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-104062", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-03T19:42:00Z", "trace_id": "94d3f4d4-b561-6ee5-d05d-8f410448b20a" }
{ "account_age_days": 366, "account_id": "ACCT-681768D80182", "baseline_risk_score": 0.234, "kyc_tier": "tier_3", "session_entropy": 0.154 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 234, "timestamp": "2026-01-03T19:17:00Z", "transaction_amount_usd": 12.59 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.582, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2872492.64, "financial_exposure_usd": 3943653.6, "recoverable_pct": 0.525 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100454", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-01T07:34:00Z", "trace_id": "034b1d43-0c33-35d6-b0a9-31d1353ee9c4" }
{ "account_age_days": 59, "account_id": "ACCT-BC006136C9ED", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 394, "timestamp": "2026-01-01T07:34:00Z", "transaction_amount_usd": 119525.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 220350.06, "financial_exposure_usd": 317561.81, "recoverable_pct": 0.254 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107951", "label": "benign", "label_confidence": 0.66, "severity": "high", "timestamp": "2026-01-06T12:31:00Z", "trace_id": "018e7d8f-8377-48b5-e7f0-d71d69d25737" }
{ "account_age_days": 22, "account_id": "ACCT-E377A92F2400", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.1 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 602, "timestamp": "2026-01-06T12:31:00Z", "transaction_amount_usd": 5132.34 }, { "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1409.26, "financial_exposure_usd": 2926.04, "recoverable_pct": 0.62 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103877", "label": "fraudulent", "label_confidence": 0.698, "severity": "critical", "timestamp": "2026-01-03T16:37:00Z", "trace_id": "9c60ad95-4e48-edca-bfc6-8a075c769b0c" }
{ "account_age_days": 970, "account_id": "ACCT-FA1CD5A6C5A5", "baseline_risk_score": 0.357, "kyc_tier": "tier_2", "session_entropy": 0.149 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 367, "timestamp": "2026-01-03T05:50:00Z", "transaction_amount_usd": 1.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.715, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1407055.19, "financial_exposure_usd": 2002862.77, "recoverable_pct": 0.815 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108180", "label": "benign", "label_confidence": 0.587, "severity": "medium", "timestamp": "2026-01-06T16:20:00Z", "trace_id": "679ddf6e-d445-9f5d-f8aa-dfa751fba113" }
{ "account_age_days": 174, "account_id": "ACCT-EC0D6147DDB6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.763 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1172, "timestamp": "2026-01-06T16:20:00Z", "transaction_amount_usd": 3106.49 }, { "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": 0.574, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1581.07, "financial_exposure_usd": 2495.9, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106278", "label": "fraudulent", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-05T08:38:00Z", "trace_id": "a6edcfe9-d2ec-c312-e956-212547179b39" }
{ "account_age_days": 1746, "account_id": "ACCT-78B1DD3665C3", "baseline_risk_score": 0.141, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 348, "timestamp": "2026-01-05T08:38:00Z", "transaction_amount_usd": 1768045.33 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.564, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4423315.9, "financial_exposure_usd": 7623608.81, "recoverable_pct": 0.988 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105473", "label": "fraudulent", "label_confidence": 0.746, "severity": "critical", "timestamp": "2026-01-04T19:13:00Z", "trace_id": "1560a50b-ea0d-08de-f71a-3c0d5ee25a1c" }
{ "account_age_days": 1342, "account_id": "ACCT-EFB61E6A4245", "baseline_risk_score": 0.215, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 462, "timestamp": "2026-01-04T19:13:00Z", "transaction_amount_usd": 1014462.05 }, { "asset": "USDC", "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": 0.739, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2081681.99, "financial_exposure_usd": 4145468.07, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105359", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-04T17:19:00Z", "trace_id": "3af8ffb7-0f6b-fced-26b0-b0d37fba2da5" }
{ "account_age_days": 1417, "account_id": "ACCT-BD291BF5AE84", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 188, "timestamp": "2026-01-04T17:19:00Z", "transaction_amount_usd": 2165039.07 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.798, "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": 5564596.23, "financial_exposure_usd": 6493867.86, "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-106309", "label": "fraudulent", "label_confidence": 0.924, "severity": "low", "timestamp": "2026-01-05T09:09:00Z", "trace_id": "363189a0-1ce0-7ef1-5a56-9968cd330f4f" }
{ "account_age_days": 1047, "account_id": "ACCT-2B46B03FE4B3", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 561, "timestamp": "2026-01-05T09:09:00Z", "transaction_amount_usd": 1995063.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.886, "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": 5580606.82, "financial_exposure_usd": 6159212.7, "recoverable_pct": 0.778 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103752", "label": "fraudulent", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-03T14:32:00Z", "trace_id": "f400d685-fa0a-eede-d431-d9569f7eb17c" }
{ "account_age_days": 270, "account_id": "ACCT-1156B78E8582", "baseline_risk_score": 0.245, "kyc_tier": "tier_1", "session_entropy": 0.687 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 286, "timestamp": "2026-01-03T14:32:00Z", "transaction_amount_usd": 1363100.79 }, { "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": 0.644, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 766983.03, "financial_exposure_usd": 1471409.09, "recoverable_pct": 0.572 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107687", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-06T08:07:00Z", "trace_id": "1effee14-8a76-f17b-5342-8bb58a665cba" }
{ "account_age_days": 1140, "account_id": "ACCT-B700C4E54B12", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.251 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1115, "timestamp": "2026-01-06T08:07:00Z", "transaction_amount_usd": 1250.76 }, { "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": 0.483, "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": 901.14, "financial_exposure_usd": 1596.25, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101471", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-02T00:31:00Z", "trace_id": "0eea9d80-3302-7713-fe57-9dce9fcfc907" }
{ "account_age_days": 653, "account_id": "ACCT-F16ED7D63800", "baseline_risk_score": 0.389, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 119, "timestamp": "2026-01-01T19:08:00Z", "transaction_amount_usd": 13.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.819, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 489533.58, "financial_exposure_usd": 1143795.86, "recoverable_pct": 0.046 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109449", "label": "benign", "label_confidence": 0.497, "severity": "high", "timestamp": "2026-01-07T13:29:00Z", "trace_id": "b220a301-a7b9-a250-259b-0776a54bffa5" }
{ "account_age_days": 1764, "account_id": "ACCT-31A5768652D6", "baseline_risk_score": 0.17, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1095, "timestamp": "2026-01-07T13:29:00Z", "transaction_amount_usd": 10523.36 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1968.6, "financial_exposure_usd": 4159.26, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105216", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-04T14:56:00Z", "trace_id": "b7b6a905-5b98-484d-3597-020652e55edc" }
{ "account_age_days": 801, "account_id": "ACCT-310595A82A82", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.192 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 422, "timestamp": "2026-01-04T14:56:00Z", "transaction_amount_usd": 740815.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.594, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4392087.82, "financial_exposure_usd": 4600064.37, "recoverable_pct": 0.585 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108670", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-07T00:30:00Z", "trace_id": "20dfe0e8-7890-ffe8-9b26-3f74852fe9f7" }
{ "account_age_days": 1239, "account_id": "ACCT-49BD8EDCFF12", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.672 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 282, "timestamp": "2026-01-06T12:31:00Z", "transaction_amount_usd": 23.03 }, { "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": 0.588, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1972.29, "financial_exposure_usd": 4170.04, "recoverable_pct": 0.546 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102403", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-02T16:03:00Z", "trace_id": "13e13ba5-9a40-e9fb-94e3-acac1abaca56" }
{ "account_age_days": 1734, "account_id": "ACCT-B3B449FF2C60", "baseline_risk_score": 0.502, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 260, "timestamp": "2026-01-02T08:48:00Z", "transaction_amount_usd": 0.01 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "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": 1038717.25, "financial_exposure_usd": 1262753.5, "recoverable_pct": 0.047 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100648", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-01T10:48:00Z", "trace_id": "9ac0ca40-fe4f-b7e1-74d2-bd8ec94318fb" }
{ "account_age_days": 221, "account_id": "ACCT-D748C6F4EC06", "baseline_risk_score": 0.619, "kyc_tier": "tier_1", "session_entropy": 0.305 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 366, "timestamp": "2026-01-01T02:07:00Z", "transaction_amount_usd": 13.28 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.791, "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": 512316.39, "financial_exposure_usd": 1237853.9, "recoverable_pct": 0.844 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106901", "label": "benign", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-05T19:01:00Z", "trace_id": "ead03201-63ea-9483-f60c-821a9b609e2a" }
{ "account_age_days": 766, "account_id": "ACCT-70C17380944E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.89 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 109, "timestamp": "2026-01-05T14:33:00Z", "transaction_amount_usd": 19.18 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 331.12, "financial_exposure_usd": 559.09, "recoverable_pct": 0.666 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100595", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-01T09:55:00Z", "trace_id": "8176e002-24e9-6abe-421e-8ebfc6997fc4" }
{ "account_age_days": 558, "account_id": "ACCT-FF055ADA78C5", "baseline_risk_score": 0.302, "kyc_tier": "tier_3", "session_entropy": 0.226 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 106, "timestamp": "2026-01-01T07:24:00Z", "transaction_amount_usd": 4.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.9, "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 H...
{ "customer_funds_at_risk_usd": 338295.13, "financial_exposure_usd": 611962.28, "recoverable_pct": 0.779 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105387", "label": "fraudulent", "label_confidence": 0.699, "severity": "critical", "timestamp": "2026-01-04T17:47:00Z", "trace_id": "c9267524-ce22-e5d8-358e-45b172cfdc0e" }
{ "account_age_days": 959, "account_id": "ACCT-28A3F2EC0B46", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.609 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 205, "timestamp": "2026-01-04T17:47:00Z", "transaction_amount_usd": 1388324.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.753, "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": 5448409.54, "financial_exposure_usd": 9043054.96, "recoverable_pct": 0.5 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104860", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-04T09:00:00Z", "trace_id": "a119a497-dbfb-7f22-8b57-e8d7554604d1" }
{ "account_age_days": 525, "account_id": "ACCT-D9FCF64042E2", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.389 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 564, "timestamp": "2026-01-04T09:00:00Z", "transaction_amount_usd": 247551.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.408, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4220783.36, "financial_exposure_usd": 8207343.97, "recoverable_pct": 0.988 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103037", "label": "fraudulent", "label_confidence": 0.873, "severity": "critical", "timestamp": "2026-01-03T02:37:00Z", "trace_id": "fdb82fd8-fef4-99b2-660e-7156fae4c680" }
{ "account_age_days": 1189, "account_id": "ACCT-4D9652F07E19", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.912 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 104, "timestamp": "2026-01-02T23:59:00Z", "transaction_amount_usd": 1.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.707, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 190245.14, "financial_exposure_usd": 310516.52, "recoverable_pct": 0.755 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106232", "label": "fraudulent", "label_confidence": 0.836, "severity": "high", "timestamp": "2026-01-05T07:52:00Z", "trace_id": "4e94f489-75ca-176f-27e7-38277b7c979e" }
{ "account_age_days": 1718, "account_id": "ACCT-DD76C21F05DA", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.402 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1180, "timestamp": "2026-01-05T07:52:00Z", "transaction_amount_usd": 1031749.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.677, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2813726.11, "financial_exposure_usd": 3448391.77, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100572", "label": "fraudulent", "label_confidence": 0.964, "severity": "critical", "timestamp": "2026-01-01T09:32:00Z", "trace_id": "9ba4f510-c42f-9691-2a8c-2b0a4a119d95" }
{ "account_age_days": 1237, "account_id": "ACCT-77753E37141F", "baseline_risk_score": 0.288, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 152, "timestamp": "2026-01-01T09:32:00Z", "transaction_amount_usd": 8253.66 }, { "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": 0.733, "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": 520387.7, "financial_exposure_usd": 824751.96, "recoverable_pct": 0.194 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109467", "label": "benign", "label_confidence": 0.595, "severity": "medium", "timestamp": "2026-01-07T13:47:00Z", "trace_id": "0fd1e8ca-2c91-fdaf-8370-6165ef076c96" }
{ "account_age_days": 1300, "account_id": "ACCT-AC1102968CC1", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.581 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 375, "timestamp": "2026-01-07T10:07:00Z", "transaction_amount_usd": 13.8 }, { "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": 0.779, "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": 383.92, "financial_exposure_usd": 478.36, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106473", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-05T11:53:00Z", "trace_id": "a21cd4d8-faee-ef12-58a5-f0d8dda762dc" }
{ "account_age_days": 410, "account_id": "ACCT-D400D46A67AF", "baseline_risk_score": 0.228, "kyc_tier": "tier_2", "session_entropy": 0.395 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 220, "timestamp": "2026-01-05T03:10:00Z", "transaction_amount_usd": 6.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1760756.46, "financial_exposure_usd": 3332685.05, "recoverable_pct": 0.504 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101381", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-01T23:01:00Z", "trace_id": "0b2e9701-3d6c-9b59-59eb-fc2cb6f86875" }
{ "account_age_days": 1201, "account_id": "ACCT-FDCB395687FC", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.791 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 763, "timestamp": "2026-01-01T23:01:00Z", "transaction_amount_usd": 94602.42 }, { "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": 0.618, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 346308.3, "financial_exposure_usd": 783018.37, "recoverable_pct": 0.09 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106046", "label": "fraudulent", "label_confidence": 0.638, "severity": "critical", "timestamp": "2026-01-05T04:46:00Z", "trace_id": "a4c330d4-6983-28f0-5151-9a56cb5ea68d" }
{ "account_age_days": 1667, "account_id": "ACCT-30CCDCADAA10", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.646 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1117, "timestamp": "2026-01-05T04:46:00Z", "transaction_amount_usd": 1648232.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.404, "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": 5349855.83, "financial_exposure_usd": 5857998.22, "recoverable_pct": 0.726 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102035", "label": "fraudulent", "label_confidence": 0.775, "severity": "critical", "timestamp": "2026-01-02T09:55:00Z", "trace_id": "bf62fe8b-3e17-e76f-4b42-9680f6bcaafe" }
{ "account_age_days": 614, "account_id": "ACCT-CFDBB82BB275", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.638 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 310, "timestamp": "2026-01-02T05:12:00Z", "transaction_amount_usd": 23.52 }, { "asset": "BTC", "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": 0.516, "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": 334214.91, "financial_exposure_usd": 463827.59, "recoverable_pct": 0.349 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108631", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-06T23:51:00Z", "trace_id": "2f788151-e843-5665-9cbb-a52c4e0a9de7" }
{ "account_age_days": 1988, "account_id": "ACCT-90E38062915A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.462 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 856, "timestamp": "2026-01-06T23:51:00Z", "transaction_amount_usd": 5159.94 }, { "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": 0.503, "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": 4498.59, "financial_exposure_usd": 5822.02, "recoverable_pct": 0.974 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106174", "label": "fraudulent", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-05T06:54:00Z", "trace_id": "b1481b9f-c81f-6da4-8c09-c4f49ff92707" }
{ "account_age_days": 412, "account_id": "ACCT-0B08D91974D4", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.241 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 378, "timestamp": "2026-01-05T06:54:00Z", "transaction_amount_usd": 945772.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.84, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3273509.11, "financial_exposure_usd": 6229705.25, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100685", "label": "fraudulent", "label_confidence": 0.873, "severity": "low", "timestamp": "2026-01-01T11:25:00Z", "trace_id": "6b3441f7-9e76-37f1-6d23-117e864e9304" }
{ "account_age_days": 1000, "account_id": "ACCT-F01813FDA68D", "baseline_risk_score": 0.336, "kyc_tier": "tier_1", "session_entropy": 0.846 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 241, "timestamp": "2026-01-01T00:40:00Z", "transaction_amount_usd": 5.46 }, { "asset": "EUR", "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": 0.733, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1306378.96, "financial_exposure_usd": 1458288.01, "recoverable_pct": 0.18 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106766", "label": "benign", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-05T16:46:00Z", "trace_id": "c90747c3-0354-cf6a-4511-15c927a0da44" }
{ "account_age_days": 1445, "account_id": "ACCT-F5B031352143", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.844 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 319, "timestamp": "2026-01-05T16:46:00Z", "transaction_amount_usd": 5556.31 }, { "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": 0.558, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 227.3, "financial_exposure_usd": 381.54, "recoverable_pct": 0.485 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103065", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-03T03:05:00Z", "trace_id": "ec4e3780-0515-ef82-6de4-b14fe5023bed" }
{ "account_age_days": 527, "account_id": "ACCT-F6C8AB482664", "baseline_risk_score": 0.487, "kyc_tier": "tier_1", "session_entropy": 0.296 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 262, "timestamp": "2026-01-02T19:50:00Z", "transaction_amount_usd": 21.51 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 342596.99, "financial_exposure_usd": 675398.15, "recoverable_pct": 0.205 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105845", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-05T01:25:00Z", "trace_id": "6633ca97-8c03-fa4a-23ec-f2777d921d37" }
{ "account_age_days": 1225, "account_id": "ACCT-39CB10AAC38F", "baseline_risk_score": 0.331, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 981, "timestamp": "2026-01-05T01:25:00Z", "transaction_amount_usd": 2912607.9 }, { "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": 0.41, "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": 2380661.5, "financial_exposure_usd": 4829072.86, "recoverable_pct": 0.766 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105589", "label": "fraudulent", "label_confidence": 0.886, "severity": "high", "timestamp": "2026-01-04T21:09:00Z", "trace_id": "9a7b1ee8-542d-83fc-e242-e40cad48bd43" }
{ "account_age_days": 263, "account_id": "ACCT-CFE92085D2DF", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.41 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 282, "timestamp": "2026-01-04T21:09:00Z", "transaction_amount_usd": 1570572.31 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7129429.95, "financial_exposure_usd": 7638722.39, "recoverable_pct": 0.482 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105782", "label": "fraudulent", "label_confidence": 0.706, "severity": "medium", "timestamp": "2026-01-05T00:22:00Z", "trace_id": "c2b37a65-2bd1-ed93-8a87-ce87e9f105ef" }
{ "account_age_days": 1853, "account_id": "ACCT-AD753FCC418A", "baseline_risk_score": 0.324, "kyc_tier": "tier_3", "session_entropy": 0.379 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 690, "timestamp": "2026-01-05T00:22:00Z", "transaction_amount_usd": 1742772.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.618, "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": 4848765.34, "financial_exposure_usd": 5974493.63, "recoverable_pct": 0.931 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102148", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-02T11:48:00Z", "trace_id": "7f089d1f-a281-b915-0de6-a933fcc51153" }
{ "account_age_days": 156, "account_id": "ACCT-66917B85FB46", "baseline_risk_score": 0.319, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 341, "timestamp": "2026-01-02T07:45:00Z", "transaction_amount_usd": 13.68 }, { "asset": "USDT", "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": 0.712, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 219408.52, "financial_exposure_usd": 433521, "recoverable_pct": 0.376 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104398", "label": "fraudulent", "label_confidence": 0.896, "severity": "low", "timestamp": "2026-01-04T01:18:00Z", "trace_id": "85659633-8de1-92b3-4dfb-93e66ac8820c" }
{ "account_age_days": 101, "account_id": "ACCT-CB0F5229C640", "baseline_risk_score": 0.327, "kyc_tier": "tier_1", "session_entropy": 0.563 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 937, "timestamp": "2026-01-04T01:18:00Z", "transaction_amount_usd": 2854816.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.579, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1628397.55, "financial_exposure_usd": 1704695.68, "recoverable_pct": 0.641 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105828", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-05T01:08:00Z", "trace_id": "75510bb3-d65c-f731-178f-e8356d3cbad7" }
{ "account_age_days": 1848, "account_id": "ACCT-C211BA719204", "baseline_risk_score": 0.218, "kyc_tier": "tier_1", "session_entropy": 0.307 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 413, "timestamp": "2026-01-05T01:08:00Z", "transaction_amount_usd": 2952010.04 }, { "asset": "EUR", "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": 0.794, "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": 2529662.95, "financial_exposure_usd": 3589133.39, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101758", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-02T05:18:00Z", "trace_id": "0d508388-504d-4109-33d1-e1ba6ccb78e4" }
{ "account_age_days": 1338, "account_id": "ACCT-28F36AE94F62", "baseline_risk_score": 0.56, "kyc_tier": "tier_2", "session_entropy": 0.461 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 793, "timestamp": "2026-01-02T05:18:00Z", "transaction_amount_usd": 18111.36 }, { "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": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 198090.41, "financial_exposure_usd": 234120.66, "recoverable_pct": 0.781 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101868", "label": "fraudulent", "label_confidence": 0.877, "severity": "high", "timestamp": "2026-01-02T07:08:00Z", "trace_id": "7f472d06-87e7-55c5-1486-7893266a9b30" }
{ "account_age_days": 730, "account_id": "ACCT-9FC09FB6C802", "baseline_risk_score": 0.493, "kyc_tier": "tier_1", "session_entropy": 0.933 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 142, "timestamp": "2026-01-02T01:55:00Z", "transaction_amount_usd": 3.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 149275.17, "financial_exposure_usd": 180195.98, "recoverable_pct": 0.72 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104893", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-04T09:33:00Z", "trace_id": "67f85d56-59c0-3fa1-933f-327cf8dfd1d0" }
{ "account_age_days": 831, "account_id": "ACCT-801C52D3AEC8", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.929 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 527, "timestamp": "2026-01-04T09:33:00Z", "transaction_amount_usd": 2724266.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "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": 5121758.3, "financial_exposure_usd": 7252050.51, "recoverable_pct": 0.613 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101252", "label": "fraudulent", "label_confidence": 0.891, "severity": "low", "timestamp": "2026-01-01T20:52:00Z", "trace_id": "5ac784a1-278d-232f-76ad-8d894b4b5d7a" }
{ "account_age_days": 234, "account_id": "ACCT-D7CB2A2E180C", "baseline_risk_score": 0.545, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 240, "timestamp": "2026-01-01T13:47:00Z", "transaction_amount_usd": 20.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.928, "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": 834223.42, "financial_exposure_usd": 1092655.2, "recoverable_pct": 0.61 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101591", "label": "fraudulent", "label_confidence": 0.771, "severity": "low", "timestamp": "2026-01-02T02:31:00Z", "trace_id": "f7437b13-3fad-3a60-0a93-4db4f0d514bf" }
{ "account_age_days": 1165, "account_id": "ACCT-A0146CDFF264", "baseline_risk_score": 0.325, "kyc_tier": "tier_3", "session_entropy": 0.147 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 826, "timestamp": "2026-01-02T02:31:00Z", "transaction_amount_usd": 73257.36 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.585, "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": 505378.92, "financial_exposure_usd": 533615.17, "recoverable_pct": 0.004 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102267", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-02T13:47:00Z", "trace_id": "162aeb17-d79d-f76c-0e6f-88537a9d9776" }
{ "account_age_days": 1116, "account_id": "ACCT-1BDC783D5D15", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.132 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 955, "timestamp": "2026-01-02T13:47:00Z", "transaction_amount_usd": 7056.11 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.755, "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": 596584.68, "financial_exposure_usd": 815661.38, "recoverable_pct": 0.627 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108852", "label": "benign", "label_confidence": 0.699, "severity": "medium", "timestamp": "2026-01-07T03:32:00Z", "trace_id": "96a96249-fd50-b73b-bc4d-ef0ceb2e7a8c" }
{ "account_age_days": 1841, "account_id": "ACCT-23EF51B58C5B", "baseline_risk_score": 0.166, "kyc_tier": "tier_2", "session_entropy": 0.506 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 734, "timestamp": "2026-01-07T03:32:00Z", "transaction_amount_usd": 7539.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2596.07, "financial_exposure_usd": 3753.03, "recoverable_pct": 0.998 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103248", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-03T06:08:00Z", "trace_id": "3b335d40-4b95-aa39-0281-c070b5d5b6e8" }
{ "account_age_days": 1487, "account_id": "ACCT-5A922DE31806", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 428, "timestamp": "2026-01-03T06:08:00Z", "transaction_amount_usd": 119176.09 }, { "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": 0.368, "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": 764096.5, "financial_exposure_usd": 834873.7, "recoverable_pct": 0.763 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107987", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-06T13:07:00Z", "trace_id": "beb5441f-dbf1-2e41-7462-1bb3b003b683" }
{ "account_age_days": 1677, "account_id": "ACCT-59AE49278F5A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.741 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 666, "timestamp": "2026-01-06T13:07:00Z", "transaction_amount_usd": 11073.26 }, { "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": 0.709, "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": 2419.31, "financial_exposure_usd": 3119.81, "recoverable_pct": 0.65 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102669", "label": "fraudulent", "label_confidence": 0.797, "severity": "high", "timestamp": "2026-01-02T20:29:00Z", "trace_id": "8c6bba2b-afb2-67a6-e788-ce9919ddb97b" }
{ "account_age_days": 973, "account_id": "ACCT-96C64F233193", "baseline_risk_score": 0.525, "kyc_tier": "tier_2", "session_entropy": 0.239 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 256, "timestamp": "2026-01-02T10:14:00Z", "transaction_amount_usd": 18.21 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.382, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 631993.67, "financial_exposure_usd": 646413.62, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102040", "label": "fraudulent", "label_confidence": 0.803, "severity": "critical", "timestamp": "2026-01-02T10:00:00Z", "trace_id": "554ada2c-9e4d-0d78-eccf-8f7031a19501" }
{ "account_age_days": 1922, "account_id": "ACCT-8AABE2DCF947", "baseline_risk_score": 0.468, "kyc_tier": "tier_1", "session_entropy": 0.488 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 359, "timestamp": "2026-01-02T04:48:00Z", "transaction_amount_usd": 0.26 }, { "asset": "GBP", "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": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 494165.8, "financial_exposure_usd": 799342.23, "recoverable_pct": 0.023 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105568", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-04T20:48:00Z", "trace_id": "04cafe4e-8dcc-329a-c0c4-d38cbab050da" }
{ "account_age_days": 1341, "account_id": "ACCT-C03A4CCEA7B0", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.57 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 251, "timestamp": "2026-01-04T10:14:00Z", "transaction_amount_usd": 17 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "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": 0.664, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1815801.36, "financial_exposure_usd": 4411805.06, "recoverable_pct": 0.792 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109811", "label": "benign", "label_confidence": 0.649, "severity": "high", "timestamp": "2026-01-07T19:31:00Z", "trace_id": "58da0858-e200-2090-a828-7861887cff71" }
{ "account_age_days": 1312, "account_id": "ACCT-AFF411ED81D7", "baseline_risk_score": 0.198, "kyc_tier": "tier_3", "session_entropy": 0.245 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 372, "timestamp": "2026-01-07T10:49:00Z", "transaction_amount_usd": 23.03 }, { "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": 0.683, "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": 2591.78, "financial_exposure_usd": 2697.74, "recoverable_pct": 0.929 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106233", "label": "fraudulent", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-05T07:53:00Z", "trace_id": "6458bfd2-f6c0-236f-6eb5-c848d2abbbf2" }
{ "account_age_days": 706, "account_id": "ACCT-CD477FCFAD04", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 895, "timestamp": "2026-01-05T07:53:00Z", "transaction_amount_usd": 2456257.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.689, "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": 3093596.42, "financial_exposure_usd": 3159423.43, "recoverable_pct": 0.834 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105924", "label": "fraudulent", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-05T02:44:00Z", "trace_id": "f9847f1a-e1f8-b502-ebec-b0e9fb13895e" }
{ "account_age_days": 1383, "account_id": "ACCT-3173960453DB", "baseline_risk_score": 0.287, "kyc_tier": "tier_1", "session_entropy": 0.617 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 300, "timestamp": "2026-01-05T00:51:00Z", "transaction_amount_usd": 23.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.774, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2632725.56, "financial_exposure_usd": 4060718.56, "recoverable_pct": 0.576 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103964", "label": "fraudulent", "label_confidence": 0.836, "severity": "low", "timestamp": "2026-01-03T18:04:00Z", "trace_id": "7afdf2c4-d060-9177-1024-7f3d5acc74f0" }
{ "account_age_days": 1044, "account_id": "ACCT-59DBED7F6804", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.628 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 761, "timestamp": "2026-01-03T18:04:00Z", "transaction_amount_usd": 2574533.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.914, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4892686.51, "financial_exposure_usd": 4979285.17, "recoverable_pct": 0.851 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103419", "label": "fraudulent", "label_confidence": 0.904, "severity": "critical", "timestamp": "2026-01-03T08:59:00Z", "trace_id": "43b2475f-8a34-b08c-199b-fb4dbabeff3b" }
{ "account_age_days": 1772, "account_id": "ACCT-ED387A34534D", "baseline_risk_score": 0.234, "kyc_tier": "tier_2", "session_entropy": 0.934 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 509, "timestamp": "2026-01-03T08:59:00Z", "transaction_amount_usd": 1868017.99 }, { "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": 0.927, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4694543.22, "financial_exposure_usd": 4764962.34, "recoverable_pct": 0.727 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102130", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-02T11:30:00Z", "trace_id": "1636e79c-a0fa-2e8e-70f5-56090673d276" }
{ "account_age_days": 986, "account_id": "ACCT-85743ABAD95D", "baseline_risk_score": 0.553, "kyc_tier": "tier_2", "session_entropy": 0.736 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 826, "timestamp": "2026-01-02T11:30:00Z", "transaction_amount_usd": 89087.87 }, { "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": 0.841, "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": 300688.25, "financial_exposure_usd": 724993.45, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100138", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-01T02:18:00Z", "trace_id": "1febc9af-b2a8-6456-884b-fa8ce3593ee9" }
{ "account_age_days": 844, "account_id": "ACCT-83AA622F8772", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.864 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 256, "timestamp": "2025-12-31T19:06:00Z", "transaction_amount_usd": 17.85 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.354, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 277501.41, "financial_exposure_usd": 518057.9, "recoverable_pct": 0.336 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104656", "label": "fraudulent", "label_confidence": 0.751, "severity": "medium", "timestamp": "2026-01-04T05:36:00Z", "trace_id": "5c325f3c-a46b-5811-a395-0f16c06223e1" }
{ "account_age_days": 27, "account_id": "ACCT-C9A1B2DF7B7D", "baseline_risk_score": 0.174, "kyc_tier": "tier_3", "session_entropy": 0.892 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 384, "timestamp": "2026-01-03T23:51:00Z", "transaction_amount_usd": 7.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.621, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1489343.4, "financial_exposure_usd": 2136118.5, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106561", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-05T13:21:00Z", "trace_id": "1b05d6c9-03f0-81ce-d4c5-4d67aaafae0f" }
{ "account_age_days": 1070, "account_id": "ACCT-FE032A433004", "baseline_risk_score": 0.137, "kyc_tier": "tier_2", "session_entropy": 0.207 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 224, "timestamp": "2026-01-05T13:21:00Z", "transaction_amount_usd": 2995756.15 }, { "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": 0.694, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 939415.66, "financial_exposure_usd": 1563866.08, "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-100520", "label": "fraudulent", "label_confidence": 0.783, "severity": "critical", "timestamp": "2026-01-01T08:40:00Z", "trace_id": "cc5402b4-b203-60ba-63ed-8c865cad2517" }
{ "account_age_days": 1430, "account_id": "ACCT-9C940C89148B", "baseline_risk_score": 0.321, "kyc_tier": "tier_2", "session_entropy": 0.27 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 326, "timestamp": "2026-01-01T08:40:00Z", "transaction_amount_usd": 118863.46 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.605, "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": 424926.37, "financial_exposure_usd": 868575.22, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100549", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-01T09:09:00Z", "trace_id": "4f5b2740-520b-acdc-5669-e39739a97417" }
{ "account_age_days": 1370, "account_id": "ACCT-5CD56C6DC99A", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.368 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 912, "timestamp": "2026-01-01T09:09:00Z", "transaction_amount_usd": 34928.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.831, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 935796.17, "financial_exposure_usd": 1070873.59, "recoverable_pct": 0.076 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100800", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-01T13:20:00Z", "trace_id": "9036a459-f546-aabc-f61d-39e3358f4c9c" }
{ "account_age_days": 1104, "account_id": "ACCT-E9C80A349BF5", "baseline_risk_score": 0.458, "kyc_tier": "tier_3", "session_entropy": 0.624 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 790, "timestamp": "2026-01-01T13:20:00Z", "transaction_amount_usd": 92379.66 }, { "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": 0.542, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 405142.46, "financial_exposure_usd": 653066.24, "recoverable_pct": 0.769 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104756", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T07:16:00Z", "trace_id": "23f05b0b-4771-5eca-0223-aeb8e6a22d22" }
{ "account_age_days": 154, "account_id": "ACCT-CBAA140B9B4E", "baseline_risk_score": 0.331, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 268, "timestamp": "2026-01-04T04:44:00Z", "transaction_amount_usd": 6.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4138903.77, "financial_exposure_usd": 8784076.87, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104899", "label": "fraudulent", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-04T09:39:00Z", "trace_id": "ff5e8320-9df0-026d-d5fa-7c83fc3678b1" }
{ "account_age_days": 1759, "account_id": "ACCT-6A5D029E297B", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.623 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 502, "timestamp": "2026-01-04T09:39:00Z", "transaction_amount_usd": 336044.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.786, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 183233.84, "financial_exposure_usd": 438702.91, "recoverable_pct": 0.64 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103334", "label": "fraudulent", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-03T07:34:00Z", "trace_id": "facaeebb-01ab-ac53-47fc-8b52ab9ed3b1" }
{ "account_age_days": 121, "account_id": "ACCT-99E0B52EC60D", "baseline_risk_score": 0.241, "kyc_tier": "tier_2", "session_entropy": 0.899 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 390, "timestamp": "2026-01-03T02:32:00Z", "transaction_amount_usd": 3.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.558, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1802019.59, "financial_exposure_usd": 3205854.94, "recoverable_pct": 0.71 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103124", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-03T04:04:00Z", "trace_id": "e9f735e5-cf0f-80f3-0d1f-436c3f307664" }
{ "account_age_days": 754, "account_id": "ACCT-8D6C83D28DEC", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.384 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 252, "timestamp": "2026-01-02T19:58:00Z", "transaction_amount_usd": 14.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.374, "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": 228156.21, "financial_exposure_usd": 491223.79, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109313", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-07T11:13:00Z", "trace_id": "b3d3d3d3-f73f-2bc9-5a28-c68257a249e1" }
{ "account_age_days": 1814, "account_id": "ACCT-43D5DD8BB9D7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 378, "timestamp": "2026-01-07T11:13:00Z", "transaction_amount_usd": 13451.04 }, { "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": 0.615, "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": 4286.37, "financial_exposure_usd": 4841.1, "recoverable_pct": 0.616 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108704", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-07T01:04:00Z", "trace_id": "3f720f85-3b8d-8f7d-34ea-bea89ee56429" }
{ "account_age_days": 661, "account_id": "ACCT-29B2C3D7F311", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.83 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 452, "timestamp": "2026-01-07T01:04:00Z", "transaction_amount_usd": 14278.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1655.61, "financial_exposure_usd": 3016.61, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107194", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-05T23:54:00Z", "trace_id": "f0a62da8-0bb0-f3b6-e231-c8d7632f2484" }
{ "account_age_days": 1216, "account_id": "ACCT-63A2A89EDEAA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.47 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 342, "timestamp": "2026-01-05T20:55:00Z", "transaction_amount_usd": 20.58 }, { "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": 0.455, "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": 668.06, "financial_exposure_usd": 1319.66, "recoverable_pct": 0.565 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109699", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-07T17:39:00Z", "trace_id": "1817c3b7-5cb4-e2e7-97a0-2d210f7a9d9d" }
{ "account_age_days": 1718, "account_id": "ACCT-7C0B0CE8A691", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.774 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 764, "timestamp": "2026-01-07T17:39:00Z", "transaction_amount_usd": 12929.21 }, { "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": 0.501, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1761.33, "financial_exposure_usd": 2136.9, "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-108046", "label": "benign", "label_confidence": 0.565, "severity": "medium", "timestamp": "2026-01-06T14:06:00Z", "trace_id": "d8b5763c-7988-0aa0-edc7-cce7597dd13e" }
{ "account_age_days": 947, "account_id": "ACCT-70CB9E89E03D", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 152, "timestamp": "2026-01-06T06:42:00Z", "transaction_amount_usd": 7.99 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "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": 3751.42, "financial_exposure_usd": 5343.48, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100292", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-01T04:52:00Z", "trace_id": "3388cf1b-d0f3-83cd-6b77-548916ca7742" }
{ "account_age_days": 1546, "account_id": "ACCT-4C6CED6D3F7D", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 147, "timestamp": "2026-01-01T04:52:00Z", "transaction_amount_usd": 51482.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.797, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 512563.75, "financial_exposure_usd": 620971.75, "recoverable_pct": 0.668 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108461", "label": "benign", "label_confidence": 0.605, "severity": "high", "timestamp": "2026-01-06T21:01:00Z", "trace_id": "5892fac9-42a2-c066-2e31-0f2c29478e15" }
{ "account_age_days": 276, "account_id": "ACCT-48A5709168EC", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.123 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 472, "timestamp": "2026-01-06T21:01:00Z", "transaction_amount_usd": 8971.5 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2311.51, "financial_exposure_usd": 4858.98, "recoverable_pct": 0.953 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109803", "label": "benign", "label_confidence": 0.527, "severity": "medium", "timestamp": "2026-01-07T19:23:00Z", "trace_id": "b9e8208d-ea06-07db-6513-dca0b9dec6e7" }
{ "account_age_days": 281, "account_id": "ACCT-8C211EFA6B95", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.417 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 237, "timestamp": "2026-01-07T11:55:00Z", "transaction_amount_usd": 11.59 }, { "asset": "USD", "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": 0.739, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2808.7, "financial_exposure_usd": 3608.97, "recoverable_pct": 0.975 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102004", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-02T09:24:00Z", "trace_id": "f583ee0f-5d5c-104e-0594-46bdea7c9284" }
{ "account_age_days": 31, "account_id": "ACCT-FABC6C842628", "baseline_risk_score": 0.61, "kyc_tier": "tier_2", "session_entropy": 0.893 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 205, "timestamp": "2026-01-02T09:24:00Z", "transaction_amount_usd": 111732.37 }, { "asset": "USDC", "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": 0.592, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 657253.12, "financial_exposure_usd": 1074606.73, "recoverable_pct": 0.137 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103392", "label": "fraudulent", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-03T08:32:00Z", "trace_id": "eb9f20a6-0cb9-0d52-daa8-7f48e8efc758" }
{ "account_age_days": 1543, "account_id": "ACCT-F5E7FB372A44", "baseline_risk_score": 0.274, "kyc_tier": "tier_1", "session_entropy": 0.311 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 171, "timestamp": "2026-01-03T08:32:00Z", "transaction_amount_usd": 614705.67 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.918, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2501769.07, "financial_exposure_usd": 2893310.31, "recoverable_pct": 0.506 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100103", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-01T01:43:00Z", "trace_id": "13a0181b-cbaf-d542-58e9-bbad35b1773c" }
{ "account_age_days": 1149, "account_id": "ACCT-4F7F963ED3C5", "baseline_risk_score": 0.295, "kyc_tier": "tier_2", "session_entropy": 0.495 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 489, "timestamp": "2026-01-01T01:43:00Z", "transaction_amount_usd": 60804.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.738, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 313380.94, "financial_exposure_usd": 601274.69, "recoverable_pct": 0.232 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102891", "label": "fraudulent", "label_confidence": 0.754, "severity": "critical", "timestamp": "2026-01-03T00:11:00Z", "trace_id": "ee58dab6-11e5-8164-9b6d-9eead8dc9f7c" }
{ "account_age_days": 681, "account_id": "ACCT-F972DB5473F6", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.13 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 218, "timestamp": "2026-01-02T20:25:00Z", "transaction_amount_usd": 12.38 }, { "asset": "EUR", "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": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1056482.65, "financial_exposure_usd": 1104556.7, "recoverable_pct": 0.107 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106346", "label": "fraudulent", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-05T09:46:00Z", "trace_id": "5b11fc6b-06e8-eb6f-f603-af3a112aab66" }
{ "account_age_days": 1400, "account_id": "ACCT-2A554187E311", "baseline_risk_score": 0.418, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 250, "timestamp": "2026-01-05T09:46:00Z", "transaction_amount_usd": 1324490.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.549, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6538914.46, "financial_exposure_usd": 7810352.54, "recoverable_pct": 0.539 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108081", "label": "benign", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-06T14:41:00Z", "trace_id": "8f7372f7-4188-c3ac-ea86-185fbea2b388" }
{ "account_age_days": 1320, "account_id": "ACCT-E6F30A293F62", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 685, "timestamp": "2026-01-06T14:41:00Z", "transaction_amount_usd": 4113.7 }, { "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": 0.705, "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": 438.82, "financial_exposure_usd": 996.83, "recoverable_pct": 0.746 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107750", "label": "benign", "label_confidence": 0.671, "severity": "high", "timestamp": "2026-01-06T09:10:00Z", "trace_id": "1140bdb7-5c5e-2d03-6960-53edd29d80fa" }
{ "account_age_days": 661, "account_id": "ACCT-CA3733008DB2", "baseline_risk_score": 0.107, "kyc_tier": "tier_2", "session_entropy": 0.785 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 412, "timestamp": "2026-01-06T09:10:00Z", "transaction_amount_usd": 14675.91 }, { "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": 0.522, "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": 3170.41, "financial_exposure_usd": 3848.52, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103036", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-03T02:36:00Z", "trace_id": "8cb8ceff-3a06-c22d-569e-0e6dac6dd783" }
{ "account_age_days": 1128, "account_id": "ACCT-1E3893B94DFE", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.325 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 976, "timestamp": "2026-01-03T02:36:00Z", "transaction_amount_usd": 58732.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.744, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 752874.42, "financial_exposure_usd": 981706.92, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104032", "label": "fraudulent", "label_confidence": 0.693, "severity": "high", "timestamp": "2026-01-03T19:12:00Z", "trace_id": "45d97a48-0485-3a2c-6df7-024e5984ae36" }
{ "account_age_days": 287, "account_id": "ACCT-D6CC10C188C9", "baseline_risk_score": 0.21, "kyc_tier": "tier_1", "session_entropy": 0.734 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 399, "timestamp": "2026-01-03T09:14:00Z", "transaction_amount_usd": 6.71 }, { "asset": "SOL", "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": 0.404, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4866492.06, "financial_exposure_usd": 4938979.41, "recoverable_pct": 0.874 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104362", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-04T00:42:00Z", "trace_id": "0e92a6f8-9f73-7156-b8fb-68e726f08ee0" }
{ "account_age_days": 533, "account_id": "ACCT-0FE92D7157FB", "baseline_risk_score": 0.306, "kyc_tier": "tier_3", "session_entropy": 0.907 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 815, "timestamp": "2026-01-04T00:42:00Z", "transaction_amount_usd": 2450005.62 }, { "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": 0.818, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2631522.57, "financial_exposure_usd": 3218349.02, "recoverable_pct": 0.749 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104888", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-04T09:28:00Z", "trace_id": "4394f957-548b-7ea1-07a3-014b0809c26a" }
{ "account_age_days": 28, "account_id": "ACCT-C33901FF93BA", "baseline_risk_score": 0.225, "kyc_tier": "tier_3", "session_entropy": 0.383 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 883, "timestamp": "2026-01-04T09:28:00Z", "transaction_amount_usd": 195488.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.654, "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": 4526524.64, "financial_exposure_usd": 7206871.89, "recoverable_pct": 0.638 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104548", "label": "fraudulent", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-04T03:48:00Z", "trace_id": "b8226bb7-9bb6-4425-7d7a-f521bb476c47" }
{ "account_age_days": 778, "account_id": "ACCT-A49036C02611", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.587 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 929, "timestamp": "2026-01-04T03:48:00Z", "transaction_amount_usd": 2954551.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.657, "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": 3094400.06, "financial_exposure_usd": 3960205.77, "recoverable_pct": 0.927 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101119", "label": "fraudulent", "label_confidence": 0.863, "severity": "low", "timestamp": "2026-01-01T18:39:00Z", "trace_id": "080510d1-ef4e-80a2-6a95-cd30b5dae589" }
{ "account_age_days": 1122, "account_id": "ACCT-AF886B9A7701", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.34 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 803, "timestamp": "2026-01-01T18:39:00Z", "transaction_amount_usd": 27841.08 }, { "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": 0.372, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 748949.34, "financial_exposure_usd": 1441590.39, "recoverable_pct": 0.478 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107752", "label": "benign", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-06T09:12:00Z", "trace_id": "34d558eb-7cd7-77a3-5377-421a7cf5ebcb" }
{ "account_age_days": 519, "account_id": "ACCT-E83D71B8203E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.331 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 95, "timestamp": "2026-01-06T09:12:00Z", "transaction_amount_usd": 12618.15 }, { "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": 0.569, "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": 710.09, "financial_exposure_usd": 761.52, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103510", "label": "fraudulent", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-03T10:30:00Z", "trace_id": "2b43f834-c44a-698b-3417-d28668450457" }
{ "account_age_days": 1316, "account_id": "ACCT-7EB29587D7B5", "baseline_risk_score": 0.397, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 368, "timestamp": "2026-01-03T10:30:00Z", "transaction_amount_usd": 1083159.79 }, { "asset": "SOL", "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": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1343416.31, "financial_exposure_usd": 1551926.3, "recoverable_pct": 0.409 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109470", "label": "benign", "label_confidence": 0.748, "severity": "medium", "timestamp": "2026-01-07T13:50:00Z", "trace_id": "264f704c-ba41-9633-d436-df23d813cab2" }
{ "account_age_days": 1302, "account_id": "ACCT-375AF24A624D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.223 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 935, "timestamp": "2026-01-07T13:50:00Z", "transaction_amount_usd": 7114.21 }, { "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": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1415.58, "financial_exposure_usd": 2223.46, "recoverable_pct": 0.969 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105922", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-05T02:42:00Z", "trace_id": "3f2c9614-a90f-746b-93c2-41c0832a5503" }
{ "account_age_days": 1922, "account_id": "ACCT-C2FE3A9B6F93", "baseline_risk_score": 0.216, "kyc_tier": "tier_1", "session_entropy": 0.229 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1032, "timestamp": "2026-01-05T02:42:00Z", "transaction_amount_usd": 2527366.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.505, "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": 4512718.13, "financial_exposure_usd": 6381878.96, "recoverable_pct": 0.9 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101403", "label": "fraudulent", "label_confidence": 0.877, "severity": "medium", "timestamp": "2026-01-01T23:23:00Z", "trace_id": "ad0d0ba7-56fe-982a-0204-05a732598491" }
{ "account_age_days": 1141, "account_id": "ACCT-DA7F1A73F318", "baseline_risk_score": 0.297, "kyc_tier": "tier_2", "session_entropy": 0.548 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 226, "timestamp": "2026-01-01T17:27:00Z", "transaction_amount_usd": 7.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.581, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 647659.58, "financial_exposure_usd": 686809.32, "recoverable_pct": 0.627 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105788", "label": "fraudulent", "label_confidence": 0.663, "severity": "critical", "timestamp": "2026-01-05T00:28:00Z", "trace_id": "675dee0f-dd9d-00b4-247f-aa0fb0e10435" }
{ "account_age_days": 683, "account_id": "ACCT-F2C9387E6252", "baseline_risk_score": 0.372, "kyc_tier": "tier_2", "session_entropy": 0.747 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 728, "timestamp": "2026-01-05T00:28:00Z", "transaction_amount_usd": 1160900.25 }, { "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": 0.586, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5253956.5, "financial_exposure_usd": 8182066.78, "recoverable_pct": 0.581 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102022", "label": "fraudulent", "label_confidence": 0.944, "severity": "medium", "timestamp": "2026-01-02T09:42:00Z", "trace_id": "2a972784-6321-cd64-3fff-89118c1a6e52" }
{ "account_age_days": 595, "account_id": "ACCT-24128B885E66", "baseline_risk_score": 0.595, "kyc_tier": "tier_3", "session_entropy": 0.396 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 187, "timestamp": "2026-01-02T09:42:00Z", "transaction_amount_usd": 49890.26 }, { "asset": "GBP", "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": 0.646, "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": 423485.12, "financial_exposure_usd": 577511.84, "recoverable_pct": 0.239 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101926", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-02T08:06:00Z", "trace_id": "fac90c31-e039-67f9-f399-afa0b7f15b2d" }
{ "account_age_days": 1631, "account_id": "ACCT-473A7CF2D748", "baseline_risk_score": 0.534, "kyc_tier": "tier_1", "session_entropy": 0.135 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 120, "timestamp": "2026-01-02T02:03:00Z", "transaction_amount_usd": 2.2 }, { "asset": "USD", "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": 0.896, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 577577.55, "financial_exposure_usd": 923360.43, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103631", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-03T12:31:00Z", "trace_id": "9070142b-1726-47db-8a50-a75af2c5cbc1" }
{ "account_age_days": 1280, "account_id": "ACCT-FADAF25D5DB4", "baseline_risk_score": 0.053, "kyc_tier": "tier_2", "session_entropy": 0.898 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 480, "timestamp": "2026-01-03T12:31:00Z", "transaction_amount_usd": 1266976.06 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "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": 2269468.55, "financial_exposure_usd": 2977291.65, "recoverable_pct": 0.748 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108777", "label": "benign", "label_confidence": 0.577, "severity": "high", "timestamp": "2026-01-07T02:17:00Z", "trace_id": "078c4284-b814-1066-78eb-41fb74d97874" }
{ "account_age_days": 1727, "account_id": "ACCT-696E469B09A8", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 581, "timestamp": "2026-01-07T02:17:00Z", "transaction_amount_usd": 13872.59 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 222.01, "financial_exposure_usd": 452.65, "recoverable_pct": 0.549 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101646", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-02T03:26:00Z", "trace_id": "8e775935-ed0f-73be-e5a2-32ceac96ef27" }
{ "account_age_days": 1774, "account_id": "ACCT-70341F99E70A", "baseline_risk_score": 0.434, "kyc_tier": "tier_1", "session_entropy": 0.42 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 86, "timestamp": "2026-01-01T20:15:00Z", "transaction_amount_usd": 0.14 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.506, "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": 474631.29, "financial_exposure_usd": 523337.92, "recoverable_pct": 0.709 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }