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-109468", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-07T13:48:00Z", "trace_id": "2ae9dae5-b29e-2609-eb1f-921f1a8ea05e" }
{ "account_age_days": 1187, "account_id": "ACCT-20FA1B22D1AC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 301, "timestamp": "2026-01-07T13:48:00Z", "transaction_amount_usd": 8435.61 }, { "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": 0.788, "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": 1244.3, "financial_exposure_usd": 2856.49, "recoverable_pct": 0.715 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106147", "label": "fraudulent", "label_confidence": 0.749, "severity": "high", "timestamp": "2026-01-05T06:27:00Z", "trace_id": "acd48035-da31-6742-b9d5-0ff341bc017b" }
{ "account_age_days": 585, "account_id": "ACCT-EBE744405C5A", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.696 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 190, "timestamp": "2026-01-04T23:59:00Z", "transaction_amount_usd": 3.54 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.599, "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": 7673536.42, "financial_exposure_usd": 8336325.77, "recoverable_pct": 0.52 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103497", "label": "fraudulent", "label_confidence": 0.945, "severity": "low", "timestamp": "2026-01-03T10:17:00Z", "trace_id": "66f47bc1-a665-3a5b-8c9a-0f63c3d9e174" }
{ "account_age_days": 1362, "account_id": "ACCT-90CB7C66A206", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.554 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1153, "timestamp": "2026-01-03T10:17:00Z", "transaction_amount_usd": 1797442.4 }, { "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": 0.582, "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": 4922579.07, "financial_exposure_usd": 8620347.4, "recoverable_pct": 0.941 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107451", "label": "benign", "label_confidence": 0.674, "severity": "high", "timestamp": "2026-01-06T04:11:00Z", "trace_id": "7ad6461b-3b0b-2ceb-a05c-243da92235fa" }
{ "account_age_days": 1891, "account_id": "ACCT-496177FC1F3F", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.894 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1194, "timestamp": "2026-01-06T04:11:00Z", "transaction_amount_usd": 3639.11 }, { "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": 0.533, "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": 1212.48, "financial_exposure_usd": 3013.63, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101249", "label": "fraudulent", "label_confidence": 0.788, "severity": "medium", "timestamp": "2026-01-01T20:49:00Z", "trace_id": "8305d4b0-b70e-f00e-ad17-d2d7ced6543c" }
{ "account_age_days": 772, "account_id": "ACCT-9A5765CA89D8", "baseline_risk_score": 0.526, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 271, "timestamp": "2026-01-01T19:05:00Z", "transaction_amount_usd": 14.55 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "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": 450087.73, "financial_exposure_usd": 758096.72, "recoverable_pct": 0.236 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103108", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-03T03:48:00Z", "trace_id": "435c7ede-48c7-f7bb-6018-be4141f08a64" }
{ "account_age_days": 504, "account_id": "ACCT-6BB76CC6FBAD", "baseline_risk_score": 0.337, "kyc_tier": "tier_2", "session_entropy": 0.658 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 202, "timestamp": "2026-01-02T17:36:00Z", "transaction_amount_usd": 5.48 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.593, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 388710.36, "financial_exposure_usd": 526254.6, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109229", "label": "benign", "label_confidence": 0.556, "severity": "critical", "timestamp": "2026-01-07T09:49:00Z", "trace_id": "ef7b6102-5eb5-6734-5f9d-38cb77a3c2ee" }
{ "account_age_days": 203, "account_id": "ACCT-261D76D8BB9B", "baseline_risk_score": 0.058, "kyc_tier": "tier_3", "session_entropy": 0.656 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 833, "timestamp": "2026-01-07T09:49:00Z", "transaction_amount_usd": 5888.15 }, { "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": 0.614, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 348.66, "financial_exposure_usd": 714.42, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109721", "label": "benign", "label_confidence": 0.54, "severity": "low", "timestamp": "2026-01-07T18:01:00Z", "trace_id": "5fa6c343-1664-0d67-b8d1-a01b69ad13af" }
{ "account_age_days": 1680, "account_id": "ACCT-7AAC5C1E633B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.385 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 326, "timestamp": "2026-01-07T14:27:00Z", "transaction_amount_usd": 11.19 }, { "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": 0.679, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 613.94, "financial_exposure_usd": 1386.08, "recoverable_pct": 0.985 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104700", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T06:20:00Z", "trace_id": "26d94569-4d53-75b1-b84f-2812fc9b7e15" }
{ "account_age_days": 124, "account_id": "ACCT-E7BDAE60FA3C", "baseline_risk_score": 0.384, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 170, "timestamp": "2026-01-04T06:20:00Z", "transaction_amount_usd": 2657285.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.436, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3295672.47, "financial_exposure_usd": 3502572.52, "recoverable_pct": 0.69 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102857", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-02T23:37:00Z", "trace_id": "e846d1ce-fe0b-08ca-cc93-ec9f88478a82" }
{ "account_age_days": 524, "account_id": "ACCT-9CF7404D422D", "baseline_risk_score": 0.624, "kyc_tier": "tier_1", "session_entropy": 0.577 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 961, "timestamp": "2026-01-02T23:37:00Z", "transaction_amount_usd": 107295.04 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 428450.62, "financial_exposure_usd": 1052597.57, "recoverable_pct": 0.592 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105424", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-04T18:24:00Z", "trace_id": "f18afe83-42b4-dc10-ef78-e21d8d0a1420" }
{ "account_age_days": 987, "account_id": "ACCT-0F1763B9D77F", "baseline_risk_score": 0.25, "kyc_tier": "tier_2", "session_entropy": 0.636 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 959, "timestamp": "2026-01-04T18:24:00Z", "transaction_amount_usd": 2371578.48 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.497, "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": 3634671.97, "financial_exposure_usd": 3988236.38, "recoverable_pct": 0.421 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106035", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-05T04:35:00Z", "trace_id": "22bb6b52-48c4-5266-1e9e-aeb7a2eda115" }
{ "account_age_days": 683, "account_id": "ACCT-24F9B3C7F1A1", "baseline_risk_score": 0.433, "kyc_tier": "tier_3", "session_entropy": 0.669 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 734, "timestamp": "2026-01-05T04:35:00Z", "transaction_amount_usd": 1130520.92 }, { "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": 0.872, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2475332.83, "financial_exposure_usd": 3240068.69, "recoverable_pct": 0.613 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103812", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-03T15:32:00Z", "trace_id": "b026026c-1651-d1bb-32e5-cb36005400d3" }
{ "account_age_days": 658, "account_id": "ACCT-63E29DCE02D6", "baseline_risk_score": 0.362, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 429, "timestamp": "2026-01-03T15:32:00Z", "transaction_amount_usd": 2846105.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1357775.74, "financial_exposure_usd": 2596494.91, "recoverable_pct": 0.805 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104724", "label": "fraudulent", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-04T06:44:00Z", "trace_id": "ddc9d1ed-d367-a083-ff95-d3dfbef5c20f" }
{ "account_age_days": 1437, "account_id": "ACCT-86A108A5AAD3", "baseline_risk_score": 0.192, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1151, "timestamp": "2026-01-04T06:44:00Z", "transaction_amount_usd": 713494.43 }, { "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": 0.647, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4105910.93, "financial_exposure_usd": 4406887.59, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101804", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-02T06:04:00Z", "trace_id": "997fc13b-9a63-e32d-424d-5e9d2b884edb" }
{ "account_age_days": 942, "account_id": "ACCT-E51FEFEB0BD4", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.564 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1092, "timestamp": "2026-01-02T06:04:00Z", "transaction_amount_usd": 30664.58 }, { "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": 0.8, "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 HAVI...
{ "customer_funds_at_risk_usd": 369482.64, "financial_exposure_usd": 811199.61, "recoverable_pct": 0.635 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108366", "label": "benign", "label_confidence": 0.614, "severity": "low", "timestamp": "2026-01-06T19:26:00Z", "trace_id": "e2c99706-e8ba-05eb-953e-c52fb55fac2d" }
{ "account_age_days": 417, "account_id": "ACCT-E5156C1A36EE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.873 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 115, "timestamp": "2026-01-06T19:26:00Z", "transaction_amount_usd": 14889.78 }, { "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": 0.784, "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": 1701.36, "financial_exposure_usd": 2423.95, "recoverable_pct": 0.788 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109139", "label": "benign", "label_confidence": 0.496, "severity": "medium", "timestamp": "2026-01-07T08:19:00Z", "trace_id": "5c13edda-002a-70a9-2360-9176f1a983e6" }
{ "account_age_days": 318, "account_id": "ACCT-15EB60222AF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 173, "timestamp": "2026-01-07T04:05:00Z", "transaction_amount_usd": 6.54 }, { "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": 0.695, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2589.23, "financial_exposure_usd": 6127.82, "recoverable_pct": 0.836 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104176", "label": "fraudulent", "label_confidence": 0.664, "severity": "critical", "timestamp": "2026-01-03T21:36:00Z", "trace_id": "c517ebfb-6931-9cb2-f271-7efecec1ed3c" }
{ "account_age_days": 1355, "account_id": "ACCT-41077B5CB04A", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.661 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 180, "timestamp": "2026-01-03T21:36:00Z", "transaction_amount_usd": 2133563.83 }, { "asset": "JPY", "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": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2549365.47, "financial_exposure_usd": 3505214.39, "recoverable_pct": 0.466 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104952", "label": "fraudulent", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-04T10:32:00Z", "trace_id": "c881287e-eafb-4aa9-9cb3-fe5b4a9b0f84" }
{ "account_age_days": 1813, "account_id": "ACCT-6C83C3540AA0", "baseline_risk_score": 0.219, "kyc_tier": "tier_2", "session_entropy": 0.601 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 417, "timestamp": "2026-01-04T10:32:00Z", "transaction_amount_usd": 2486190.8 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.843, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1134020.01, "financial_exposure_usd": 1840676.25, "recoverable_pct": 0.472 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100440", "label": "fraudulent", "label_confidence": 0.956, "severity": "low", "timestamp": "2026-01-01T07:20:00Z", "trace_id": "df6340c8-ab6b-e073-abdd-a8c5130e1283" }
{ "account_age_days": 1074, "account_id": "ACCT-F032822A62C8", "baseline_risk_score": 0.57, "kyc_tier": "tier_1", "session_entropy": 0.307 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 98, "timestamp": "2026-01-01T07:20:00Z", "transaction_amount_usd": 107067.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.93, "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": 709700.45, "financial_exposure_usd": 860625.9, "recoverable_pct": 0.624 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102544", "label": "fraudulent", "label_confidence": 0.776, "severity": "low", "timestamp": "2026-01-02T18:24:00Z", "trace_id": "71b07175-9d46-b530-09c1-5eadc226dde7" }
{ "account_age_days": 954, "account_id": "ACCT-33536563D5F8", "baseline_risk_score": 0.482, "kyc_tier": "tier_1", "session_entropy": 0.435 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1195, "timestamp": "2026-01-02T18:24:00Z", "transaction_amount_usd": 40547.98 }, { "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1004041.2, "financial_exposure_usd": 1114987.27, "recoverable_pct": 0.699 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107626", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-06T07:06:00Z", "trace_id": "b35694e5-9d35-ca55-3fba-5384357394ec" }
{ "account_age_days": 1052, "account_id": "ACCT-F535B59BF715", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.838 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 233, "timestamp": "2026-01-05T20:00:00Z", "transaction_amount_usd": 17.08 }, { "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": 0.495, "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": 1712.49, "financial_exposure_usd": 4187.05, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109597", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-07T15:57:00Z", "trace_id": "558f5af1-afee-3b2c-ab50-d0dbfd276a47" }
{ "account_age_days": 436, "account_id": "ACCT-7C77CE3708E0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 201, "timestamp": "2026-01-07T15:57:00Z", "transaction_amount_usd": 3518.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1641.35, "financial_exposure_usd": 2226.73, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101245", "label": "fraudulent", "label_confidence": 0.919, "severity": "medium", "timestamp": "2026-01-01T20:45:00Z", "trace_id": "2cd743e8-f26a-0123-0f67-cd9948710195" }
{ "account_age_days": 1826, "account_id": "ACCT-F6F1EBE60A5C", "baseline_risk_score": 0.555, "kyc_tier": "tier_3", "session_entropy": 0.453 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 636, "timestamp": "2026-01-01T20:45:00Z", "transaction_amount_usd": 42122.67 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.737, "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": 253061.25, "financial_exposure_usd": 499483.78, "recoverable_pct": 0.785 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103277", "label": "fraudulent", "label_confidence": 0.938, "severity": "high", "timestamp": "2026-01-03T06:37:00Z", "trace_id": "14f0f57e-6faf-184d-2ed8-8bd96a3a1b1e" }
{ "account_age_days": 143, "account_id": "ACCT-DB1ACC16051D", "baseline_risk_score": 0.572, "kyc_tier": "tier_1", "session_entropy": 0.393 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 559, "timestamp": "2026-01-03T06:37:00Z", "transaction_amount_usd": 5802.33 }, { "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": 0.564, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1174816.61, "financial_exposure_usd": 1400233.13, "recoverable_pct": 0.098 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104450", "label": "fraudulent", "label_confidence": 0.907, "severity": "low", "timestamp": "2026-01-04T02:10:00Z", "trace_id": "dda45a4c-46e9-8df3-567e-d0a2720d0fc3" }
{ "account_age_days": 529, "account_id": "ACCT-757EF6301E1D", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.832 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1044, "timestamp": "2026-01-04T02:10:00Z", "transaction_amount_usd": 1080417.26 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.833, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4413949.57, "financial_exposure_usd": 7269296.39, "recoverable_pct": 0.679 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102252", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-02T13:32:00Z", "trace_id": "9ac1fab6-bdf6-7912-3f91-9e4b640a4584" }
{ "account_age_days": 1046, "account_id": "ACCT-AF396EAEC225", "baseline_risk_score": 0.506, "kyc_tier": "tier_3", "session_entropy": 0.111 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 115, "timestamp": "2026-01-02T12:31:00Z", "transaction_amount_usd": 2.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.919, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 211069.01, "financial_exposure_usd": 471348.72, "recoverable_pct": 0.126 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101346", "label": "fraudulent", "label_confidence": 0.925, "severity": "high", "timestamp": "2026-01-01T22:26:00Z", "trace_id": "2bd42d48-a3b9-379c-6cc3-4c0fa36379d5" }
{ "account_age_days": 1932, "account_id": "ACCT-641BBB6BEB43", "baseline_risk_score": 0.473, "kyc_tier": "tier_1", "session_entropy": 0.9 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 468, "timestamp": "2026-01-01T22:26:00Z", "transaction_amount_usd": 67962.19 }, { "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": 0.501, "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": 403999.09, "financial_exposure_usd": 456711.51, "recoverable_pct": 0.482 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107965", "label": "benign", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-06T12:45:00Z", "trace_id": "2d1e6bf1-4d91-62c7-3054-06e2a2daf343" }
{ "account_age_days": 457, "account_id": "ACCT-6D05A097BB21", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.306 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 307, "timestamp": "2026-01-06T08:44:00Z", "transaction_amount_usd": 21.8 }, { "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": 0.652, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 764.95, "financial_exposure_usd": 1720.31, "recoverable_pct": 0.65 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100198", "label": "fraudulent", "label_confidence": 0.937, "severity": "critical", "timestamp": "2026-01-01T03:18:00Z", "trace_id": "33c00b7d-61f8-63f4-c1ae-35bb2faa49dd" }
{ "account_age_days": 1759, "account_id": "ACCT-3E61D3594BFA", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.92 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 406, "timestamp": "2026-01-01T03:18:00Z", "transaction_amount_usd": 58510.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 425351.02, "financial_exposure_usd": 579660.45, "recoverable_pct": 0.849 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105494", "label": "fraudulent", "label_confidence": 0.617, "severity": "high", "timestamp": "2026-01-04T19:34:00Z", "trace_id": "610bf6e2-d698-9459-2bac-8313ce00923a" }
{ "account_age_days": 1647, "account_id": "ACCT-78A5C367BBB1", "baseline_risk_score": 0.116, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 602, "timestamp": "2026-01-04T19:34:00Z", "transaction_amount_usd": 1036943.88 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.649, "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": 2909008.41, "financial_exposure_usd": 6222561.81, "recoverable_pct": 0.54 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101264", "label": "fraudulent", "label_confidence": 0.861, "severity": "critical", "timestamp": "2026-01-01T21:04:00Z", "trace_id": "3dade44a-5522-6113-742b-f2e04a89eed2" }
{ "account_age_days": 1525, "account_id": "ACCT-8150106B8E8B", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.858 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 708, "timestamp": "2026-01-01T21:04:00Z", "transaction_amount_usd": 96268.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 691060.45, "financial_exposure_usd": 975929.43, "recoverable_pct": 0.817 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100484", "label": "fraudulent", "label_confidence": 0.965, "severity": "medium", "timestamp": "2026-01-01T08:04:00Z", "trace_id": "1f46a455-5e3b-89ce-7a87-deb7bea02dff" }
{ "account_age_days": 407, "account_id": "ACCT-721E0A41BE39", "baseline_risk_score": 0.333, "kyc_tier": "tier_1", "session_entropy": 0.109 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 130, "timestamp": "2026-01-01T08:04:00Z", "transaction_amount_usd": 67178.61 }, { "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": 0.882, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 821321.11, "financial_exposure_usd": 1014377.57, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107202", "label": "benign", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-06T00:02:00Z", "trace_id": "5d8c0953-9365-ca3b-2195-40750e2e2313" }
{ "account_age_days": 1994, "account_id": "ACCT-486F08FFF4CF", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.166 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 334, "timestamp": "2026-01-06T00:02:00Z", "transaction_amount_usd": 4751.17 }, { "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": 0.72, "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_tr...
{ "customer_funds_at_risk_usd": 1043.97, "financial_exposure_usd": 2082.63, "recoverable_pct": 0.978 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106781", "label": "benign", "label_confidence": 0.474, "severity": "high", "timestamp": "2026-01-05T17:01:00Z", "trace_id": "d47a89d3-d734-ae48-4d14-6ae03d06a6f9" }
{ "account_age_days": 1776, "account_id": "ACCT-2B900C48E052", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.723 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 106, "timestamp": "2026-01-05T05:30:00Z", "transaction_amount_usd": 13.51 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.693, "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": 1472.78, "financial_exposure_usd": 3479.31, "recoverable_pct": 0.846 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101893", "label": "fraudulent", "label_confidence": 0.925, "severity": "high", "timestamp": "2026-01-02T07:33:00Z", "trace_id": "9c19cfd1-49e7-823b-3123-00ee09e8c098" }
{ "account_age_days": 1302, "account_id": "ACCT-F25D7A5E6964", "baseline_risk_score": 0.293, "kyc_tier": "tier_3", "session_entropy": 0.941 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 368, "timestamp": "2026-01-02T07:33:00Z", "transaction_amount_usd": 44651.05 }, { "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": 0.695, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 90997.65, "financial_exposure_usd": 153286.98, "recoverable_pct": 0.207 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101627", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-02T03:07:00Z", "trace_id": "4b958ba8-c86b-08fe-56b2-4ba5ccafcb48" }
{ "account_age_days": 1940, "account_id": "ACCT-2740FBF82EF1", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.312 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 577, "timestamp": "2026-01-02T03:07:00Z", "transaction_amount_usd": 22523.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.694, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 775680.14, "financial_exposure_usd": 1024287.78, "recoverable_pct": 0.281 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100053", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-01T00:53:00Z", "trace_id": "d30608be-8548-867b-ad5c-ba244d59616b" }
{ "account_age_days": 1658, "account_id": "ACCT-BDACDC5E20C0", "baseline_risk_score": 0.601, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 846, "timestamp": "2026-01-01T00:53:00Z", "transaction_amount_usd": 12726.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.918, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 789768.71, "financial_exposure_usd": 996351.43, "recoverable_pct": 0.189 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109364", "label": "benign", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-07T12:04:00Z", "trace_id": "c7c725c7-3d61-814e-7904-7eda71a8b2ce" }
{ "account_age_days": 787, "account_id": "ACCT-A9C957CF53F2", "baseline_risk_score": 0.095, "kyc_tier": "tier_3", "session_entropy": 0.161 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 781, "timestamp": "2026-01-07T12:04:00Z", "transaction_amount_usd": 13391.42 }, { "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": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 327.29, "financial_exposure_usd": 518.32, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107649", "label": "benign", "label_confidence": 0.615, "severity": "critical", "timestamp": "2026-01-06T07:29:00Z", "trace_id": "9bb059b1-c0c0-5e9c-9e90-1ee6c309023d" }
{ "account_age_days": 85, "account_id": "ACCT-E2C18C874219", "baseline_risk_score": 0.071, "kyc_tier": "tier_1", "session_entropy": 0.474 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 107, "timestamp": "2026-01-05T21:27:00Z", "transaction_amount_usd": 5.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.687, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5222.84, "financial_exposure_usd": 6943.97, "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-105519", "label": "fraudulent", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-04T19:59:00Z", "trace_id": "c61409d7-8d9f-a6c0-fe33-ec6a627caaed" }
{ "account_age_days": 933, "account_id": "ACCT-623D5656DC18", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.835 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 225, "timestamp": "2026-01-04T17:07:00Z", "transaction_amount_usd": 13.93 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.453, "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": 2356174.33, "financial_exposure_usd": 4663689.99, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107230", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-06T00:30:00Z", "trace_id": "6c37cefa-1d8b-4eea-0de8-1682c3e7dee8" }
{ "account_age_days": 1371, "account_id": "ACCT-A67274AB3C01", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 349, "timestamp": "2026-01-05T17:20:00Z", "transaction_amount_usd": 18.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 672.15, "financial_exposure_usd": 1446.3, "recoverable_pct": 0.762 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106391", "label": "fraudulent", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-05T10:31:00Z", "trace_id": "fbdb50c5-1581-bb0f-f48a-6ad1cd39df41" }
{ "account_age_days": 30, "account_id": "ACCT-1E518C4F89ED", "baseline_risk_score": 0.204, "kyc_tier": "tier_1", "session_entropy": 0.883 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 587, "timestamp": "2026-01-05T10:31:00Z", "transaction_amount_usd": 299374.37 }, { "asset": "JPY", "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": 0.712, "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": 4233594.15, "financial_exposure_usd": 4572557.17, "recoverable_pct": 0.741 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108697", "label": "benign", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-07T00:57:00Z", "trace_id": "0ccb1160-d22d-0fa0-a5be-489b4f4b3d47" }
{ "account_age_days": 1087, "account_id": "ACCT-5286A9197EB0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 266, "timestamp": "2026-01-06T12:45:00Z", "transaction_amount_usd": 2 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "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": 983.78, "financial_exposure_usd": 1735.05, "recoverable_pct": 0.409 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103705", "label": "fraudulent", "label_confidence": 0.82, "severity": "medium", "timestamp": "2026-01-03T13:45:00Z", "trace_id": "02f17e9a-de19-edb2-fac2-64d267041036" }
{ "account_age_days": 1507, "account_id": "ACCT-7AB0BC19DC23", "baseline_risk_score": 0.419, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 277, "timestamp": "2026-01-03T13:45:00Z", "transaction_amount_usd": 1102796.66 }, { "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": 0.739, "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": 1741560.17, "financial_exposure_usd": 3871168.06, "recoverable_pct": 0.606 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104791", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-04T07:51:00Z", "trace_id": "e5de6869-dec7-dbce-aef9-6cfd8eee583a" }
{ "account_age_days": 526, "account_id": "ACCT-9E88319BE77D", "baseline_risk_score": 0.388, "kyc_tier": "tier_3", "session_entropy": 0.396 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 922, "timestamp": "2026-01-04T07:51:00Z", "transaction_amount_usd": 2050165.99 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.706, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1872837.34, "financial_exposure_usd": 2584482.46, "recoverable_pct": 0.623 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107531", "label": "benign", "label_confidence": 0.466, "severity": "medium", "timestamp": "2026-01-06T05:31:00Z", "trace_id": "74c36510-1b46-800c-2e27-47388998cc5a" }
{ "account_age_days": 969, "account_id": "ACCT-4CC49822A01C", "baseline_risk_score": 0.19, "kyc_tier": "tier_1", "session_entropy": 0.752 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 268, "timestamp": "2026-01-06T04:04:00Z", "transaction_amount_usd": 15.55 }, { "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": 0.661, "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": 1492.51, "financial_exposure_usd": 1757.03, "recoverable_pct": 0.682 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101457", "label": "fraudulent", "label_confidence": 0.762, "severity": "high", "timestamp": "2026-01-02T00:17:00Z", "trace_id": "6d209bc6-8769-4750-e032-c8db032fb3ff" }
{ "account_age_days": 953, "account_id": "ACCT-21ED3678461B", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.95 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 281, "timestamp": "2026-01-01T21:49:00Z", "transaction_amount_usd": 9.58 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 495432.52, "financial_exposure_usd": 781942.94, "recoverable_pct": 0.209 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104833", "label": "fraudulent", "label_confidence": 0.922, "severity": "low", "timestamp": "2026-01-04T08:33:00Z", "trace_id": "9f3b9483-fdba-d659-a032-d556073db204" }
{ "account_age_days": 1958, "account_id": "ACCT-C95A064F094C", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.108 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 903, "timestamp": "2026-01-04T08:33:00Z", "transaction_amount_usd": 1827053.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.606, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2557752.66, "financial_exposure_usd": 2643954.63, "recoverable_pct": 0.867 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108298", "label": "benign", "label_confidence": 0.609, "severity": "high", "timestamp": "2026-01-06T18:18:00Z", "trace_id": "606170c5-48e7-31d8-994c-1ff7146e544c" }
{ "account_age_days": 1282, "account_id": "ACCT-711F7FAC2382", "baseline_risk_score": 0.068, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 797, "timestamp": "2026-01-06T18:18:00Z", "transaction_amount_usd": 13736.3 }, { "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": 0.548, "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": 2335.69, "financial_exposure_usd": 2522.07, "recoverable_pct": 0.976 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106537", "label": "fraudulent", "label_confidence": 0.655, "severity": "high", "timestamp": "2026-01-05T12:57:00Z", "trace_id": "b8b3a7ce-8e59-4f3d-d87b-e35f4eacd70c" }
{ "account_age_days": 1630, "account_id": "ACCT-36F9A9AF3124", "baseline_risk_score": 0.099, "kyc_tier": "tier_3", "session_entropy": 0.517 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 239, "timestamp": "2026-01-05T12:57:00Z", "transaction_amount_usd": 1771337.7 }, { "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": 0.832, "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": 2476870.84, "financial_exposure_usd": 2935022.89, "recoverable_pct": 0.611 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100833", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-01T13:53:00Z", "trace_id": "dd25cc30-6726-4c40-625c-6b645c02ecd8" }
{ "account_age_days": 1956, "account_id": "ACCT-67DCFAC05E44", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.632 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 326, "timestamp": "2026-01-01T11:36:00Z", "transaction_amount_usd": 21.59 }, { "asset": "ETH", "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": 0.797, "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": 730514.17, "financial_exposure_usd": 878634.15, "recoverable_pct": 0.733 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105778", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-05T00:18:00Z", "trace_id": "121b5ef9-a629-b9db-3efd-32c5767388eb" }
{ "account_age_days": 925, "account_id": "ACCT-FAEB9E8046E7", "baseline_risk_score": 0.223, "kyc_tier": "tier_2", "session_entropy": 0.531 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 750, "timestamp": "2026-01-05T00:18:00Z", "transaction_amount_usd": 521420.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.357, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1609643.81, "financial_exposure_usd": 2881749.09, "recoverable_pct": 0.717 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102856", "label": "fraudulent", "label_confidence": 0.847, "severity": "high", "timestamp": "2026-01-02T23:36:00Z", "trace_id": "e53c88fc-e073-7807-54d4-63bbeee78584" }
{ "account_age_days": 1192, "account_id": "ACCT-29DDDB3FC3BC", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.688 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 197, "timestamp": "2026-01-02T23:36:00Z", "transaction_amount_usd": 69260.82 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.453, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 833932.42, "financial_exposure_usd": 928842.19, "recoverable_pct": 0.111 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107421", "label": "benign", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-06T03:41:00Z", "trace_id": "afa82e16-181e-7011-3d6b-e9404256640e" }
{ "account_age_days": 1648, "account_id": "ACCT-CF0BD1AF83AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.587 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 693, "timestamp": "2026-01-06T03:41:00Z", "transaction_amount_usd": 14170.05 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2138.69, "financial_exposure_usd": 4470.26, "recoverable_pct": 0.503 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101583", "label": "fraudulent", "label_confidence": 0.972, "severity": "high", "timestamp": "2026-01-02T02:23:00Z", "trace_id": "32dc96b5-e942-14b4-ba43-067f17c8631c" }
{ "account_age_days": 543, "account_id": "ACCT-7F4B4E262B50", "baseline_risk_score": 0.485, "kyc_tier": "tier_1", "session_entropy": 0.624 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 427, "timestamp": "2026-01-02T02:23:00Z", "transaction_amount_usd": 7904.47 }, { "asset": "USDT", "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": 0.759, "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": 686503.24, "financial_exposure_usd": 980705.54, "recoverable_pct": 0.655 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106663", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-05T15:03:00Z", "trace_id": "84f4915d-66b6-a0d3-450b-c765fb4eb249" }
{ "account_age_days": 1735, "account_id": "ACCT-0FA51F4DC082", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.678 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 681, "timestamp": "2026-01-05T15:03:00Z", "transaction_amount_usd": 1996071.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "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": 5407567.44, "financial_exposure_usd": 5988977, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109177", "label": "benign", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-07T08:57:00Z", "trace_id": "d160a803-ed38-787b-06b4-830653add3f4" }
{ "account_age_days": 1235, "account_id": "ACCT-42E5D786691D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.395 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 257, "timestamp": "2026-01-07T08:57:00Z", "transaction_amount_usd": 9972.15 }, { "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": 0.725, "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": 3711.54, "financial_exposure_usd": 4372.67, "recoverable_pct": 0.762 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107646", "label": "benign", "label_confidence": 0.596, "severity": "low", "timestamp": "2026-01-06T07:26:00Z", "trace_id": "32061456-d940-1cf6-a041-01208629302e" }
{ "account_age_days": 1087, "account_id": "ACCT-3E78FF7416F5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1008, "timestamp": "2026-01-06T07:26:00Z", "transaction_amount_usd": 8909.25 }, { "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": 0.677, "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": 2292.72, "financial_exposure_usd": 2302.75, "recoverable_pct": 0.477 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107564", "label": "benign", "label_confidence": 0.673, "severity": "critical", "timestamp": "2026-01-06T06:04:00Z", "trace_id": "c345b1b6-50f3-17b6-7530-fd28c23cdeea" }
{ "account_age_days": 1707, "account_id": "ACCT-7CA5D70FBC6B", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1172, "timestamp": "2026-01-06T06:04:00Z", "transaction_amount_usd": 11215.85 }, { "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": 0.456, "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": 5625.84, "financial_exposure_usd": 7092.14, "recoverable_pct": 0.624 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106950", "label": "benign", "label_confidence": 0.521, "severity": "medium", "timestamp": "2026-01-05T19:50:00Z", "trace_id": "a213ad78-10b9-30cd-c86c-1251d63a8b32" }
{ "account_age_days": 302, "account_id": "ACCT-225FBABB6625", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 690, "timestamp": "2026-01-05T19:50:00Z", "transaction_amount_usd": 12773.23 }, { "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": 0.799, "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": 2138.08, "financial_exposure_usd": 2145.75, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100355", "label": "fraudulent", "label_confidence": 0.978, "severity": "critical", "timestamp": "2026-01-01T05:55:00Z", "trace_id": "332e83c9-bb35-a4c8-fcc9-7fa613b8905e" }
{ "account_age_days": 17, "account_id": "ACCT-6E52F6237862", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.333 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1178, "timestamp": "2026-01-01T05:55:00Z", "transaction_amount_usd": 44724.31 }, { "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": 0.664, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 370408.38, "financial_exposure_usd": 519789.91, "recoverable_pct": 0.688 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106412", "label": "fraudulent", "label_confidence": 0.871, "severity": "critical", "timestamp": "2026-01-05T10:52:00Z", "trace_id": "b838926c-aeaf-f0c0-b0a0-8072a96cb4ac" }
{ "account_age_days": 1655, "account_id": "ACCT-461F5ABBBAB0", "baseline_risk_score": 0.433, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 119, "timestamp": "2026-01-05T00:17:00Z", "transaction_amount_usd": 5.55 }, { "asset": "SOL", "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": 0.502, "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": 1653922.5, "financial_exposure_usd": 2059376.45, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101864", "label": "fraudulent", "label_confidence": 0.868, "severity": "critical", "timestamp": "2026-01-02T07:04:00Z", "trace_id": "331b89b0-ad78-0bf6-10ab-01c296cc7d90" }
{ "account_age_days": 700, "account_id": "ACCT-1281F331A067", "baseline_risk_score": 0.323, "kyc_tier": "tier_1", "session_entropy": 0.871 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 87, "timestamp": "2026-01-02T07:04:00Z", "transaction_amount_usd": 23833.54 }, { "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": 0.926, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 335376.67, "financial_exposure_usd": 665938.77, "recoverable_pct": 0.176 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109156", "label": "benign", "label_confidence": 0.534, "severity": "medium", "timestamp": "2026-01-07T08:36:00Z", "trace_id": "ba05e259-2f35-8cf0-3923-2500cd31ec8e" }
{ "account_age_days": 757, "account_id": "ACCT-23A76D3FFA4B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.711 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 540, "timestamp": "2026-01-07T08:36:00Z", "transaction_amount_usd": 14196.58 }, { "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": 0.544, "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": 773.95, "financial_exposure_usd": 1675.69, "recoverable_pct": 0.566 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106099", "label": "fraudulent", "label_confidence": 0.773, "severity": "medium", "timestamp": "2026-01-05T05:39:00Z", "trace_id": "49c4dba0-2e08-dd27-8b56-a914318682c6" }
{ "account_age_days": 1982, "account_id": "ACCT-E4D0F3D3DE56", "baseline_risk_score": 0.084, "kyc_tier": "tier_3", "session_entropy": 0.559 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 394, "timestamp": "2026-01-05T00:30:00Z", "transaction_amount_usd": 4.4 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.433, "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": 3151738.97, "financial_exposure_usd": 3611668.83, "recoverable_pct": 0.888 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108367", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-06T19:27:00Z", "trace_id": "1c890ef0-1b9c-eeae-4822-8df42aee5e19" }
{ "account_age_days": 23, "account_id": "ACCT-4D2EB9933543", "baseline_risk_score": 0.162, "kyc_tier": "tier_1", "session_entropy": 0.911 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 252, "timestamp": "2026-01-06T19:27:00Z", "transaction_amount_usd": 14394.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.745, "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": 1221.62, "financial_exposure_usd": 1587.51, "recoverable_pct": 0.879 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103571", "label": "fraudulent", "label_confidence": 0.746, "severity": "low", "timestamp": "2026-01-03T11:31:00Z", "trace_id": "b0420d82-3fec-e0db-f683-468427198f5d" }
{ "account_age_days": 1782, "account_id": "ACCT-6A49FDC18308", "baseline_risk_score": 0.427, "kyc_tier": "tier_2", "session_entropy": 0.395 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 160, "timestamp": "2026-01-03T11:31:00Z", "transaction_amount_usd": 633916.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.684, "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": 4996813.52, "financial_exposure_usd": 5805869.67, "recoverable_pct": 0.929 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103145", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-03T04:25:00Z", "trace_id": "1cf1547d-914f-fa91-57ae-024e9497362b" }
{ "account_age_days": 916, "account_id": "ACCT-908BBEF00B0C", "baseline_risk_score": 0.608, "kyc_tier": "tier_3", "session_entropy": 0.71 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 951, "timestamp": "2026-01-03T04:25:00Z", "transaction_amount_usd": 10650.29 }, { "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": 0.908, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 765298.31, "financial_exposure_usd": 898763.42, "recoverable_pct": 0.064 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102709", "label": "fraudulent", "label_confidence": 0.781, "severity": "critical", "timestamp": "2026-01-02T21:09:00Z", "trace_id": "30ef3a81-12ff-e23b-9d17-107eb93f8bd5" }
{ "account_age_days": 1575, "account_id": "ACCT-431906CC016E", "baseline_risk_score": 0.571, "kyc_tier": "tier_2", "session_entropy": 0.617 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 730, "timestamp": "2026-01-02T21:09:00Z", "transaction_amount_usd": 92043.19 }, { "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 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 307900.27, "financial_exposure_usd": 438842.4, "recoverable_pct": 0.03 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105769", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-05T00:09:00Z", "trace_id": "f380e524-c484-2227-e9f3-31af411b1a28" }
{ "account_age_days": 337, "account_id": "ACCT-5D2AD5E995BE", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.705 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 335, "timestamp": "2026-01-05T00:09:00Z", "transaction_amount_usd": 2681872.82 }, { "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": 0.664, "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": 2012533.66, "financial_exposure_usd": 3953843.38, "recoverable_pct": 0.494 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107168", "label": "benign", "label_confidence": 0.719, "severity": "medium", "timestamp": "2026-01-05T23:28:00Z", "trace_id": "eb5c3dca-4bef-ba38-703e-a4a5a38831f8" }
{ "account_age_days": 53, "account_id": "ACCT-C30C45104214", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.893 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 823, "timestamp": "2026-01-05T23:28:00Z", "transaction_amount_usd": 3210.59 }, { "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": 0.574, "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": 1269.61, "financial_exposure_usd": 2871.03, "recoverable_pct": 0.454 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105273", "label": "fraudulent", "label_confidence": 0.95, "severity": "low", "timestamp": "2026-01-04T15:53:00Z", "trace_id": "1505e5f6-1ceb-b834-0c00-fd8d6daa2d7f" }
{ "account_age_days": 146, "account_id": "ACCT-249D50D4FC12", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.23 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 837, "timestamp": "2026-01-04T15:53:00Z", "transaction_amount_usd": 1742520.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.692, "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": 4334477.65, "financial_exposure_usd": 5234897.96, "recoverable_pct": 0.446 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104552", "label": "fraudulent", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-04T03:52:00Z", "trace_id": "9c468ce4-5a22-1b84-81d7-2855b634332f" }
{ "account_age_days": 148, "account_id": "ACCT-BDAF52C67E0D", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.533 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1115, "timestamp": "2026-01-04T03:52:00Z", "transaction_amount_usd": 1833712.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 2048427.6, "financial_exposure_usd": 2127974.09, "recoverable_pct": 0.654 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103372", "label": "fraudulent", "label_confidence": 0.652, "severity": "high", "timestamp": "2026-01-03T08:12:00Z", "trace_id": "d54908fe-3d10-aace-7f78-5641aac66fd6" }
{ "account_age_days": 497, "account_id": "ACCT-93E229C1959B", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.738 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 151, "timestamp": "2026-01-03T08:12:00Z", "transaction_amount_usd": 90856.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.351, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3512014.52, "financial_exposure_usd": 5617932.24, "recoverable_pct": 0.982 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106999", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-05T20:39:00Z", "trace_id": "676c87fa-e9f2-fed7-cc25-39e946ecc138" }
{ "account_age_days": 302, "account_id": "ACCT-5922F01E2C7D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.151 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1075, "timestamp": "2026-01-05T20:39:00Z", "transaction_amount_usd": 8279.64 }, { "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": 0.525, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2213.1, "financial_exposure_usd": 2971.83, "recoverable_pct": 0.565 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104009", "label": "fraudulent", "label_confidence": 0.67, "severity": "high", "timestamp": "2026-01-03T18:49:00Z", "trace_id": "1df55a29-c412-8c99-97ad-c31fb53404c5" }
{ "account_age_days": 713, "account_id": "ACCT-29424F4D72D6", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.724 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 348, "timestamp": "2026-01-03T18:49:00Z", "transaction_amount_usd": 1546923.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.731, "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": 7027158.56, "financial_exposure_usd": 7642343.39, "recoverable_pct": 0.476 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103638", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-03T12:38:00Z", "trace_id": "8038145a-4503-bd50-cd75-cd3fe69e1b22" }
{ "account_age_days": 102, "account_id": "ACCT-87B56CDCBF9E", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.71 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 203, "timestamp": "2026-01-03T07:49:00Z", "transaction_amount_usd": 0.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.638, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3916204.9, "financial_exposure_usd": 5347289.57, "recoverable_pct": 0.624 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102028", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-02T09:48:00Z", "trace_id": "c30e8fd3-91f2-f4be-d511-b6d035c76172" }
{ "account_age_days": 134, "account_id": "ACCT-2BADF8B8D170", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.745 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 387, "timestamp": "2026-01-02T09:48:00Z", "transaction_amount_usd": 46550.49 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.741, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 778691.64, "financial_exposure_usd": 1200704.36, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108890", "label": "benign", "label_confidence": 0.503, "severity": "low", "timestamp": "2026-01-07T04:10:00Z", "trace_id": "ecf99a08-bc7a-e345-e646-dbfca440cb01" }
{ "account_age_days": 544, "account_id": "ACCT-4744FE9D7A7A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.551 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 196, "timestamp": "2026-01-06T17:23:00Z", "transaction_amount_usd": 9.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.625, "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": 884.72, "financial_exposure_usd": 2045.06, "recoverable_pct": 0.504 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107560", "label": "benign", "label_confidence": 0.484, "severity": "medium", "timestamp": "2026-01-06T06:00:00Z", "trace_id": "f58976b4-444c-86eb-d138-fd538fc65f53" }
{ "account_age_days": 484, "account_id": "ACCT-153818CE8719", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.821 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 253, "timestamp": "2026-01-05T20:07:00Z", "transaction_amount_usd": 17.27 }, { "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": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 2847.4, "financial_exposure_usd": 3457.38, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105470", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-04T19:10:00Z", "trace_id": "065849ea-43c6-b1db-5463-d59f7ee44aa6" }
{ "account_age_days": 93, "account_id": "ACCT-DE5619FC535A", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.136 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 850, "timestamp": "2026-01-04T19:10:00Z", "transaction_amount_usd": 2612127.69 }, { "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": 0.83, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4461757.7, "financial_exposure_usd": 6711029.66, "recoverable_pct": 0.883 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108728", "label": "benign", "label_confidence": 0.453, "severity": "medium", "timestamp": "2026-01-07T01:28:00Z", "trace_id": "4b70b570-4d92-1284-1b1e-6a68abcd414f" }
{ "account_age_days": 1769, "account_id": "ACCT-FE54766AD33A", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.782 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 917, "timestamp": "2026-01-07T01:28:00Z", "transaction_amount_usd": 6441.05 }, { "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": 0.698, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1928.22, "financial_exposure_usd": 2579.85, "recoverable_pct": 0.412 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101440", "label": "fraudulent", "label_confidence": 0.964, "severity": "medium", "timestamp": "2026-01-02T00:00:00Z", "trace_id": "4485d04d-042d-295f-7af9-3f09cf79da48" }
{ "account_age_days": 1560, "account_id": "ACCT-E764850076D6", "baseline_risk_score": 0.458, "kyc_tier": "tier_3", "session_entropy": 0.503 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 514, "timestamp": "2026-01-02T00:00:00Z", "transaction_amount_usd": 52456.02 }, { "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": 0.849, "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": 467366.34, "financial_exposure_usd": 910393.18, "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-107600", "label": "benign", "label_confidence": 0.648, "severity": "low", "timestamp": "2026-01-06T06:40:00Z", "trace_id": "643a0ef1-5321-3c36-9014-a57bda3f0af5" }
{ "account_age_days": 1530, "account_id": "ACCT-6C4A8717E8C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 125, "timestamp": "2026-01-05T21:29:00Z", "transaction_amount_usd": 4.33 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "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": 2627.35, "financial_exposure_usd": 3385.9, "recoverable_pct": 0.99 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105405", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-04T18:05:00Z", "trace_id": "8c24fbc6-1d16-2bb9-2cc4-3ba8a7194309" }
{ "account_age_days": 1650, "account_id": "ACCT-E9E377926147", "baseline_risk_score": 0.216, "kyc_tier": "tier_3", "session_entropy": 0.222 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 421, "timestamp": "2026-01-04T18:05:00Z", "transaction_amount_usd": 2865738.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.711, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2943055.65, "financial_exposure_usd": 4123069.22, "recoverable_pct": 0.627 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104003", "label": "fraudulent", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-03T18:43:00Z", "trace_id": "93d35fd4-65a4-2f25-b607-d88ff05031ff" }
{ "account_age_days": 707, "account_id": "ACCT-9EF02032C685", "baseline_risk_score": 0.282, "kyc_tier": "tier_3", "session_entropy": 0.94 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 514, "timestamp": "2026-01-03T18:43:00Z", "transaction_amount_usd": 2761236.83 }, { "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": 0.94, "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 p...
{ "customer_funds_at_risk_usd": 2432603.31, "financial_exposure_usd": 5240763.6, "recoverable_pct": 0.789 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101678", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-02T03:58:00Z", "trace_id": "d88e688c-77e0-5ee8-5e06-2ec107e6017b" }
{ "account_age_days": 1821, "account_id": "ACCT-A7FDE5466E1E", "baseline_risk_score": 0.561, "kyc_tier": "tier_2", "session_entropy": 0.176 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 338, "timestamp": "2026-01-02T03:58:00Z", "transaction_amount_usd": 60295.35 }, { "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": 0.549, "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": 671054.09, "financial_exposure_usd": 970898.08, "recoverable_pct": 0.755 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102632", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-02T19:52:00Z", "trace_id": "b522ce3f-d92c-51bf-e40b-882ef57c5eb7" }
{ "account_age_days": 1172, "account_id": "ACCT-1A7AE54CF349", "baseline_risk_score": 0.437, "kyc_tier": "tier_3", "session_entropy": 0.208 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 247, "timestamp": "2026-01-02T18:52:00Z", "transaction_amount_usd": 17.69 }, { "asset": "GBP", "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": 0.576, "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": 469028.11, "financial_exposure_usd": 661310.37, "recoverable_pct": 0.704 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100027", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-01T00:27:00Z", "trace_id": "6b0ae0e3-9d89-6047-dd39-d7936257a4a2" }
{ "account_age_days": 82, "account_id": "ACCT-80051B1066C1", "baseline_risk_score": 0.396, "kyc_tier": "tier_1", "session_entropy": 0.134 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 468, "timestamp": "2026-01-01T00:27:00Z", "transaction_amount_usd": 108326.14 }, { "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": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 398656.91, "financial_exposure_usd": 814642.23, "recoverable_pct": 0.759 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103279", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-03T06:39:00Z", "trace_id": "f2b973d1-1fad-6075-f768-7f27ff8b3b0a" }
{ "account_age_days": 1185, "account_id": "ACCT-705B75F3DB11", "baseline_risk_score": 0.619, "kyc_tier": "tier_1", "session_entropy": 0.622 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 700, "timestamp": "2026-01-03T06:39:00Z", "transaction_amount_usd": 100171.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.603, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 667099.78, "financial_exposure_usd": 920313.32, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103220", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-03T05:40:00Z", "trace_id": "a9c518dd-3666-49bc-2ec3-a2db28b1631c" }
{ "account_age_days": 1303, "account_id": "ACCT-A428BEBD88D8", "baseline_risk_score": 0.324, "kyc_tier": "tier_3", "session_entropy": 0.399 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1137, "timestamp": "2026-01-03T05:40:00Z", "transaction_amount_usd": 54438.25 }, { "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": 0.643, "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": 257245.82, "financial_exposure_usd": 565355.99, "recoverable_pct": 0.363 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109691", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-07T17:31:00Z", "trace_id": "e9d0a54f-bdad-1425-a052-83cb6dbf65a4" }
{ "account_age_days": 1863, "account_id": "ACCT-C5C9C83D00C5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.583 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1151, "timestamp": "2026-01-07T17:31:00Z", "transaction_amount_usd": 2132.44 }, { "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": 0.774, "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": 285.26, "financial_exposure_usd": 353.3, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108428", "label": "benign", "label_confidence": 0.451, "severity": "low", "timestamp": "2026-01-06T20:28:00Z", "trace_id": "ba4f3c99-5008-5299-fc4f-1aaa65186306" }
{ "account_age_days": 1073, "account_id": "ACCT-3EDE17F051D9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.749 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 180, "timestamp": "2026-01-06T20:28:00Z", "transaction_amount_usd": 8493.44 }, { "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": 0.656, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4285.94, "financial_exposure_usd": 7082.41, "recoverable_pct": 0.405 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103098", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T03:38:00Z", "trace_id": "6256bb2d-0a1a-0d7b-2b9c-253a4eca61bd" }
{ "account_age_days": 918, "account_id": "ACCT-ACB44F2D5C8C", "baseline_risk_score": 0.556, "kyc_tier": "tier_3", "session_entropy": 0.115 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1006, "timestamp": "2026-01-03T03:38:00Z", "transaction_amount_usd": 118149.6 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.946, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "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": 686230.26, "financial_exposure_usd": 759419.95, "recoverable_pct": 0.055 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102001", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-02T09:21:00Z", "trace_id": "8b82b993-2a90-dec0-5bd7-abaa058d8d26" }
{ "account_age_days": 987, "account_id": "ACCT-82B152BD6FED", "baseline_risk_score": 0.486, "kyc_tier": "tier_1", "session_entropy": 0.653 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 103, "timestamp": "2026-01-02T00:08:00Z", "transaction_amount_usd": 16.65 }, { "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": 0.671, "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": 841186.45, "financial_exposure_usd": 905364.12, "recoverable_pct": 0.207 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101322", "label": "fraudulent", "label_confidence": 0.903, "severity": "critical", "timestamp": "2026-01-01T22:02:00Z", "trace_id": "5d5d9f13-5202-f2fc-794d-404f835410a0" }
{ "account_age_days": 1862, "account_id": "ACCT-117581D1C711", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.323 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 356, "timestamp": "2026-01-01T09:57:00Z", "transaction_amount_usd": 15.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.86, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 199977.54, "financial_exposure_usd": 211964.79, "recoverable_pct": 0.552 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103045", "label": "fraudulent", "label_confidence": 0.764, "severity": "low", "timestamp": "2026-01-03T02:45:00Z", "trace_id": "7330c6d7-b6c9-6858-3fe1-d3517e9d4296" }
{ "account_age_days": 1635, "account_id": "ACCT-FE4D976C9E64", "baseline_risk_score": 0.506, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 605, "timestamp": "2026-01-03T02:45:00Z", "transaction_amount_usd": 14442.54 }, { "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": 0.944, "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": 871697.5, "financial_exposure_usd": 988009.66, "recoverable_pct": 0.16 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106451", "label": "fraudulent", "label_confidence": 0.698, "severity": "critical", "timestamp": "2026-01-05T11:31:00Z", "trace_id": "900b5717-e191-b42d-fbed-c7297ff8b92f" }
{ "account_age_days": 405, "account_id": "ACCT-0057F0E41BFF", "baseline_risk_score": 0.24, "kyc_tier": "tier_3", "session_entropy": 0.228 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 134, "timestamp": "2026-01-05T09:30:00Z", "transaction_amount_usd": 19.24 }, { "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": 0.787, "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": 2085373.05, "financial_exposure_usd": 4401754.38, "recoverable_pct": 0.739 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108818", "label": "benign", "label_confidence": 0.57, "severity": "low", "timestamp": "2026-01-07T02:58:00Z", "trace_id": "e906e150-f59d-3bf8-fcac-ec68afbce2ab" }
{ "account_age_days": 476, "account_id": "ACCT-CEE88202330C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.406 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 174, "timestamp": "2026-01-06T19:56:00Z", "transaction_amount_usd": 16.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.546, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 659.46, "financial_exposure_usd": 777.63, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }