 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 968, "timestamp": "2026-01-05T13:51:00Z", "transaction_amount_usd": 1458802.84 }, { "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": 0.904, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1503880.01, "financial_exposure_usd": 2160447.64, "recoverable_pct": 0.962 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107906", "label": "benign", "label_confidence": 0.496, "severity": "low", "timestamp": "2026-01-06T11:46:00Z", "trace_id": "092b988a-d064-233d-ac1d-13a2f57dfdeb" }
{ "account_age_days": 625, "account_id": "ACCT-17F6CB61E3C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.243 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 121, "timestamp": "2026-01-06T11:46:00Z", "transaction_amount_usd": 5502.29 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1370.61, "financial_exposure_usd": 1393.09, "recoverable_pct": 0.787 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107343", "label": "benign", "label_confidence": 0.577, "severity": "critical", "timestamp": "2026-01-06T02:23:00Z", "trace_id": "a3804d4e-266a-9f92-a125-f1bbeaa7a0ef" }
{ "account_age_days": 516, "account_id": "ACCT-B3D53B1575AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1151, "timestamp": "2026-01-06T02:23:00Z", "transaction_amount_usd": 4961.37 }, { "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": 0.698, "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": 4224.65, "financial_exposure_usd": 4951.53, "recoverable_pct": 0.51 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101372", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-01T22:52:00Z", "trace_id": "eda474c1-9124-81b7-85aa-8711675472b8" }
{ "account_age_days": 366, "account_id": "ACCT-C7824938F33F", "baseline_risk_score": 0.542, "kyc_tier": "tier_2", "session_entropy": 0.237 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1174, "timestamp": "2026-01-01T22:52:00Z", "transaction_amount_usd": 17592.57 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.582, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 454279.37, "financial_exposure_usd": 649854.94, "recoverable_pct": 0.206 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101894", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-02T07:34:00Z", "trace_id": "7b4120f7-6431-d3f1-5e95-aff6d5824b30" }
{ "account_age_days": 1983, "account_id": "ACCT-5D50FDC6D3E4", "baseline_risk_score": 0.644, "kyc_tier": "tier_2", "session_entropy": 0.558 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 471, "timestamp": "2026-01-02T07:34:00Z", "transaction_amount_usd": 73248.04 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.834, "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": 557169.67, "financial_exposure_usd": 729733.58, "recoverable_pct": 0.678 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101116", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-01T18:36:00Z", "trace_id": "98acbed2-6268-1cd4-b34e-e5f1f72bd01e" }
{ "account_age_days": 331, "account_id": "ACCT-DEFFA19AE586", "baseline_risk_score": 0.556, "kyc_tier": "tier_1", "session_entropy": 0.635 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 913, "timestamp": "2026-01-01T18:36:00Z", "transaction_amount_usd": 90654.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.611, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 408037.19, "financial_exposure_usd": 557785.32, "recoverable_pct": 0.294 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109528", "label": "benign", "label_confidence": 0.649, "severity": "low", "timestamp": "2026-01-07T14:48:00Z", "trace_id": "2962757d-ca60-04c8-4625-95d55fd1753b" }
{ "account_age_days": 117, "account_id": "ACCT-9D3B69F704B2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.881 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 296, "timestamp": "2026-01-07T05:33:00Z", "transaction_amount_usd": 23.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.639, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2697.25, "financial_exposure_usd": 3928.23, "recoverable_pct": 0.938 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102516", "label": "fraudulent", "label_confidence": 0.893, "severity": "critical", "timestamp": "2026-01-02T17:56:00Z", "trace_id": "b7713b36-0fbc-ae05-c8dc-da5043ec170e" }
{ "account_age_days": 1646, "account_id": "ACCT-ADB6495A10E3", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.637 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 233, "timestamp": "2026-01-02T17:56:00Z", "transaction_amount_usd": 53415.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.371, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 641587.59, "financial_exposure_usd": 671116.02, "recoverable_pct": 0.274 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101516", "label": "fraudulent", "label_confidence": 0.962, "severity": "medium", "timestamp": "2026-01-02T01:16:00Z", "trace_id": "f083d2f8-c563-c681-f270-a93d65af35fa" }
{ "account_age_days": 372, "account_id": "ACCT-1BAF795DE6BD", "baseline_risk_score": 0.481, "kyc_tier": "tier_2", "session_entropy": 0.338 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 333, "timestamp": "2026-01-01T23:57:00Z", "transaction_amount_usd": 20.4 }, { "asset": "EUR", "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": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 192848.67, "financial_exposure_usd": 386931.93, "recoverable_pct": 0.055 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102336", "label": "fraudulent", "label_confidence": 0.76, "severity": "medium", "timestamp": "2026-01-02T14:56:00Z", "trace_id": "6b5c3546-fa4c-9bcc-542f-ba241b1fb737" }
{ "account_age_days": 12, "account_id": "ACCT-B61CC1809AAD", "baseline_risk_score": 0.607, "kyc_tier": "tier_2", "session_entropy": 0.828 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 197, "timestamp": "2026-01-02T14:56:00Z", "transaction_amount_usd": 33306.25 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 523902.3, "financial_exposure_usd": 524641.74, "recoverable_pct": 0.424 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109256", "label": "benign", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-07T10:16:00Z", "trace_id": "81dd6f3d-dbcd-4508-9743-419e15827212" }
{ "account_age_days": 1122, "account_id": "ACCT-74FBCBF43470", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.555 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 232, "timestamp": "2026-01-07T10:16:00Z", "transaction_amount_usd": 2690.19 }, { "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": 0.702, "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": 853.5, "financial_exposure_usd": 993.24, "recoverable_pct": 0.422 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105546", "label": "fraudulent", "label_confidence": 0.873, "severity": "low", "timestamp": "2026-01-04T20:26:00Z", "trace_id": "7f2e8024-659c-a4bc-0f8e-03dd5c8bcc78" }
{ "account_age_days": 1831, "account_id": "ACCT-EF3285558146", "baseline_risk_score": 0.229, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 669, "timestamp": "2026-01-04T20:26:00Z", "transaction_amount_usd": 251720.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.86, "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 post...
{ "customer_funds_at_risk_usd": 2608499.45, "financial_exposure_usd": 5134629.83, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105049", "label": "fraudulent", "label_confidence": 0.876, "severity": "medium", "timestamp": "2026-01-04T12:09:00Z", "trace_id": "b32d3305-65b9-0f56-45b6-1b83471a2df2" }
{ "account_age_days": 1984, "account_id": "ACCT-0B604C294066", "baseline_risk_score": 0.427, "kyc_tier": "tier_3", "session_entropy": 0.7 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 144, "timestamp": "2026-01-04T00:21:00Z", "transaction_amount_usd": 2.39 }, { "asset": "USD", "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": 0.523, "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": 5030498.6, "financial_exposure_usd": 5828867.5, "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-105538", "label": "fraudulent", "label_confidence": 0.874, "severity": "low", "timestamp": "2026-01-04T20:18:00Z", "trace_id": "64abc660-bcc9-5b7d-c0f6-bbf12a763dd2" }
{ "account_age_days": 40, "account_id": "ACCT-14BAC0117EA7", "baseline_risk_score": 0.427, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 146, "timestamp": "2026-01-04T20:18:00Z", "transaction_amount_usd": 1046133.65 }, { "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": 0.444, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6210321.93, "financial_exposure_usd": 7103489.77, "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-107935", "label": "benign", "label_confidence": 0.533, "severity": "medium", "timestamp": "2026-01-06T12:15:00Z", "trace_id": "2dfe9c61-e0fb-685b-3eb6-f37bfa3f6b38" }
{ "account_age_days": 782, "account_id": "ACCT-EF4507A44E85", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.158 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 649, "timestamp": "2026-01-06T12:15:00Z", "transaction_amount_usd": 12313.85 }, { "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": 0.717, "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": 3023.69, "financial_exposure_usd": 3316.37, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108482", "label": "benign", "label_confidence": 0.594, "severity": "critical", "timestamp": "2026-01-06T21:22:00Z", "trace_id": "021ce1d0-1401-601b-62a6-295f79769a7a" }
{ "account_age_days": 1235, "account_id": "ACCT-818982DE23B1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 992, "timestamp": "2026-01-06T21:22:00Z", "transaction_amount_usd": 9347.97 }, { "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": 0.753, "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": 6299.35, "financial_exposure_usd": 7086.1, "recoverable_pct": 0.413 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105257", "label": "fraudulent", "label_confidence": 0.752, "severity": "critical", "timestamp": "2026-01-04T15:37:00Z", "trace_id": "43a21916-1cd5-46c7-f789-973743ebf0c2" }
{ "account_age_days": 429, "account_id": "ACCT-BFDA94D6FEC1", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 689, "timestamp": "2026-01-04T15:37:00Z", "transaction_amount_usd": 2540527.92 }, { "asset": "JPY", "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": 0.801, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 819645.84, "financial_exposure_usd": 988243.26, "recoverable_pct": 0.724 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100893", "label": "fraudulent", "label_confidence": 0.96, "severity": "critical", "timestamp": "2026-01-01T14:53:00Z", "trace_id": "39d160ef-fb62-4f1c-14b1-3cd3f7f73151" }
{ "account_age_days": 433, "account_id": "ACCT-85CAAA31AD32", "baseline_risk_score": 0.482, "kyc_tier": "tier_3", "session_entropy": 0.941 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 239, "timestamp": "2026-01-01T03:37:00Z", "transaction_amount_usd": 10.29 }, { "asset": "USD", "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": 0.375, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 578812.7, "financial_exposure_usd": 580312.03, "recoverable_pct": 0.476 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108683", "label": "benign", "label_confidence": 0.609, "severity": "low", "timestamp": "2026-01-07T00:43:00Z", "trace_id": "d4c142d0-dcb5-d17b-b98e-b05625ceb9eb" }
{ "account_age_days": 276, "account_id": "ACCT-1D1B6C5BCE60", "baseline_risk_score": 0.18, "kyc_tier": "tier_3", "session_entropy": 0.808 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 372, "timestamp": "2026-01-06T17:59:00Z", "transaction_amount_usd": 23.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.711, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1085.23, "financial_exposure_usd": 2657.86, "recoverable_pct": 0.675 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101112", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-01T18:32:00Z", "trace_id": "bed83530-7d32-9c4d-ee6c-555cafd1cb53" }
{ "account_age_days": 1766, "account_id": "ACCT-D11784E109CD", "baseline_risk_score": 0.416, "kyc_tier": "tier_3", "session_entropy": 0.574 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1162, "timestamp": "2026-01-01T18:32:00Z", "transaction_amount_usd": 94951.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.414, "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": 633367.95, "financial_exposure_usd": 1132386.9, "recoverable_pct": 0.247 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106371", "label": "fraudulent", "label_confidence": 0.781, "severity": "low", "timestamp": "2026-01-05T10:11:00Z", "trace_id": "3c66b271-b509-5b9b-2d68-0e8cbb2cc263" }
{ "account_age_days": 149, "account_id": "ACCT-303556591A7A", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 308, "timestamp": "2026-01-05T10:11:00Z", "transaction_amount_usd": 299640.67 }, { "asset": "USDT", "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": 0.915, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "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": 3103633.26, "financial_exposure_usd": 3820700.26, "recoverable_pct": 0.835 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105015", "label": "fraudulent", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-04T11:35:00Z", "trace_id": "b91614a1-7037-e8e9-9d39-64d7ced2f6f1" }
{ "account_age_days": 369, "account_id": "ACCT-85ECE53218D9", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.147 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 271, "timestamp": "2026-01-04T06:16:00Z", "transaction_amount_usd": 21.42 }, { "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": 0.409, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2782992.11, "financial_exposure_usd": 5335040.53, "recoverable_pct": 0.981 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109016", "label": "benign", "label_confidence": 0.584, "severity": "low", "timestamp": "2026-01-07T06:16:00Z", "trace_id": "91124607-a1e1-1cbf-906e-078c82756d73" }
{ "account_age_days": 313, "account_id": "ACCT-75A34898A50C", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.644 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 395, "timestamp": "2026-01-07T06:16:00Z", "transaction_amount_usd": 4917.66 }, { "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": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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 pr...
{ "customer_funds_at_risk_usd": 1846.26, "financial_exposure_usd": 4002.91, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104303", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-03T23:43:00Z", "trace_id": "b158093e-63ea-4789-a5ee-ac921eec9e74" }
{ "account_age_days": 140, "account_id": "ACCT-944143167FBA", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.501 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 280, "timestamp": "2026-01-03T23:43:00Z", "transaction_amount_usd": 1535741.55 }, { "asset": "GBP", "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": 0.809, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.829 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101568", "label": "fraudulent", "label_confidence": 0.956, "severity": "low", "timestamp": "2026-01-02T02:08:00Z", "trace_id": "ca1b7ff8-2cb8-844d-fdbe-ccd213b5a6eb" }
{ "account_age_days": 544, "account_id": "ACCT-66E89B24F827", "baseline_risk_score": 0.357, "kyc_tier": "tier_3", "session_entropy": 0.232 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 144, "timestamp": "2026-01-01T13:52:00Z", "transaction_amount_usd": 19.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.82, "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 HAVING...
{ "customer_funds_at_risk_usd": 526639.88, "financial_exposure_usd": 558185.46, "recoverable_pct": 0.515 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107976", "label": "benign", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-06T12:56:00Z", "trace_id": "ab94f07d-9145-1de6-1df2-a3e555b6e540" }
{ "account_age_days": 1282, "account_id": "ACCT-D76E59FF981B", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 915, "timestamp": "2026-01-06T12:56:00Z", "transaction_amount_usd": 14881.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.665, "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": 949.34, "financial_exposure_usd": 1220.7, "recoverable_pct": 0.935 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104229", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-03T22:29:00Z", "trace_id": "6fc2f762-2886-679e-2db9-707aba2f88ef" }
{ "account_age_days": 1319, "account_id": "ACCT-8C75B01CAC3A", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.841 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 332, "timestamp": "2026-01-03T11:26:00Z", "transaction_amount_usd": 15.09 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.687, "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": 5565006.48, "financial_exposure_usd": 7801166.5, "recoverable_pct": 0.418 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101125", "label": "fraudulent", "label_confidence": 0.874, "severity": "low", "timestamp": "2026-01-01T18:45:00Z", "trace_id": "941079c7-d273-7c94-9be9-4e752ff91a3b" }
{ "account_age_days": 197, "account_id": "ACCT-F6A3DE078178", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.112 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 94, "timestamp": "2026-01-01T18:45:00Z", "transaction_amount_usd": 65918.58 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.762, "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": 891783.51, "financial_exposure_usd": 1271776.31, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103693", "label": "fraudulent", "label_confidence": 0.795, "severity": "low", "timestamp": "2026-01-03T13:33:00Z", "trace_id": "58a4c95b-bac5-3498-9ee5-03df804f8a60" }
{ "account_age_days": 807, "account_id": "ACCT-590FDDD416DA", "baseline_risk_score": 0.268, "kyc_tier": "tier_3", "session_entropy": 0.627 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 732, "timestamp": "2026-01-03T13:33:00Z", "transaction_amount_usd": 496459.26 }, { "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": 0.664, "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": 5102645.2, "financial_exposure_usd": 5351276.41, "recoverable_pct": 0.761 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106251", "label": "fraudulent", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-05T08:11:00Z", "trace_id": "41daec75-97db-f07c-0c9d-968a3ffa7e26" }
{ "account_age_days": 762, "account_id": "ACCT-B91403C69C7E", "baseline_risk_score": 0.245, "kyc_tier": "tier_3", "session_entropy": 0.917 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 820, "timestamp": "2026-01-05T08:11:00Z", "transaction_amount_usd": 1560850.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.656, "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": 1899145.18, "financial_exposure_usd": 1946171.72, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105047", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-04T12:07:00Z", "trace_id": "9b8ecc68-189c-af22-c0b7-b5c1e81d08d6" }
{ "account_age_days": 640, "account_id": "ACCT-A6C4316EBFF7", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.121 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 165, "timestamp": "2026-01-04T06:31:00Z", "transaction_amount_usd": 6.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.607, "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": 1905747.22, "financial_exposure_usd": 4011627.08, "recoverable_pct": 0.527 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109527", "label": "benign", "label_confidence": 0.705, "severity": "low", "timestamp": "2026-01-07T14:47:00Z", "trace_id": "522b9fa5-afe2-b2d1-5dae-f06c5159248d" }
{ "account_age_days": 972, "account_id": "ACCT-B3F380D7F378", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1109, "timestamp": "2026-01-07T14:47:00Z", "transaction_amount_usd": 3472.74 }, { "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": 0.508, "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": 2480.69, "financial_exposure_usd": 3338.91, "recoverable_pct": 0.976 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109098", "label": "benign", "label_confidence": 0.503, "severity": "low", "timestamp": "2026-01-07T07:38:00Z", "trace_id": "36b3a09c-c050-b636-d08d-0634681b1eb7" }
{ "account_age_days": 1835, "account_id": "ACCT-6C975E1E37AA", "baseline_risk_score": 0.104, "kyc_tier": "tier_3", "session_entropy": 0.464 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 924, "timestamp": "2026-01-07T07:38:00Z", "transaction_amount_usd": 14171.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.48, "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_t...
{ "customer_funds_at_risk_usd": 855.44, "financial_exposure_usd": 1589.71, "recoverable_pct": 0.498 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103838", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-03T15:58:00Z", "trace_id": "2730ae9a-c874-6fd0-870d-4c3eb99bad66" }
{ "account_age_days": 900, "account_id": "ACCT-6358067A64F7", "baseline_risk_score": 0.061, "kyc_tier": "tier_3", "session_entropy": 0.564 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1180, "timestamp": "2026-01-03T15:58:00Z", "transaction_amount_usd": 1376311.59 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.605, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4190075.1, "financial_exposure_usd": 9443704.94, "recoverable_pct": 0.718 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108336", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-06T18:56:00Z", "trace_id": "0fddda4c-011a-2a96-93ca-cbf85558c833" }
{ "account_age_days": 437, "account_id": "ACCT-16D68F8EA110", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.423 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 165, "timestamp": "2026-01-06T06:35:00Z", "transaction_amount_usd": 14.16 }, { "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": 0.62, "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_tr...
{ "customer_funds_at_risk_usd": 1273.27, "financial_exposure_usd": 2258.02, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106255", "label": "fraudulent", "label_confidence": 0.899, "severity": "critical", "timestamp": "2026-01-05T08:15:00Z", "trace_id": "8928c96a-70a9-9a6a-7595-15dc7385edb0" }
{ "account_age_days": 749, "account_id": "ACCT-D43DAFF0269C", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 399, "timestamp": "2026-01-05T08:15:00Z", "transaction_amount_usd": 1809038.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.901, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2122912.96, "financial_exposure_usd": 2474561.14, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101429", "label": "fraudulent", "label_confidence": 0.815, "severity": "low", "timestamp": "2026-01-01T23:49:00Z", "trace_id": "d1d14b70-5c36-0ab8-c047-8d24467cac4f" }
{ "account_age_days": 501, "account_id": "ACCT-EC8C0E47FA33", "baseline_risk_score": 0.591, "kyc_tier": "tier_2", "session_entropy": 0.735 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 764, "timestamp": "2026-01-01T23:49:00Z", "transaction_amount_usd": 56365.64 }, { "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": 0.836, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 516228.24, "financial_exposure_usd": 617561.1, "recoverable_pct": 0.459 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105236", "label": "fraudulent", "label_confidence": 0.766, "severity": "medium", "timestamp": "2026-01-04T15:16:00Z", "trace_id": "6b918cc7-32ad-acea-d629-cb5009bdf939" }
{ "account_age_days": 460, "account_id": "ACCT-10CA31D4877F", "baseline_risk_score": 0.151, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 153, "timestamp": "2026-01-04T15:16:00Z", "transaction_amount_usd": 1430166.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.549, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5422348.77, "financial_exposure_usd": 7804029.12, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109240", "label": "benign", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-07T10:00:00Z", "trace_id": "2e45f3f8-990d-9e17-7d2e-7eb1457a3a94" }
{ "account_age_days": 941, "account_id": "ACCT-352EB8B5E665", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.787 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1154, "timestamp": "2026-01-07T10:00:00Z", "transaction_amount_usd": 1287.97 }, { "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": 0.466, "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": 1989.85, "financial_exposure_usd": 4830.48, "recoverable_pct": 0.866 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108752", "label": "benign", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-07T01:52:00Z", "trace_id": "b496fd9a-ae0c-1def-9a3c-eeff4f097071" }
{ "account_age_days": 1448, "account_id": "ACCT-3F7A7C0CDB86", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 790, "timestamp": "2026-01-07T01:52:00Z", "transaction_amount_usd": 3329.98 }, { "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": 0.493, "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": 737.37, "financial_exposure_usd": 1258.27, "recoverable_pct": 0.918 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100876", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-01T14:36:00Z", "trace_id": "1dce6908-92ea-ef88-e06c-e2d2d01fc1db" }
{ "account_age_days": 1717, "account_id": "ACCT-6097C5127FA8", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.247 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 400, "timestamp": "2026-01-01T14:36:00Z", "transaction_amount_usd": 44526.83 }, { "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": 0.393, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1308345.7, "financial_exposure_usd": 1447568.99, "recoverable_pct": 0.822 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105602", "label": "fraudulent", "label_confidence": 0.714, "severity": "medium", "timestamp": "2026-01-04T21:22:00Z", "trace_id": "a0427b24-8c6d-c3f1-ca38-77420dd86568" }
{ "account_age_days": 304, "account_id": "ACCT-1049B9FA796E", "baseline_risk_score": 0.189, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 445, "timestamp": "2026-01-04T21:22:00Z", "transaction_amount_usd": 2506101.74 }, { "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": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 933520.06, "financial_exposure_usd": 1721985.48, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100493", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-01T08:13:00Z", "trace_id": "8d4379db-c640-6b52-cdef-eef209c39ca7" }
{ "account_age_days": 1981, "account_id": "ACCT-E819562B951B", "baseline_risk_score": 0.519, "kyc_tier": "tier_3", "session_entropy": 0.112 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 286, "timestamp": "2026-01-01T03:18:00Z", "transaction_amount_usd": 21.88 }, { "asset": "USDT", "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": 0.428, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 676480.81, "financial_exposure_usd": 694261.59, "recoverable_pct": 0.072 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107074", "label": "benign", "label_confidence": 0.517, "severity": "medium", "timestamp": "2026-01-05T21:54:00Z", "trace_id": "2c80cdbf-97df-12b5-46e8-04a013be6af6" }
{ "account_age_days": 1813, "account_id": "ACCT-74AE0678DACD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 156, "timestamp": "2026-01-05T21:54:00Z", "transaction_amount_usd": 6350.66 }, { "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": 0.55, "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 pr...
{ "customer_funds_at_risk_usd": 584.14, "financial_exposure_usd": 1361.76, "recoverable_pct": 0.891 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102236", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-02T13:16:00Z", "trace_id": "cab90efd-35a8-7ce3-14f8-7c58190002d3" }
{ "account_age_days": 78, "account_id": "ACCT-8D4EE5CB73B5", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.583 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 283, "timestamp": "2026-01-02T13:16:00Z", "transaction_amount_usd": 82967.34 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.36, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 513715.18, "financial_exposure_usd": 880051.35, "recoverable_pct": 0.581 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102157", "label": "fraudulent", "label_confidence": 0.885, "severity": "critical", "timestamp": "2026-01-02T11:57:00Z", "trace_id": "50a4b16f-9bee-2d2f-e9ac-97320d4f1a35" }
{ "account_age_days": 1557, "account_id": "ACCT-9E678D25EF2B", "baseline_risk_score": 0.464, "kyc_tier": "tier_1", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1152, "timestamp": "2026-01-02T11:57:00Z", "transaction_amount_usd": 91656.32 }, { "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": 0.885, "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": 460997.05, "financial_exposure_usd": 662254.54, "recoverable_pct": 0.69 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105227", "label": "fraudulent", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-04T15:07:00Z", "trace_id": "c9bd0edd-6ed4-fee6-f0de-8e0f96cf6eee" }
{ "account_age_days": 597, "account_id": "ACCT-79E8434054BE", "baseline_risk_score": 0.137, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 447, "timestamp": "2026-01-04T15:07:00Z", "transaction_amount_usd": 2985845.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.749, "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": 6141899.13, "financial_exposure_usd": 6217505.3, "recoverable_pct": 0.883 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105759", "label": "fraudulent", "label_confidence": 0.895, "severity": "high", "timestamp": "2026-01-04T23:59:00Z", "trace_id": "40a63960-c9fc-d39f-430d-a434154698fc" }
{ "account_age_days": 180, "account_id": "ACCT-DA987DDB8CFE", "baseline_risk_score": 0.322, "kyc_tier": "tier_1", "session_entropy": 0.493 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 804, "timestamp": "2026-01-04T23:59:00Z", "transaction_amount_usd": 1592152.85 }, { "asset": "USDC", "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": 0.932, "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": 2394704.73, "financial_exposure_usd": 2765461.34, "recoverable_pct": 0.553 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109564", "label": "benign", "label_confidence": 0.479, "severity": "low", "timestamp": "2026-01-07T15:24:00Z", "trace_id": "a97ad590-4798-a170-e116-a4b93f94e743" }
{ "account_age_days": 429, "account_id": "ACCT-8E2A247555C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.495 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 132, "timestamp": "2026-01-07T15:24:00Z", "transaction_amount_usd": 8182.9 }, { "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": 0.69, "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 prior...
{ "customer_funds_at_risk_usd": 1489.97, "financial_exposure_usd": 3387.99, "recoverable_pct": 0.958 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103882", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-03T16:42:00Z", "trace_id": "753233a9-c452-b9a6-59e9-2237f293d5b1" }
{ "account_age_days": 1933, "account_id": "ACCT-44D37D1ECB2C", "baseline_risk_score": 0.217, "kyc_tier": "tier_2", "session_entropy": 0.842 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 178, "timestamp": "2026-01-03T16:42:00Z", "transaction_amount_usd": 424362.66 }, { "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": 0.924, "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": 3982563.53, "financial_exposure_usd": 4082551.02, "recoverable_pct": 0.702 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105039", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-04T11:59:00Z", "trace_id": "be16a251-1a2a-3974-888a-5d3c0f04f462" }
{ "account_age_days": 1034, "account_id": "ACCT-48D33E1456DA", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.865 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 890, "timestamp": "2026-01-04T11:59:00Z", "transaction_amount_usd": 305472.99 }, { "asset": "GBP", "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": 0.565, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6446824.03, "financial_exposure_usd": 7446532.34, "recoverable_pct": 0.692 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106450", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-05T11:30:00Z", "trace_id": "93b0715e-de97-81f0-eb11-fe6aabd9a325" }
{ "account_age_days": 324, "account_id": "ACCT-7D7FD348D5F6", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.32 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 136, "timestamp": "2026-01-04T23:52:00Z", "transaction_amount_usd": 8.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.832, "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 A...
{ "customer_funds_at_risk_usd": 163799.46, "financial_exposure_usd": 189725.09, "recoverable_pct": 0.555 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106079", "label": "fraudulent", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-05T05:19:00Z", "trace_id": "0076e599-9ae2-c24a-9a20-93be265b4349" }
{ "account_age_days": 1701, "account_id": "ACCT-1478F51EB02A", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.847 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 218, "timestamp": "2026-01-04T17:14:00Z", "transaction_amount_usd": 1.59 }, { "asset": "USDT", "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": 0.686, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1632433.97, "financial_exposure_usd": 2146267.94, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102871", "label": "fraudulent", "label_confidence": 0.777, "severity": "critical", "timestamp": "2026-01-02T23:51:00Z", "trace_id": "dd72833d-23d8-f08d-6d1d-48de7bf4f24d" }
{ "account_age_days": 481, "account_id": "ACCT-5BE3AB4BCAEB", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.873 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1046, "timestamp": "2026-01-02T23:51:00Z", "transaction_amount_usd": 71932.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.807, "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": 316223.97, "financial_exposure_usd": 552126.7, "recoverable_pct": 0.046 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102459", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-02T16:59:00Z", "trace_id": "44b53138-2865-6fe8-8583-f3089e413869" }
{ "account_age_days": 608, "account_id": "ACCT-4495C41E4682", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.667 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 129, "timestamp": "2026-01-02T05:54:00Z", "transaction_amount_usd": 0.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "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": 200285.26, "financial_exposure_usd": 454069.78, "recoverable_pct": 0.821 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102155", "label": "fraudulent", "label_confidence": 0.962, "severity": "high", "timestamp": "2026-01-02T11:55:00Z", "trace_id": "97fdbcc3-0f1a-38bc-87b8-54732ebee8cb" }
{ "account_age_days": 354, "account_id": "ACCT-82165A4C9EE6", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1187, "timestamp": "2026-01-02T11:55:00Z", "transaction_amount_usd": 92629.18 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.59, "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": 816544.28, "financial_exposure_usd": 862905.57, "recoverable_pct": 0.311 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108727", "label": "benign", "label_confidence": 0.45, "severity": "low", "timestamp": "2026-01-07T01:27:00Z", "trace_id": "33cb5d8f-b77e-c024-1499-95dd4803187e" }
{ "account_age_days": 1724, "account_id": "ACCT-BAEE03852D12", "baseline_risk_score": 0.073, "kyc_tier": "tier_3", "session_entropy": 0.315 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1048, "timestamp": "2026-01-07T01:27:00Z", "transaction_amount_usd": 406.29 }, { "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": 0.764, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.55 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108225", "label": "benign", "label_confidence": 0.557, "severity": "high", "timestamp": "2026-01-06T17:05:00Z", "trace_id": "0ca779f6-135a-9f68-b064-733077d7b27c" }
{ "account_age_days": 447, "account_id": "ACCT-313DAEE9B75F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1148, "timestamp": "2026-01-06T17:05:00Z", "transaction_amount_usd": 6338.53 }, { "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": 0.532, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2419.71, "financial_exposure_usd": 4324.41, "recoverable_pct": 0.9 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101547", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-02T01:47:00Z", "trace_id": "c1fb768f-e900-f47d-1ec4-066ad70ba58a" }
{ "account_age_days": 678, "account_id": "ACCT-AA5CE9D0E783", "baseline_risk_score": 0.482, "kyc_tier": "tier_2", "session_entropy": 0.802 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 253, "timestamp": "2026-01-01T14:23:00Z", "transaction_amount_usd": 14.16 }, { "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": 0.728, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 489177.25, "financial_exposure_usd": 516781.3, "recoverable_pct": 0.224 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104780", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-04T07:40:00Z", "trace_id": "25a618e4-2de0-b75c-0e9c-334336167ef5" }
{ "account_age_days": 67, "account_id": "ACCT-C7C4EF25808E", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.711 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 998, "timestamp": "2026-01-04T07:40:00Z", "transaction_amount_usd": 638654.16 }, { "asset": "USDT", "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": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2508126.54, "financial_exposure_usd": 5097060.7, "recoverable_pct": 0.972 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108501", "label": "benign", "label_confidence": 0.454, "severity": "medium", "timestamp": "2026-01-06T21:41:00Z", "trace_id": "874f1bf3-c857-11f2-6c45-d40de44491ab" }
{ "account_age_days": 432, "account_id": "ACCT-C1C474F67479", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 821, "timestamp": "2026-01-06T21:41:00Z", "transaction_amount_usd": 8581.66 }, { "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": 0.763, "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": 5288.77, "financial_exposure_usd": 5301.28, "recoverable_pct": 0.875 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103773", "label": "fraudulent", "label_confidence": 0.683, "severity": "critical", "timestamp": "2026-01-03T14:53:00Z", "trace_id": "af4600b3-4717-e428-53ba-2e65024999e1" }
{ "account_age_days": 612, "account_id": "ACCT-B72BD98FE60E", "baseline_risk_score": 0.223, "kyc_tier": "tier_3", "session_entropy": 0.607 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 351, "timestamp": "2026-01-03T12:25:00Z", "transaction_amount_usd": 4.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.778, "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": 3827851.33, "financial_exposure_usd": 6714678.95, "recoverable_pct": 0.918 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109000", "label": "benign", "label_confidence": 0.642, "severity": "medium", "timestamp": "2026-01-07T06:00:00Z", "trace_id": "058c1d4c-407d-e1c5-9115-47b9a7cd76dc" }
{ "account_age_days": 757, "account_id": "ACCT-7AC3E47F0F03", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1189, "timestamp": "2026-01-07T06:00:00Z", "transaction_amount_usd": 7842.07 }, { "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": 0.639, "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": 831.96, "financial_exposure_usd": 1012.07, "recoverable_pct": 0.438 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108994", "label": "benign", "label_confidence": 0.499, "severity": "medium", "timestamp": "2026-01-07T05:54:00Z", "trace_id": "d6e41973-f5c7-74ea-6144-223894fdb49d" }
{ "account_age_days": 852, "account_id": "ACCT-B83307D4F3F3", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.32 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 88, "timestamp": "2026-01-07T05:54:00Z", "transaction_amount_usd": 14645 }, { "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": 0.54, "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_t...
{ "customer_funds_at_risk_usd": 638.8, "financial_exposure_usd": 712.57, "recoverable_pct": 0.923 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100206", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-01T03:26:00Z", "trace_id": "efe739dd-6260-dcbe-a8de-eb1c281ec259" }
{ "account_age_days": 1134, "account_id": "ACCT-68E0C8009E48", "baseline_risk_score": 0.311, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 432, "timestamp": "2026-01-01T03:26:00Z", "transaction_amount_usd": 113212.31 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.77, "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 HAVIN...
{ "customer_funds_at_risk_usd": 813568.54, "financial_exposure_usd": 999496.69, "recoverable_pct": 0.768 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105597", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-04T21:17:00Z", "trace_id": "0c6c6039-8b6d-c1b1-61ee-0f8946614740" }
{ "account_age_days": 731, "account_id": "ACCT-A719CC5184E8", "baseline_risk_score": 0.446, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 458, "timestamp": "2026-01-04T21:17:00Z", "transaction_amount_usd": 2342786.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.695, "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": 1249646.09, "financial_exposure_usd": 2420470.7, "recoverable_pct": 0.46 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }