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-106986", "label": "benign", "label_confidence": 0.546, "severity": "low", "timestamp": "2026-01-05T20:26:00Z", "trace_id": "68ed359c-6e93-4833-0fb6-02321ee30108" }
{ "account_age_days": 523, "account_id": "ACCT-892B0622D12E", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.208 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 324, "timestamp": "2026-01-05T17:39:00Z", "transaction_amount_usd": 20.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1828.1, "financial_exposure_usd": 3472.71, "recoverable_pct": 0.51 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107060", "label": "benign", "label_confidence": 0.565, "severity": "low", "timestamp": "2026-01-05T21:40:00Z", "trace_id": "af119521-6313-0342-533e-62c239bb979a" }
{ "account_age_days": 1259, "account_id": "ACCT-1B87EF6AEA84", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.543 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1061, "timestamp": "2026-01-05T21:40:00Z", "transaction_amount_usd": 5136.65 }, { "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": 0.706, "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": 906.7, "financial_exposure_usd": 1717.36, "recoverable_pct": 0.684 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106944", "label": "benign", "label_confidence": 0.607, "severity": "low", "timestamp": "2026-01-05T19:44:00Z", "trace_id": "752b5e83-65e8-4ebf-5360-e52f989c53d0" }
{ "account_age_days": 1995, "account_id": "ACCT-479CD786E3E1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.351 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 841, "timestamp": "2026-01-05T19:44:00Z", "transaction_amount_usd": 2316.16 }, { "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": 0.713, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2078.87, "financial_exposure_usd": 3136.33, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107896", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-06T11:36:00Z", "trace_id": "e0b1a14d-e950-f601-0fe3-a3da5c5ae8cf" }
{ "account_age_days": 286, "account_id": "ACCT-334298B0383B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.941 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 422, "timestamp": "2026-01-06T11:36:00Z", "transaction_amount_usd": 4146.44 }, { "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4617.52, "financial_exposure_usd": 5543.09, "recoverable_pct": 0.508 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107850", "label": "benign", "label_confidence": 0.624, "severity": "low", "timestamp": "2026-01-06T10:50:00Z", "trace_id": "8490e002-329f-3b1c-2df4-0e760f247737" }
{ "account_age_days": 1221, "account_id": "ACCT-F324D3E9DDD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.127 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 955, "timestamp": "2026-01-06T10:50:00Z", "transaction_amount_usd": 12914.77 }, { "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": 0.476, "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": 661.69, "financial_exposure_usd": 1189.92, "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-100101", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-01T01:41:00Z", "trace_id": "11776f21-d48f-5ba3-0d87-bc72bce05a63" }
{ "account_age_days": 585, "account_id": "ACCT-AD2E4DB89DEF", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.4 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 700, "timestamp": "2026-01-01T01:41:00Z", "transaction_amount_usd": 116662.67 }, { "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": 0.367, "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": 332689.34, "financial_exposure_usd": 697580.63, "recoverable_pct": 0.311 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100557", "label": "fraudulent", "label_confidence": 0.956, "severity": "medium", "timestamp": "2026-01-01T09:17:00Z", "trace_id": "7142aa48-6eab-e256-2b56-43acc106f517" }
{ "account_age_days": 933, "account_id": "ACCT-29D5EE57E71B", "baseline_risk_score": 0.381, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1069, "timestamp": "2026-01-01T09:17:00Z", "transaction_amount_usd": 20890.53 }, { "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": 0.939, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 450087.99, "financial_exposure_usd": 469865.37, "recoverable_pct": 0.117 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106714", "label": "benign", "label_confidence": 0.569, "severity": "critical", "timestamp": "2026-01-05T15:54:00Z", "trace_id": "686c3958-f431-fedd-7003-e7d9e724677e" }
{ "account_age_days": 413, "account_id": "ACCT-A4057D09A32C", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.16 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1185, "timestamp": "2026-01-05T15:54:00Z", "transaction_amount_usd": 11821.81 }, { "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": 0.694, "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": 1181.07, "financial_exposure_usd": 2186.53, "recoverable_pct": 0.421 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103401", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-03T08:41:00Z", "trace_id": "603eaba6-4368-baa6-a4e0-229bc5130254" }
{ "account_age_days": 501, "account_id": "ACCT-C22105AB0D2C", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.562 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 260, "timestamp": "2026-01-02T23:39:00Z", "transaction_amount_usd": 19.46 }, { "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": 0.893, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3549791.75, "financial_exposure_usd": 4817114.98, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108652", "label": "benign", "label_confidence": 0.514, "severity": "low", "timestamp": "2026-01-07T00:12:00Z", "trace_id": "e156aaa0-9080-b642-91b2-545f37b1e347" }
{ "account_age_days": 780, "account_id": "ACCT-8C06F32FD407", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.842 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 363, "timestamp": "2026-01-06T13:39:00Z", "transaction_amount_usd": 18.32 }, { "asset": "EUR", "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 163.61, "financial_exposure_usd": 258.35, "recoverable_pct": 0.64 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109196", "label": "benign", "label_confidence": 0.584, "severity": "high", "timestamp": "2026-01-07T09:16:00Z", "trace_id": "cec2d82e-3321-f9b5-cd3c-83172477f07c" }
{ "account_age_days": 1640, "account_id": "ACCT-F7EDECF31AAD", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.934 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 819, "timestamp": "2026-01-07T09:16:00Z", "transaction_amount_usd": 3452.29 }, { "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": 0.624, "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": 1770.81, "financial_exposure_usd": 1902.1, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100615", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-01T10:15:00Z", "trace_id": "7887343f-2806-d3e5-7048-34f20363f8ee" }
{ "account_age_days": 1566, "account_id": "ACCT-A56B3436706B", "baseline_risk_score": 0.382, "kyc_tier": "tier_1", "session_entropy": 0.526 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 396, "timestamp": "2026-01-01T08:05:00Z", "transaction_amount_usd": 17.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.465, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 549218.3, "financial_exposure_usd": 1158528.54, "recoverable_pct": 0.606 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106736", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-05T16:16:00Z", "trace_id": "27155a19-6460-9f89-1336-e2ad0c4278a6" }
{ "account_age_days": 1812, "account_id": "ACCT-D998BBAEEB0D", "baseline_risk_score": 0.102, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 263, "timestamp": "2026-01-05T16:16:00Z", "transaction_amount_usd": 3507.14 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1760.38, "financial_exposure_usd": 4046.15, "recoverable_pct": 0.574 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109340", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-07T11:40:00Z", "trace_id": "057d32cd-5d13-ded0-96df-27efb2b053f2" }
{ "account_age_days": 1092, "account_id": "ACCT-54275A86B693", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 120, "timestamp": "2026-01-07T10:35:00Z", "transaction_amount_usd": 21.14 }, { "asset": "BTC", "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": 0.709, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 295.41, "financial_exposure_usd": 654.02, "recoverable_pct": 0.563 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108716", "label": "benign", "label_confidence": 0.638, "severity": "low", "timestamp": "2026-01-07T01:16:00Z", "trace_id": "543cf759-f26f-a936-c8dd-c636a2973bc8" }
{ "account_age_days": 1743, "account_id": "ACCT-94518FCD6AF0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1040, "timestamp": "2026-01-07T01:16:00Z", "transaction_amount_usd": 2212.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.466, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 797.22, "financial_exposure_usd": 1114.86, "recoverable_pct": 0.973 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106694", "label": "benign", "label_confidence": 0.45, "severity": "low", "timestamp": "2026-01-05T15:34:00Z", "trace_id": "fe69785b-f8d4-fc7a-f44a-846fed6f7c40" }
{ "account_age_days": 413, "account_id": "ACCT-3AABC7A2A6D2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 671, "timestamp": "2026-01-05T15:34:00Z", "transaction_amount_usd": 5810.39 }, { "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": 0.787, "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": 4882.68, "financial_exposure_usd": 8575.69, "recoverable_pct": 0.916 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106415", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-05T10:55:00Z", "trace_id": "b7d670f2-5f7d-da96-9f48-f4963c77a352" }
{ "account_age_days": 226, "account_id": "ACCT-69CB6B6A9981", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.438 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 90, "timestamp": "2026-01-05T04:53:00Z", "transaction_amount_usd": 1.42 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.82, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4570289.33, "financial_exposure_usd": 5755917.51, "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-105451", "label": "fraudulent", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-04T18:51:00Z", "trace_id": "1a9a5c1b-dd30-601c-afb5-1ca3cb318b59" }
{ "account_age_days": 1675, "account_id": "ACCT-7B84D5B7C880", "baseline_risk_score": 0.057, "kyc_tier": "tier_3", "session_entropy": 0.134 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1066, "timestamp": "2026-01-04T18:51:00Z", "transaction_amount_usd": 264832.93 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.878, "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": 2305291.86, "financial_exposure_usd": 2869220.24, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108230", "label": "benign", "label_confidence": 0.55, "severity": "medium", "timestamp": "2026-01-06T17:10:00Z", "trace_id": "3df2952f-b679-70b3-629f-e7e06d25ad02" }
{ "account_age_days": 723, "account_id": "ACCT-AFCE2A346A22", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.591 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 215, "timestamp": "2026-01-06T17:10:00Z", "transaction_amount_usd": 621.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.691, "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": 3337.84, "financial_exposure_usd": 5124.23, "recoverable_pct": 0.669 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100227", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-01T03:47:00Z", "trace_id": "c979a0e1-7b8f-e7cf-ba2c-43ec43f84fcf" }
{ "account_age_days": 138, "account_id": "ACCT-F2D058CA7B2E", "baseline_risk_score": 0.382, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 255, "timestamp": "2026-01-01T02:13:00Z", "transaction_amount_usd": 2 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.611, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 241441.62, "financial_exposure_usd": 490308.91, "recoverable_pct": 0.402 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101280", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T21:20:00Z", "trace_id": "e2d5bb74-f248-d910-63ef-e056cff801df" }
{ "account_age_days": 1620, "account_id": "ACCT-D10D643CE26D", "baseline_risk_score": 0.621, "kyc_tier": "tier_2", "session_entropy": 0.463 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 488, "timestamp": "2026-01-01T21:20:00Z", "transaction_amount_usd": 75717.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 154491.9, "financial_exposure_usd": 278788.33, "recoverable_pct": 0.387 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105061", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-04T12:21:00Z", "trace_id": "184c51bf-f5f6-6452-dd26-fdaeabe3190e" }
{ "account_age_days": 1846, "account_id": "ACCT-1EFE327DECE5", "baseline_risk_score": 0.078, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 571, "timestamp": "2026-01-04T12:21:00Z", "transaction_amount_usd": 1336474.34 }, { "asset": "GBP", "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": 0.638, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3676813.05, "financial_exposure_usd": 8453385.61, "recoverable_pct": 0.554 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105553", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-04T20:33:00Z", "trace_id": "0526d239-33ac-9e05-a7a8-f39dfb81b1b6" }
{ "account_age_days": 442, "account_id": "ACCT-2217D94E82E8", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 835, "timestamp": "2026-01-04T20:33:00Z", "transaction_amount_usd": 546163.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.84, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3724717.61, "financial_exposure_usd": 4873749.28, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106328", "label": "fraudulent", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-05T09:28:00Z", "trace_id": "5c2ae412-6254-f435-1fdd-105805601891" }
{ "account_age_days": 1080, "account_id": "ACCT-27632E48222F", "baseline_risk_score": 0.376, "kyc_tier": "tier_3", "session_entropy": 0.467 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 397, "timestamp": "2026-01-05T07:31:00Z", "transaction_amount_usd": 19.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.841, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 771889.68, "financial_exposure_usd": 1866358, "recoverable_pct": 0.468 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108826", "label": "benign", "label_confidence": 0.652, "severity": "high", "timestamp": "2026-01-07T03:06:00Z", "trace_id": "6ba9c2e9-18d2-c4ec-2f6e-18729609bbc3" }
{ "account_age_days": 1803, "account_id": "ACCT-5536A82D1645", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.422 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 125, "timestamp": "2026-01-07T03:06:00Z", "transaction_amount_usd": 14623.25 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1235.97, "financial_exposure_usd": 1769.59, "recoverable_pct": 0.97 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104524", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-04T03:24:00Z", "trace_id": "9668eb82-3e67-ddc1-1cc0-56acaf712faa" }
{ "account_age_days": 1639, "account_id": "ACCT-E6CE3C4F80B7", "baseline_risk_score": 0.282, "kyc_tier": "tier_3", "session_entropy": 0.603 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1191, "timestamp": "2026-01-04T03:24:00Z", "transaction_amount_usd": 1687807.95 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.522, "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": 3932928.91, "financial_exposure_usd": 5327734.35, "recoverable_pct": 0.933 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107831", "label": "benign", "label_confidence": 0.638, "severity": "low", "timestamp": "2026-01-06T10:31:00Z", "trace_id": "05e290de-484b-aa7f-c40f-74781e9ceb9f" }
{ "account_age_days": 1074, "account_id": "ACCT-CA19C879C724", "baseline_risk_score": 0.108, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 706, "timestamp": "2026-01-06T10:31:00Z", "transaction_amount_usd": 6953.53 }, { "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": 0.571, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 20.4, "financial_exposure_usd": 43.26, "recoverable_pct": 0.629 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103970", "label": "fraudulent", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-03T18:10:00Z", "trace_id": "f66c18df-2bb7-85cf-dfde-2f2caa7e8dce" }
{ "account_age_days": 1066, "account_id": "ACCT-F7719F394AB6", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.938 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 621, "timestamp": "2026-01-03T18:10:00Z", "transaction_amount_usd": 899472.12 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.477, "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": 2691379.01, "financial_exposure_usd": 5349107.84, "recoverable_pct": 0.575 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102406", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-02T16:06:00Z", "trace_id": "5af954ff-edd4-9d1b-0a6d-8950bd5b9854" }
{ "account_age_days": 838, "account_id": "ACCT-86CF8E84C439", "baseline_risk_score": 0.46, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 232, "timestamp": "2026-01-02T06:04:00Z", "transaction_amount_usd": 6.63 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.665, "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": 441712.99, "financial_exposure_usd": 994810.61, "recoverable_pct": 0.359 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104100", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-03T20:20:00Z", "trace_id": "6371741b-7a7a-714d-67b0-a6eeede51707" }
{ "account_age_days": 682, "account_id": "ACCT-423DED6B461E", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 361, "timestamp": "2026-01-03T14:57:00Z", "transaction_amount_usd": 10.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.8, "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 post...
{ "customer_funds_at_risk_usd": 4687777.11, "financial_exposure_usd": 5250858.37, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100574", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-01T09:34:00Z", "trace_id": "53f835cb-12e6-fb9d-b689-ec1ae82ce1fc" }
{ "account_age_days": 1430, "account_id": "ACCT-F232EEFF2442", "baseline_risk_score": 0.538, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 205, "timestamp": "2026-01-01T06:49:00Z", "transaction_amount_usd": 6.71 }, { "asset": "USD", "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": 0.926, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 585162.77, "financial_exposure_usd": 928573.42, "recoverable_pct": 0.013 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100720", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-01T12:00:00Z", "trace_id": "8173e1c0-513d-5c96-dfab-137c6d5cd5d4" }
{ "account_age_days": 1268, "account_id": "ACCT-CC43AE7A99D6", "baseline_risk_score": 0.331, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 943, "timestamp": "2026-01-01T12:00:00Z", "transaction_amount_usd": 81481.99 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 226719.74, "financial_exposure_usd": 319399.38, "recoverable_pct": 0.802 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106218", "label": "fraudulent", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-05T07:38:00Z", "trace_id": "bb53393b-f9d1-a170-f133-d0289ac78b2b" }
{ "account_age_days": 586, "account_id": "ACCT-D741D4113C12", "baseline_risk_score": 0.41, "kyc_tier": "tier_2", "session_entropy": 0.877 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 233, "timestamp": "2026-01-04T21:33:00Z", "transaction_amount_usd": 8.52 }, { "asset": "EUR", "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": 0.832, "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": 4469245.59, "financial_exposure_usd": 7309674.75, "recoverable_pct": 0.691 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107038", "label": "benign", "label_confidence": 0.585, "severity": "high", "timestamp": "2026-01-05T21:18:00Z", "trace_id": "8bd4d5fb-c028-9cd7-4a30-b285f73afdca" }
{ "account_age_days": 187, "account_id": "ACCT-6F365545971A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.384 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 300, "timestamp": "2026-01-05T11:08:00Z", "transaction_amount_usd": 3.71 }, { "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": 0.681, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 439.08, "financial_exposure_usd": 764.12, "recoverable_pct": 0.831 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100280", "label": "fraudulent", "label_confidence": 0.904, "severity": "critical", "timestamp": "2026-01-01T04:40:00Z", "trace_id": "89887d52-7599-d475-1b13-9a48492eb70c" }
{ "account_age_days": 292, "account_id": "ACCT-022B2E42CC1E", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.852 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 192, "timestamp": "2025-12-31T23:50:00Z", "transaction_amount_usd": 23.68 }, { "asset": "BTC", "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": 0.562, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 497873.17, "financial_exposure_usd": 1114701.47, "recoverable_pct": 0.393 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100258", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-01T04:18:00Z", "trace_id": "baad0da4-65aa-6c06-5d43-3dc2cb115be6" }
{ "account_age_days": 1689, "account_id": "ACCT-315EB39F82E9", "baseline_risk_score": 0.33, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1081, "timestamp": "2026-01-01T04:18:00Z", "transaction_amount_usd": 21205.33 }, { "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": 0.696, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 476159.79, "financial_exposure_usd": 1059100.9, "recoverable_pct": 0.584 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104306", "label": "fraudulent", "label_confidence": 0.883, "severity": "medium", "timestamp": "2026-01-03T23:46:00Z", "trace_id": "9fbabf73-68a0-f6ab-3b84-fc5862b0f53f" }
{ "account_age_days": 1275, "account_id": "ACCT-07F3FFF16763", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.698 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 162, "timestamp": "2026-01-03T17:11:00Z", "transaction_amount_usd": 13.87 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.45, "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 AN...
{ "customer_funds_at_risk_usd": 4815000.96, "financial_exposure_usd": 5132964.5, "recoverable_pct": 0.93 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105664", "label": "fraudulent", "label_confidence": 0.872, "severity": "high", "timestamp": "2026-01-04T22:24:00Z", "trace_id": "cdb77c4c-a992-4099-d08c-bdf5bb7bb429" }
{ "account_age_days": 639, "account_id": "ACCT-04F50374248D", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1172, "timestamp": "2026-01-04T22:24:00Z", "transaction_amount_usd": 875046.32 }, { "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": 0.936, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1398256.7, "financial_exposure_usd": 1456431.23, "recoverable_pct": 0.827 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107210", "label": "benign", "label_confidence": 0.583, "severity": "high", "timestamp": "2026-01-06T00:10:00Z", "trace_id": "50e41143-d160-aa45-dbca-268fb61dc93b" }
{ "account_age_days": 577, "account_id": "ACCT-B439AFD22D4D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.599 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 767, "timestamp": "2026-01-06T00:10:00Z", "transaction_amount_usd": 8083.31 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.694, "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": 217.62, "financial_exposure_usd": 503.75, "recoverable_pct": 0.661 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100261", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-01T04:21:00Z", "trace_id": "ea0970c6-907e-5f2d-7f13-387af4e30570" }
{ "account_age_days": 839, "account_id": "ACCT-320B5AB7159D", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.532 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 986, "timestamp": "2026-01-01T04:21:00Z", "transaction_amount_usd": 51071.1 }, { "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": 0.498, "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": 1075587.49, "financial_exposure_usd": 1299689.35, "recoverable_pct": 0.282 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104072", "label": "fraudulent", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-03T19:52:00Z", "trace_id": "489deb3c-fd53-b95a-a52e-34815e77f7cb" }
{ "account_age_days": 775, "account_id": "ACCT-2FA7C41AF544", "baseline_risk_score": 0.207, "kyc_tier": "tier_2", "session_entropy": 0.401 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 166, "timestamp": "2026-01-03T19:52:00Z", "transaction_amount_usd": 362756.38 }, { "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": 0.778, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 7662029.57, "financial_exposure_usd": 7722973.57, "recoverable_pct": 0.571 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101407", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-01T23:27:00Z", "trace_id": "c660633a-25ce-7677-dd7b-aabe1eb3e57d" }
{ "account_age_days": 541, "account_id": "ACCT-DE76608D32B9", "baseline_risk_score": 0.361, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 262, "timestamp": "2026-01-01T13:45:00Z", "transaction_amount_usd": 3.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 242581.35, "financial_exposure_usd": 446774.47, "recoverable_pct": 0.021 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103239", "label": "fraudulent", "label_confidence": 0.977, "severity": "high", "timestamp": "2026-01-03T05:59:00Z", "trace_id": "6bb69cbc-087d-c567-a9b9-5240591eeb13" }
{ "account_age_days": 1920, "account_id": "ACCT-7FA1F595947F", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.45 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 216, "timestamp": "2026-01-03T05:59:00Z", "transaction_amount_usd": 77207.86 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.566, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 235282.4, "financial_exposure_usd": 405431.79, "recoverable_pct": 0.376 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109805", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-07T19:25:00Z", "trace_id": "55f7a042-24df-cff8-f5f9-b528aa3eb65a" }
{ "account_age_days": 1856, "account_id": "ACCT-82B152C20366", "baseline_risk_score": 0.08, "kyc_tier": "tier_2", "session_entropy": 0.756 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 152, "timestamp": "2026-01-07T19:25:00Z", "transaction_amount_usd": 13104.44 }, { "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": 0.477, "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": 3941.67, "financial_exposure_usd": 6335.88, "recoverable_pct": 0.694 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107757", "label": "benign", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-06T09:17:00Z", "trace_id": "3bf9ca62-e923-a3f7-d3ba-2ae57940f9da" }
{ "account_age_days": 818, "account_id": "ACCT-AAFE2D58F345", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 667, "timestamp": "2026-01-06T09:17:00Z", "transaction_amount_usd": 10762.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.723, "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": 705.47, "financial_exposure_usd": 1725.7, "recoverable_pct": 0.804 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108426", "label": "benign", "label_confidence": 0.482, "severity": "high", "timestamp": "2026-01-06T20:26:00Z", "trace_id": "6a8c5086-d808-7812-4516-238ecd3eb9f1" }
{ "account_age_days": 1000, "account_id": "ACCT-4A18F62DEDD0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.71 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 620, "timestamp": "2026-01-06T20:26:00Z", "transaction_amount_usd": 3506.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1202.19, "financial_exposure_usd": 1299.96, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109017", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-07T06:17:00Z", "trace_id": "3bf3ab88-8f01-02ae-1f1f-dab16568dbab" }
{ "account_age_days": 742, "account_id": "ACCT-E1D08E57A174", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 202, "timestamp": "2026-01-07T00:29:00Z", "transaction_amount_usd": 18.6 }, { "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": 0.633, "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": 1099.29, "financial_exposure_usd": 2248.96, "recoverable_pct": 0.523 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107956", "label": "benign", "label_confidence": 0.584, "severity": "medium", "timestamp": "2026-01-06T12:36:00Z", "trace_id": "7db361be-5ce9-66f8-d8bf-55f9fae9bb74" }
{ "account_age_days": 1130, "account_id": "ACCT-7F07E7BADE81", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.722 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 989, "timestamp": "2026-01-06T12:36:00Z", "transaction_amount_usd": 4053.87 }, { "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": 0.494, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4476.42, "financial_exposure_usd": 5121.28, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109779", "label": "benign", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-07T18:59:00Z", "trace_id": "64900914-5eba-4418-22b2-6bd00fb851d5" }
{ "account_age_days": 1695, "account_id": "ACCT-F33DC3AE9EB8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.725 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 857, "timestamp": "2026-01-07T18:59:00Z", "transaction_amount_usd": 7542.61 }, { "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 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": 2002.25, "financial_exposure_usd": 2344.14, "recoverable_pct": 0.71 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102378", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-02T15:38:00Z", "trace_id": "30ed55da-04a4-6985-f31c-66ce9ff4a2ab" }
{ "account_age_days": 1926, "account_id": "ACCT-633D8995422A", "baseline_risk_score": 0.545, "kyc_tier": "tier_1", "session_entropy": 0.642 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 163, "timestamp": "2026-01-02T15:38:00Z", "transaction_amount_usd": 115972.18 }, { "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": 0.447, "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": 342637, "financial_exposure_usd": 496124.67, "recoverable_pct": 0.279 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101449", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-02T00:09:00Z", "trace_id": "8ebc421d-3a3b-2c42-356e-f7d8cfc147e7" }
{ "account_age_days": 169, "account_id": "ACCT-84068FD025B1", "baseline_risk_score": 0.576, "kyc_tier": "tier_2", "session_entropy": 0.157 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1148, "timestamp": "2026-01-02T00:09:00Z", "transaction_amount_usd": 85119.52 }, { "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": 0.753, "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": 600215.84, "financial_exposure_usd": 1015898.73, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104683", "label": "fraudulent", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-04T06:03:00Z", "trace_id": "953c413d-a501-4494-c1e6-6564cf28f88c" }
{ "account_age_days": 961, "account_id": "ACCT-81BB449E925D", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.856 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 313, "timestamp": "2026-01-03T19:44:00Z", "transaction_amount_usd": 24.23 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.916, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4450171.63, "financial_exposure_usd": 6662606.11, "recoverable_pct": 0.624 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101354", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-01T22:34:00Z", "trace_id": "8b4e251a-7614-d621-12dd-add7d5d62690" }
{ "account_age_days": 237, "account_id": "ACCT-B2D37AB6BDA2", "baseline_risk_score": 0.557, "kyc_tier": "tier_3", "session_entropy": 0.286 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 751, "timestamp": "2026-01-01T22:34:00Z", "transaction_amount_usd": 59081.48 }, { "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": 0.944, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 624731.08, "financial_exposure_usd": 739052.33, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105382", "label": "fraudulent", "label_confidence": 0.649, "severity": "medium", "timestamp": "2026-01-04T17:42:00Z", "trace_id": "9c8671f6-134f-edc1-afb7-af0eb1b1752f" }
{ "account_age_days": 1536, "account_id": "ACCT-1472B0A9F13E", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.708 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 757, "timestamp": "2026-01-04T17:42:00Z", "transaction_amount_usd": 1098992.95 }, { "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": 0.848, "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": 4453527.74, "financial_exposure_usd": 5392777.4, "recoverable_pct": 0.416 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109188", "label": "benign", "label_confidence": 0.564, "severity": "critical", "timestamp": "2026-01-07T09:08:00Z", "trace_id": "631d4138-646d-0701-ed2d-b715acfa7d00" }
{ "account_age_days": 185, "account_id": "ACCT-CF78E4BBD987", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.85 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 668, "timestamp": "2026-01-07T09:08:00Z", "transaction_amount_usd": 12371.04 }, { "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": 0.545, "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": 2417.01, "financial_exposure_usd": 2601.55, "recoverable_pct": 0.921 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108305", "label": "benign", "label_confidence": 0.547, "severity": "high", "timestamp": "2026-01-06T18:25:00Z", "trace_id": "2782c697-25ae-14d0-ebb6-c9dd342472d2" }
{ "account_age_days": 1293, "account_id": "ACCT-D19F52C48A04", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 916, "timestamp": "2026-01-06T18:25:00Z", "transaction_amount_usd": 7455.4 }, { "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": 0.52, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 988.12, "financial_exposure_usd": 1987.02, "recoverable_pct": 0.662 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106010", "label": "fraudulent", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-05T04:10:00Z", "trace_id": "8f6dcb08-294c-baa4-000e-754ba927f0e0" }
{ "account_age_days": 899, "account_id": "ACCT-E236930B020C", "baseline_risk_score": 0.307, "kyc_tier": "tier_2", "session_entropy": 0.398 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 348, "timestamp": "2026-01-05T04:10:00Z", "transaction_amount_usd": 2997721.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.615, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4488583.34, "financial_exposure_usd": 4932877.82, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100617", "label": "fraudulent", "label_confidence": 0.795, "severity": "low", "timestamp": "2026-01-01T10:17:00Z", "trace_id": "1ad1e843-563e-787c-f58e-20c9ec731eed" }
{ "account_age_days": 1956, "account_id": "ACCT-0290220B9E7E", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.612 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 283, "timestamp": "2026-01-01T10:17:00Z", "transaction_amount_usd": 119179.03 }, { "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": 0.898, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "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": 901081.75, "financial_exposure_usd": 993133.93, "recoverable_pct": 0.628 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101347", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-01T22:27:00Z", "trace_id": "49107ff5-556a-5bea-5df8-f271c4e15ffe" }
{ "account_age_days": 1316, "account_id": "ACCT-4789BC507734", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.103 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 90, "timestamp": "2026-01-01T19:47:00Z", "transaction_amount_usd": 7.73 }, { "asset": "USDC", "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": 0.944, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 513478.51, "financial_exposure_usd": 817872.81, "recoverable_pct": 0.108 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101628", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-02T03:08:00Z", "trace_id": "9a7cf983-06bb-07b5-315c-d7334333d4bc" }
{ "account_age_days": 123, "account_id": "ACCT-A07123524970", "baseline_risk_score": 0.644, "kyc_tier": "tier_2", "session_entropy": 0.672 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 931, "timestamp": "2026-01-02T03:08:00Z", "transaction_amount_usd": 59873.07 }, { "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": 0.796, "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": 392734.15, "financial_exposure_usd": 688922.57, "recoverable_pct": 0.352 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107102", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-05T22:22:00Z", "trace_id": "9d8b6ef6-6e7e-cbdf-e566-c89c16f5cd0c" }
{ "account_age_days": 654, "account_id": "ACCT-D8472D742658", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.342 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1056, "timestamp": "2026-01-05T22:22:00Z", "transaction_amount_usd": 9595.83 }, { "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": 0.605, "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": 1974.01, "financial_exposure_usd": 2189.3, "recoverable_pct": 0.598 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101750", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-02T05:10:00Z", "trace_id": "e07ca34e-48ec-e0ce-3762-65e0da00681a" }
{ "account_age_days": 858, "account_id": "ACCT-E5C0A57E58F4", "baseline_risk_score": 0.562, "kyc_tier": "tier_2", "session_entropy": 0.214 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 742, "timestamp": "2026-01-02T05:10:00Z", "transaction_amount_usd": 82432.4 }, { "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": 0.677, "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": 705056.94, "financial_exposure_usd": 1066277.63, "recoverable_pct": 0.255 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103160", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-03T04:40:00Z", "trace_id": "85b30d9d-1dc5-84b5-dddb-a0bbeea38bc8" }
{ "account_age_days": 181, "account_id": "ACCT-6136A84C2382", "baseline_risk_score": 0.604, "kyc_tier": "tier_3", "session_entropy": 0.364 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 149, "timestamp": "2026-01-02T22:06:00Z", "transaction_amount_usd": 9.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.4, "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 HAVING...
{ "customer_funds_at_risk_usd": 774652.99, "financial_exposure_usd": 903848.26, "recoverable_pct": 0.52 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105411", "label": "fraudulent", "label_confidence": 0.885, "severity": "low", "timestamp": "2026-01-04T18:11:00Z", "trace_id": "a74a05dd-1b93-d349-c0e2-78a1a6fafb2b" }
{ "account_age_days": 699, "account_id": "ACCT-5D9EE47A3CD7", "baseline_risk_score": 0.43, "kyc_tier": "tier_3", "session_entropy": 0.365 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 296, "timestamp": "2026-01-04T07:19:00Z", "transaction_amount_usd": 1.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.811, "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": 4335481.92, "financial_exposure_usd": 5095006.96, "recoverable_pct": 0.631 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108447", "label": "benign", "label_confidence": 0.609, "severity": "low", "timestamp": "2026-01-06T20:47:00Z", "trace_id": "fee738e7-7a91-d4f9-d9d9-37aa80532fb6" }
{ "account_age_days": 1357, "account_id": "ACCT-BF7A7BB106D2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.383 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 237, "timestamp": "2026-01-06T18:54:00Z", "transaction_amount_usd": 1.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.559, "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": 5867.18, "financial_exposure_usd": 6123.47, "recoverable_pct": 0.639 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101625", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-02T03:05:00Z", "trace_id": "ecbe0c07-c4fd-bbfc-2e04-ab33458ce99f" }
{ "account_age_days": 1211, "account_id": "ACCT-714A3EC69C68", "baseline_risk_score": 0.482, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 399, "timestamp": "2026-01-02T03:05:00Z", "transaction_amount_usd": 10123.2 }, { "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": 0.429, "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": 312433.64, "financial_exposure_usd": 335797.95, "recoverable_pct": 0.341 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104420", "label": "fraudulent", "label_confidence": 0.831, "severity": "critical", "timestamp": "2026-01-04T01:40:00Z", "trace_id": "b472d2bc-83f3-94d1-9627-16c925c9ea78" }
{ "account_age_days": 149, "account_id": "ACCT-A8420A9F19BA", "baseline_risk_score": 0.243, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 319, "timestamp": "2026-01-04T01:40:00Z", "transaction_amount_usd": 924025.4 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.655, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4065586.01, "financial_exposure_usd": 4092446.43, "recoverable_pct": 0.814 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107886", "label": "benign", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-06T11:26:00Z", "trace_id": "e7611f38-d0ad-b904-e17d-2ece7222381c" }
{ "account_age_days": 946, "account_id": "ACCT-EC086C918F45", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.569 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 208, "timestamp": "2026-01-06T02:36:00Z", "transaction_amount_usd": 9.08 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.49, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 374.18, "financial_exposure_usd": 429.28, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108919", "label": "benign", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-07T04:39:00Z", "trace_id": "9df73a3e-90b8-5e0c-74fc-30562b6bce7b" }
{ "account_age_days": 81, "account_id": "ACCT-B78F38BE084C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.227 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 804, "timestamp": "2026-01-07T04:39:00Z", "transaction_amount_usd": 9946.3 }, { "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": 0.757, "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": 2763.8, "financial_exposure_usd": 4130.69, "recoverable_pct": 0.909 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101226", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-01T20:26:00Z", "trace_id": "326107f3-b616-2d55-5c44-6cbf78b5000a" }
{ "account_age_days": 1936, "account_id": "ACCT-05AA2EBB7158", "baseline_risk_score": 0.581, "kyc_tier": "tier_3", "session_entropy": 0.157 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 299, "timestamp": "2026-01-01T20:26:00Z", "transaction_amount_usd": 98118.54 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 753132.04, "financial_exposure_usd": 1403301.81, "recoverable_pct": 0.617 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105722", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T23:22:00Z", "trace_id": "7a86bf51-17a5-6871-2bfc-ccf9138dc8a1" }
{ "account_age_days": 1404, "account_id": "ACCT-3604B76765E6", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.116 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 265, "timestamp": "2026-01-04T14:55:00Z", "transaction_amount_usd": 20.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.505, "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": 1979393.85, "financial_exposure_usd": 2299696.97, "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-103146", "label": "fraudulent", "label_confidence": 0.831, "severity": "critical", "timestamp": "2026-01-03T04:26:00Z", "trace_id": "580db9cf-4f2f-59f4-a3e2-34ae42d48824" }
{ "account_age_days": 1755, "account_id": "ACCT-622E5489CDC6", "baseline_risk_score": 0.479, "kyc_tier": "tier_3", "session_entropy": 0.648 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 203, "timestamp": "2026-01-03T01:12:00Z", "transaction_amount_usd": 9.1 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.902, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "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": 988099.76, "financial_exposure_usd": 1131780.56, "recoverable_pct": 0.124 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103990", "label": "fraudulent", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-03T18:30:00Z", "trace_id": "10c1d39e-45c1-440d-52dc-7cf3d72240b5" }
{ "account_age_days": 1549, "account_id": "ACCT-DF00A8E113E3", "baseline_risk_score": 0.269, "kyc_tier": "tier_1", "session_entropy": 0.329 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 187, "timestamp": "2026-01-03T18:30:00Z", "transaction_amount_usd": 1303692.61 }, { "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": 0.882, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1652843.13, "financial_exposure_usd": 3635557.22, "recoverable_pct": 0.519 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104157", "label": "fraudulent", "label_confidence": 0.804, "severity": "medium", "timestamp": "2026-01-03T21:17:00Z", "trace_id": "99835dca-b382-77dd-0f70-f9b2908f69b6" }
{ "account_age_days": 1547, "account_id": "ACCT-9851F12AF37F", "baseline_risk_score": 0.208, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 790, "timestamp": "2026-01-03T21:17:00Z", "transaction_amount_usd": 104013.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.571, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4214422.18, "financial_exposure_usd": 4534183.34, "recoverable_pct": 0.529 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105246", "label": "fraudulent", "label_confidence": 0.606, "severity": "medium", "timestamp": "2026-01-04T15:26:00Z", "trace_id": "c95e4979-7d25-b911-ef50-4fcc15ee3bc3" }
{ "account_age_days": 424, "account_id": "ACCT-DB0F89652FDA", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.414 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 245, "timestamp": "2026-01-04T08:33:00Z", "transaction_amount_usd": 15.33 }, { "asset": "USD", "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": 0.797, "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": 2764685.76, "financial_exposure_usd": 3054702.06, "recoverable_pct": 0.577 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106152", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-05T06:32:00Z", "trace_id": "df21c719-3176-8a67-3bb2-c6979e85e678" }
{ "account_age_days": 1277, "account_id": "ACCT-748B9438FB88", "baseline_risk_score": 0.28, "kyc_tier": "tier_1", "session_entropy": 0.528 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 122, "timestamp": "2026-01-04T20:03:00Z", "transaction_amount_usd": 11.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1391463.63, "financial_exposure_usd": 2005917.18, "recoverable_pct": 0.449 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107568", "label": "benign", "label_confidence": 0.588, "severity": "critical", "timestamp": "2026-01-06T06:08:00Z", "trace_id": "1f277f6f-720d-fc4f-6a09-4d650bda50c1" }
{ "account_age_days": 53, "account_id": "ACCT-EFCD850D3F51", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.764 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 207, "timestamp": "2026-01-06T02:57:00Z", "transaction_amount_usd": 24.87 }, { "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": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1929.6, "financial_exposure_usd": 2364.61, "recoverable_pct": 0.909 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107861", "label": "benign", "label_confidence": 0.652, "severity": "low", "timestamp": "2026-01-06T11:01:00Z", "trace_id": "d201d51e-9570-b3b3-8f77-76738a81de3d" }
{ "account_age_days": 1013, "account_id": "ACCT-46E31DF24255", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.166 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 873, "timestamp": "2026-01-06T11:01:00Z", "transaction_amount_usd": 7696.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.647, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1027.1, "financial_exposure_usd": 1511.88, "recoverable_pct": 0.528 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100064", "label": "fraudulent", "label_confidence": 0.889, "severity": "high", "timestamp": "2026-01-01T01:04:00Z", "trace_id": "a9a54c24-02b6-22e9-808e-08d25d264b1b" }
{ "account_age_days": 160, "account_id": "ACCT-709D338B2393", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.241 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 367, "timestamp": "2026-01-01T01:04:00Z", "transaction_amount_usd": 96881.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 361782.41, "financial_exposure_usd": 731739.2, "recoverable_pct": 0.512 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102844", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-02T23:24:00Z", "trace_id": "61abe617-1979-dc31-63bc-93056d53121f" }
{ "account_age_days": 1068, "account_id": "ACCT-5C9F516F50C4", "baseline_risk_score": 0.256, "kyc_tier": "tier_3", "session_entropy": 0.242 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 128, "timestamp": "2026-01-02T12:48:00Z", "transaction_amount_usd": 14.95 }, { "asset": "USDC", "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": 0.672, "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": 524227.96, "financial_exposure_usd": 1022913.98, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101578", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-02T02:18:00Z", "trace_id": "03e0ca06-1603-3d9f-aa03-21de30e334de" }
{ "account_age_days": 1096, "account_id": "ACCT-1BAA337BAB35", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.692 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 87, "timestamp": "2026-01-01T22:16:00Z", "transaction_amount_usd": 15.63 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.827, "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": 824075.7, "financial_exposure_usd": 1097273.1, "recoverable_pct": 0.067 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103024", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-03T02:24:00Z", "trace_id": "596b0f1b-0816-9d39-a09e-b7c6d2e2a2d8" }
{ "account_age_days": 927, "account_id": "ACCT-12AB8B5DBABF", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 198, "timestamp": "2026-01-03T02:24:00Z", "transaction_amount_usd": 95273.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "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": 466173.98, "financial_exposure_usd": 669505.51, "recoverable_pct": 0.255 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103366", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-03T08:06:00Z", "trace_id": "bc9358d4-9d49-1004-4c28-82bfb8debc8d" }
{ "account_age_days": 749, "account_id": "ACCT-DC007D7E8352", "baseline_risk_score": 0.217, "kyc_tier": "tier_2", "session_entropy": 0.462 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1179, "timestamp": "2026-01-03T08:06:00Z", "transaction_amount_usd": 2621776.97 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "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": 7074663.6, "financial_exposure_usd": 7250477.06, "recoverable_pct": 0.425 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105645", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-04T22:05:00Z", "trace_id": "f5de81fe-6eda-ec15-ee90-ddc15972b155" }
{ "account_age_days": 1825, "account_id": "ACCT-C7994EB60A12", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.51 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 472, "timestamp": "2026-01-04T22:05:00Z", "transaction_amount_usd": 1246123.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3146224.87, "financial_exposure_usd": 4982220.6, "recoverable_pct": 0.569 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102809", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-02T22:49:00Z", "trace_id": "68363f5c-0d2a-bd76-b528-bf5ee21a8503" }
{ "account_age_days": 1822, "account_id": "ACCT-4E47CAB87493", "baseline_risk_score": 0.335, "kyc_tier": "tier_2", "session_entropy": 0.565 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1053, "timestamp": "2026-01-02T22:49:00Z", "transaction_amount_usd": 107246.45 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.432, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 265611.74, "financial_exposure_usd": 514636.1, "recoverable_pct": 0.569 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109437", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-07T13:17:00Z", "trace_id": "42af1eec-ba81-ea58-cd2c-17ba29499884" }
{ "account_age_days": 1730, "account_id": "ACCT-DE9DFB79A9F8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.934 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 282, "timestamp": "2026-01-07T13:17:00Z", "transaction_amount_usd": 6269.99 }, { "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": 0.612, "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": 348.13, "financial_exposure_usd": 418.38, "recoverable_pct": 0.749 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109230", "label": "benign", "label_confidence": 0.54, "severity": "high", "timestamp": "2026-01-07T09:50:00Z", "trace_id": "0c8efdaf-989d-7a52-bb72-3b9d61ef8571" }
{ "account_age_days": 605, "account_id": "ACCT-2AFCDC878F98", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.827 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 829, "timestamp": "2026-01-07T09:50:00Z", "transaction_amount_usd": 6578.18 }, { "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": 0.622, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1765.26, "financial_exposure_usd": 2510.13, "recoverable_pct": 0.775 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105718", "label": "fraudulent", "label_confidence": 0.688, "severity": "high", "timestamp": "2026-01-04T23:18:00Z", "trace_id": "ba9d6d98-3080-17c8-7a36-856557aad4e3" }
{ "account_age_days": 762, "account_id": "ACCT-B5F4BFFCB7CC", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.31 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 111, "timestamp": "2026-01-04T16:40:00Z", "transaction_amount_usd": 16.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.503, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3196181.19, "financial_exposure_usd": 4336575.54, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106220", "label": "fraudulent", "label_confidence": 0.701, "severity": "high", "timestamp": "2026-01-05T07:40:00Z", "trace_id": "0359f115-ae60-9888-7704-3458ad231e04" }
{ "account_age_days": 1368, "account_id": "ACCT-9B260214E64A", "baseline_risk_score": 0.126, "kyc_tier": "tier_3", "session_entropy": 0.524 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 493, "timestamp": "2026-01-05T07:40:00Z", "transaction_amount_usd": 2535331.41 }, { "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": 0.442, "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": 5594450.83, "financial_exposure_usd": 5722854.61, "recoverable_pct": 0.749 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109756", "label": "benign", "label_confidence": 0.455, "severity": "low", "timestamp": "2026-01-07T18:36:00Z", "trace_id": "344aa465-9653-e7ba-3486-8ca363f4bb00" }
{ "account_age_days": 1443, "account_id": "ACCT-D9596B9AA65F", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 624, "timestamp": "2026-01-07T18:36:00Z", "transaction_amount_usd": 9672.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 783.25, "financial_exposure_usd": 1827.36, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102596", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-02T19:16:00Z", "trace_id": "f6a1968f-2c77-ca21-2358-6bd6c3fe74f4" }
{ "account_age_days": 1389, "account_id": "ACCT-C5F98F7D7F22", "baseline_risk_score": 0.618, "kyc_tier": "tier_2", "session_entropy": 0.182 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 159, "timestamp": "2026-01-02T19:16:00Z", "transaction_amount_usd": 82725.48 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.423, "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": 534579.88, "financial_exposure_usd": 550517.91, "recoverable_pct": 0.179 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101931", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-02T08:11:00Z", "trace_id": "53f6d5be-2267-da8e-e928-875df45d601d" }
{ "account_age_days": 1046, "account_id": "ACCT-653EF4697043", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 369, "timestamp": "2026-01-02T08:11:00Z", "transaction_amount_usd": 100970.2 }, { "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": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 905504.36, "financial_exposure_usd": 1002092.21, "recoverable_pct": 0.303 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106645", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-05T14:45:00Z", "trace_id": "37d17c93-382b-3ca8-4cd5-5121908f97a2" }
{ "account_age_days": 360, "account_id": "ACCT-F8F269C9C864", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 355, "timestamp": "2026-01-05T05:06:00Z", "transaction_amount_usd": 22.57 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.523, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4207892.76, "financial_exposure_usd": 4300073.28, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107665", "label": "benign", "label_confidence": 0.546, "severity": "high", "timestamp": "2026-01-06T07:45:00Z", "trace_id": "9406536a-df1f-e37d-0811-63fa4757df3f" }
{ "account_age_days": 30, "account_id": "ACCT-DEF3231F3385", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.171 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 338, "timestamp": "2026-01-05T19:43:00Z", "transaction_amount_usd": 0.53 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.662, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 8672.56, "financial_exposure_usd": 9405.25, "recoverable_pct": 0.593 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106472", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-05T11:52:00Z", "trace_id": "3a80aa42-3643-d936-b2e1-054977430cd2" }
{ "account_age_days": 987, "account_id": "ACCT-F9BBAE48AD4E", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 781, "timestamp": "2026-01-05T11:52:00Z", "transaction_amount_usd": 1995768.71 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.377, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4366584.75, "financial_exposure_usd": 6264793.23, "recoverable_pct": 0.51 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109960", "label": "benign", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-07T22:00:00Z", "trace_id": "f102d804-353e-7fdb-6093-e052fd761db4" }
{ "account_age_days": 736, "account_id": "ACCT-9EFFABCCE411", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.898 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 182, "timestamp": "2026-01-07T15:53:00Z", "transaction_amount_usd": 16.99 }, { "asset": "USDT", "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": 0.764, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 293.02, "financial_exposure_usd": 482.91, "recoverable_pct": 0.62 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103264", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-03T06:24:00Z", "trace_id": "409b847c-9461-9d59-00c4-941e1c3935dc" }
{ "account_age_days": 1374, "account_id": "ACCT-FF8CAE68380E", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.515 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1155, "timestamp": "2026-01-03T06:24:00Z", "transaction_amount_usd": 26574.12 }, { "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": 0.464, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 501485.97, "financial_exposure_usd": 687180.39, "recoverable_pct": 0.835 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108884", "label": "benign", "label_confidence": 0.59, "severity": "critical", "timestamp": "2026-01-07T04:04:00Z", "trace_id": "42a6dbd7-cdf8-3e3d-ab55-bff6bddaffda" }
{ "account_age_days": 1309, "account_id": "ACCT-71B2D819E337", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 302, "timestamp": "2026-01-07T04:04:00Z", "transaction_amount_usd": 7366.19 }, { "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": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1168.1, "financial_exposure_usd": 1172.04, "recoverable_pct": 0.85 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104768", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-04T07:28:00Z", "trace_id": "49143b1d-a089-6944-2ef8-420a1edb5382" }
{ "account_age_days": 1310, "account_id": "ACCT-0CB3F2B0D688", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.181 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 90, "timestamp": "2026-01-04T07:28:00Z", "transaction_amount_usd": 2720004.96 }, { "asset": "GBP", "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": 0.462, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3188959.17, "financial_exposure_usd": 6649690.25, "recoverable_pct": 0.441 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107878", "label": "benign", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-06T11:18:00Z", "trace_id": "e8037baa-0682-dc0b-7255-8143933ed3f4" }
{ "account_age_days": 508, "account_id": "ACCT-41918E606207", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 281, "timestamp": "2026-01-06T08:30:00Z", "transaction_amount_usd": 2.36 }, { "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": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2044.97, "financial_exposure_usd": 3434.7, "recoverable_pct": 0.604 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }