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-103175", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-03T04:55:00Z", "trace_id": "e58aafcd-6ffa-e33b-b125-fab9fec15fb6" }
{ "account_age_days": 1754, "account_id": "ACCT-93FA77012BE6", "baseline_risk_score": 0.301, "kyc_tier": "tier_3", "session_entropy": 0.532 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 333, "timestamp": "2026-01-02T17:48:00Z", "transaction_amount_usd": 7.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.621, "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": 721956.21, "financial_exposure_usd": 1122568.55, "recoverable_pct": 0.633 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108470", "label": "benign", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-06T21:10:00Z", "trace_id": "5e88c836-0bbb-6997-ad6e-ae32cab1224a" }
{ "account_age_days": 1514, "account_id": "ACCT-5EB608767310", "baseline_risk_score": 0.082, "kyc_tier": "tier_2", "session_entropy": 0.901 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 519, "timestamp": "2026-01-06T21:10:00Z", "transaction_amount_usd": 6632.97 }, { "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": 0.594, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 473.28, "financial_exposure_usd": 938.94, "recoverable_pct": 0.506 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100359", "label": "fraudulent", "label_confidence": 0.971, "severity": "high", "timestamp": "2026-01-01T05:59:00Z", "trace_id": "0e7e41b6-92bd-d0ed-d3d8-a5bdade73cc0" }
{ "account_age_days": 1218, "account_id": "ACCT-144B45A4660A", "baseline_risk_score": 0.594, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1190, "timestamp": "2026-01-01T05:59:00Z", "transaction_amount_usd": 95690.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.458, "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": 691573.57, "financial_exposure_usd": 887519.28, "recoverable_pct": 0.284 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101435", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-01T23:55:00Z", "trace_id": "fe30ef51-71ea-dc92-0383-30813f68f7cb" }
{ "account_age_days": 1072, "account_id": "ACCT-91A91A5D3A88", "baseline_risk_score": 0.617, "kyc_tier": "tier_1", "session_entropy": 0.145 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 901, "timestamp": "2026-01-01T23:55:00Z", "transaction_amount_usd": 37327.45 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.714, "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": 823334.8, "financial_exposure_usd": 1045218.59, "recoverable_pct": 0.129 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108478", "label": "benign", "label_confidence": 0.73, "severity": "medium", "timestamp": "2026-01-06T21:18:00Z", "trace_id": "94f3294a-a8ff-fce9-4b6a-e5386655c1b3" }
{ "account_age_days": 1068, "account_id": "ACCT-EBA11524FAD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.777 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 493, "timestamp": "2026-01-06T21:18:00Z", "transaction_amount_usd": 2445.81 }, { "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": 0.774, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2504.35, "financial_exposure_usd": 2567.22, "recoverable_pct": 0.492 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108364", "label": "benign", "label_confidence": 0.571, "severity": "medium", "timestamp": "2026-01-06T19:24:00Z", "trace_id": "8c4d575e-06e3-b8d3-d490-6145cfac53ef" }
{ "account_age_days": 148, "account_id": "ACCT-B72BF5B9D908", "baseline_risk_score": 0.143, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 87, "timestamp": "2026-01-06T19:24:00Z", "transaction_amount_usd": 9033.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3924.22, "financial_exposure_usd": 4940.81, "recoverable_pct": 0.952 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102783", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-02T22:23:00Z", "trace_id": "aff6fdf5-bb2d-6e83-5060-6e464e1dda8f" }
{ "account_age_days": 1293, "account_id": "ACCT-F86B4670FE22", "baseline_risk_score": 0.315, "kyc_tier": "tier_2", "session_entropy": 0.709 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 341, "timestamp": "2026-01-02T14:50:00Z", "transaction_amount_usd": 3.63 }, { "asset": "ETH", "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": 0.68, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 979825.01, "financial_exposure_usd": 1268778.22, "recoverable_pct": 0.46 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108759", "label": "benign", "label_confidence": 0.607, "severity": "high", "timestamp": "2026-01-07T01:59:00Z", "trace_id": "9c0b8783-99f7-88d6-52e4-8191da181a16" }
{ "account_age_days": 45, "account_id": "ACCT-CC0C62DBA1D1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 179, "timestamp": "2026-01-06T15:36:00Z", "transaction_amount_usd": 16.53 }, { "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": 0.574, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3745.1, "financial_exposure_usd": 5838.27, "recoverable_pct": 0.583 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108920", "label": "benign", "label_confidence": 0.464, "severity": "medium", "timestamp": "2026-01-07T04:40:00Z", "trace_id": "59e2027d-1e75-d6cb-472d-333adbcf5a17" }
{ "account_age_days": 491, "account_id": "ACCT-2A6441345544", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.358 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 87, "timestamp": "2026-01-06T18:22:00Z", "transaction_amount_usd": 11.91 }, { "asset": "SOL", "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": 0.644, "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": 853.75, "financial_exposure_usd": 1975.76, "recoverable_pct": 0.505 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100844", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-01T14:04:00Z", "trace_id": "d6680668-5c72-2c55-d80c-6d2a22dd7bf3" }
{ "account_age_days": 227, "account_id": "ACCT-93EDD23F4A2D", "baseline_risk_score": 0.483, "kyc_tier": "tier_1", "session_entropy": 0.339 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 593, "timestamp": "2026-01-01T14:04:00Z", "transaction_amount_usd": 94864.96 }, { "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": 0.416, "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": 475000.16, "financial_exposure_usd": 878286.45, "recoverable_pct": 0.251 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109095", "label": "benign", "label_confidence": 0.516, "severity": "medium", "timestamp": "2026-01-07T07:35:00Z", "trace_id": "d29609e7-9249-3635-e933-941338d67ea8" }
{ "account_age_days": 1038, "account_id": "ACCT-318C1C2F71BD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.72 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 616, "timestamp": "2026-01-07T07:35:00Z", "transaction_amount_usd": 9380.89 }, { "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": 0.736, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1341.26, "financial_exposure_usd": 2277.85, "recoverable_pct": 0.736 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109941", "label": "benign", "label_confidence": 0.679, "severity": "low", "timestamp": "2026-01-07T21:41:00Z", "trace_id": "85c990f1-e770-6e43-17df-58bb907fdc08" }
{ "account_age_days": 301, "account_id": "ACCT-32B06E5D9170", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 640, "timestamp": "2026-01-07T21:41:00Z", "transaction_amount_usd": 9601.34 }, { "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": 0.758, "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": 2582.71, "financial_exposure_usd": 5416.69, "recoverable_pct": 0.991 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105566", "label": "fraudulent", "label_confidence": 0.921, "severity": "medium", "timestamp": "2026-01-04T20:46:00Z", "trace_id": "621d7c46-5d31-68c3-3b46-5d275906ce10" }
{ "account_age_days": 1649, "account_id": "ACCT-A3F9F6BAF483", "baseline_risk_score": 0.41, "kyc_tier": "tier_2", "session_entropy": 0.721 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 799, "timestamp": "2026-01-04T20:46:00Z", "transaction_amount_usd": 1198516.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1397824.75, "financial_exposure_usd": 1902853.67, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108810", "label": "benign", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-07T02:50:00Z", "trace_id": "510653dd-0564-79b5-1c69-b89dccd359d0" }
{ "account_age_days": 1607, "account_id": "ACCT-F6FE463919C1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 811, "timestamp": "2026-01-07T02:50:00Z", "transaction_amount_usd": 4795.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.725, "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": 578.97, "financial_exposure_usd": 1003.17, "recoverable_pct": 0.742 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103005", "label": "fraudulent", "label_confidence": 0.957, "severity": "critical", "timestamp": "2026-01-03T02:05:00Z", "trace_id": "b21aa55f-378d-a6c3-f334-a19b41e06324" }
{ "account_age_days": 555, "account_id": "ACCT-B023C61957D4", "baseline_risk_score": 0.272, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 206, "timestamp": "2026-01-02T23:58:00Z", "transaction_amount_usd": 1.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.569, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 936226.04, "financial_exposure_usd": 1050827.45, "recoverable_pct": 0.184 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100555", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-01T09:15:00Z", "trace_id": "9476f617-3d8e-cdff-273d-fd6fa08f1019" }
{ "account_age_days": 988, "account_id": "ACCT-82A3DF65DD26", "baseline_risk_score": 0.462, "kyc_tier": "tier_1", "session_entropy": 0.873 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 888, "timestamp": "2026-01-01T09:15:00Z", "transaction_amount_usd": 26341.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.898, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 507442.99, "financial_exposure_usd": 888992.36, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108050", "label": "benign", "label_confidence": 0.551, "severity": "medium", "timestamp": "2026-01-06T14:10:00Z", "trace_id": "db05604e-45cc-4ee1-afb8-2da819423799" }
{ "account_age_days": 78, "account_id": "ACCT-CA040D99D0D2", "baseline_risk_score": 0.13, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 466, "timestamp": "2026-01-06T14:10:00Z", "transaction_amount_usd": 1126.22 }, { "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": 0.591, "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": 1100.39, "financial_exposure_usd": 1184.64, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100805", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-01T13:25:00Z", "trace_id": "af358777-5d18-f6a8-bbeb-5066670f08e3" }
{ "account_age_days": 1146, "account_id": "ACCT-5BB7CA76008B", "baseline_risk_score": 0.569, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 172, "timestamp": "2026-01-01T13:25:00Z", "transaction_amount_usd": 9841.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.749, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 669276.38, "financial_exposure_usd": 831708.92, "recoverable_pct": 0.407 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103894", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-03T16:54:00Z", "trace_id": "ce139611-9b59-7d80-e059-bd98023c1f9c" }
{ "account_age_days": 1446, "account_id": "ACCT-0C3E0F4B4323", "baseline_risk_score": 0.091, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 103, "timestamp": "2026-01-03T10:15:00Z", "transaction_amount_usd": 21.2 }, { "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": 0.364, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3478316.32, "financial_exposure_usd": 6070044.93, "recoverable_pct": 0.528 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103208", "label": "fraudulent", "label_confidence": 0.787, "severity": "critical", "timestamp": "2026-01-03T05:28:00Z", "trace_id": "69063bd0-59bd-ad39-c8cd-7929799c8259" }
{ "account_age_days": 284, "account_id": "ACCT-452DA88A293A", "baseline_risk_score": 0.447, "kyc_tier": "tier_2", "session_entropy": 0.291 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1055, "timestamp": "2026-01-03T05:28:00Z", "transaction_amount_usd": 114800.31 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 350095.94, "financial_exposure_usd": 419904.53, "recoverable_pct": 0.658 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103764", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-03T14:44:00Z", "trace_id": "95eba731-a0da-3e4e-4707-6e7e7937640d" }
{ "account_age_days": 750, "account_id": "ACCT-EB00BC49F7A5", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 292, "timestamp": "2026-01-03T14:44:00Z", "transaction_amount_usd": 1242060.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.478, "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": 3086168.41, "financial_exposure_usd": 3660674.07, "recoverable_pct": 0.487 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101171", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-01T19:31:00Z", "trace_id": "748b7514-dfe9-e998-55d6-42d34ba06cec" }
{ "account_age_days": 630, "account_id": "ACCT-A50D174C1D84", "baseline_risk_score": 0.312, "kyc_tier": "tier_3", "session_entropy": 0.384 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 314, "timestamp": "2026-01-01T19:02:00Z", "transaction_amount_usd": 24.46 }, { "asset": "SOL", "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": 0.463, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 578984.59, "financial_exposure_usd": 823826.18, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109134", "label": "benign", "label_confidence": 0.57, "severity": "medium", "timestamp": "2026-01-07T08:14:00Z", "trace_id": "223a9a0f-2449-fc2b-5b80-7cd2a92e2afc" }
{ "account_age_days": 1360, "account_id": "ACCT-C28F2E235712", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.167 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 195, "timestamp": "2026-01-07T03:14:00Z", "transaction_amount_usd": 11.2 }, { "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": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4073.68, "financial_exposure_usd": 4144.29, "recoverable_pct": 0.681 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107953", "label": "benign", "label_confidence": 0.58, "severity": "low", "timestamp": "2026-01-06T12:33:00Z", "trace_id": "4f05555d-7643-c100-9041-f73521347bc9" }
{ "account_age_days": 145, "account_id": "ACCT-61B81A7C58D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 406, "timestamp": "2026-01-06T12:33:00Z", "transaction_amount_usd": 14892.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.775, "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": 1334.01, "financial_exposure_usd": 2698.21, "recoverable_pct": 0.571 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106237", "label": "fraudulent", "label_confidence": 0.797, "severity": "low", "timestamp": "2026-01-05T07:57:00Z", "trace_id": "e1f26b79-0f75-c913-485d-df1b1b23f89a" }
{ "account_age_days": 1891, "account_id": "ACCT-E3FE1A30E7C7", "baseline_risk_score": 0.412, "kyc_tier": "tier_1", "session_entropy": 0.2 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 176, "timestamp": "2026-01-05T07:57:00Z", "transaction_amount_usd": 204461.53 }, { "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": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2051535.95, "financial_exposure_usd": 4279792.28, "recoverable_pct": 0.678 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107939", "label": "benign", "label_confidence": 0.726, "severity": "low", "timestamp": "2026-01-06T12:19:00Z", "trace_id": "5b88bee2-da66-89a6-d932-67ca96e1b6db" }
{ "account_age_days": 726, "account_id": "ACCT-9C0C80CFD5C2", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.816 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 548, "timestamp": "2026-01-06T12:19:00Z", "transaction_amount_usd": 5120.52 }, { "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": 0.756, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 2", "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": 1240.92, "financial_exposure_usd": 1815.23, "recoverable_pct": 0.603 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103083", "label": "fraudulent", "label_confidence": 0.76, "severity": "medium", "timestamp": "2026-01-03T03:23:00Z", "trace_id": "c4cabde6-4031-5ba2-1b26-5e138b28e1fe" }
{ "account_age_days": 303, "account_id": "ACCT-A8ADA3A7959E", "baseline_risk_score": 0.474, "kyc_tier": "tier_2", "session_entropy": 0.603 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 819, "timestamp": "2026-01-03T03:23:00Z", "transaction_amount_usd": 3374.18 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.776, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 714103.99, "financial_exposure_usd": 1262548.21, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103353", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-03T07:53:00Z", "trace_id": "894b34e1-9ee8-eb71-d61f-d90e40512313" }
{ "account_age_days": 1014, "account_id": "ACCT-F335B124A3F4", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.452 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 324, "timestamp": "2026-01-03T07:53:00Z", "transaction_amount_usd": 1022644.96 }, { "asset": "USD", "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": 0.496, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3036012.79, "financial_exposure_usd": 4248542.32, "recoverable_pct": 0.584 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101408", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-01T23:28:00Z", "trace_id": "e85b1115-f84f-ac90-eddf-d4ac693d0814" }
{ "account_age_days": 1084, "account_id": "ACCT-E12FE6A4A7BF", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 301, "timestamp": "2026-01-01T23:28:00Z", "transaction_amount_usd": 86654.98 }, { "asset": "USDT", "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": 0.7, "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 HAVING ...
{ "customer_funds_at_risk_usd": 1148322.31, "financial_exposure_usd": 1181086.25, "recoverable_pct": 0.477 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107514", "label": "benign", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-06T05:14:00Z", "trace_id": "fa17a56d-91d7-eb09-8b45-01ded397c6ee" }
{ "account_age_days": 419, "account_id": "ACCT-4E5EA9BF965D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.525 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 365, "timestamp": "2026-01-05T16:46:00Z", "transaction_amount_usd": 15.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1996.75, "financial_exposure_usd": 4034.31, "recoverable_pct": 0.465 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102829", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-02T23:09:00Z", "trace_id": "b1aa868d-b73b-5f9b-3b46-99bb26ce4cc8" }
{ "account_age_days": 1848, "account_id": "ACCT-66E914F37900", "baseline_risk_score": 0.593, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 317, "timestamp": "2026-01-02T23:09:00Z", "transaction_amount_usd": 50288.53 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.869, "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": 736223.43, "financial_exposure_usd": 1236141.9, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109136", "label": "benign", "label_confidence": 0.71, "severity": "low", "timestamp": "2026-01-07T08:16:00Z", "trace_id": "ee85baa5-b874-ee29-c8aa-7b7ea74824de" }
{ "account_age_days": 1729, "account_id": "ACCT-C35F7BAA819A", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.494 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 326, "timestamp": "2026-01-07T05:09:00Z", "transaction_amount_usd": 11.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1150.73, "financial_exposure_usd": 1466.22, "recoverable_pct": 0.425 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104661", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-04T05:41:00Z", "trace_id": "2b122c6e-8eb3-3a29-f0b3-c71936a862cf" }
{ "account_age_days": 1975, "account_id": "ACCT-E3CF304EDFF5", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.847 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 158, "timestamp": "2026-01-04T05:41:00Z", "transaction_amount_usd": 2743173.49 }, { "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": 0.411, "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": 1470156.76, "financial_exposure_usd": 2758767.47, "recoverable_pct": 0.707 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108997", "label": "benign", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-07T05:57:00Z", "trace_id": "f442f9a8-43be-d32e-60f5-abbf628d9b09" }
{ "account_age_days": 550, "account_id": "ACCT-7B6F558AB848", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.349 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 695, "timestamp": "2026-01-07T05:57:00Z", "transaction_amount_usd": 13416.1 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.459, "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": 2637.8, "financial_exposure_usd": 3000.44, "recoverable_pct": 0.782 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108100", "label": "benign", "label_confidence": 0.734, "severity": "medium", "timestamp": "2026-01-06T15:00:00Z", "trace_id": "5f7e3bfd-0b7b-28d6-d6a7-3be143e9c362" }
{ "account_age_days": 1721, "account_id": "ACCT-AA6D3CDD707B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.498 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 300, "timestamp": "2026-01-06T07:32:00Z", "transaction_amount_usd": 6.69 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.784, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 8", "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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103800", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-03T15:20:00Z", "trace_id": "93620939-7a89-c3fd-363c-65b23a56280e" }
{ "account_age_days": 1322, "account_id": "ACCT-A5F9D605C52D", "baseline_risk_score": 0.15, "kyc_tier": "tier_2", "session_entropy": 0.263 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 306, "timestamp": "2026-01-03T12:15:00Z", "transaction_amount_usd": 4.48 }, { "asset": "USDT", "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": 0.813, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6124419.98, "financial_exposure_usd": 8690505.56, "recoverable_pct": 0.804 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108281", "label": "benign", "label_confidence": 0.5, "severity": "low", "timestamp": "2026-01-06T18:01:00Z", "trace_id": "032fc7d7-ffdd-0b32-e2bb-8c75230fab84" }
{ "account_age_days": 1630, "account_id": "ACCT-2B757D4B040E", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 469, "timestamp": "2026-01-06T18:01:00Z", "transaction_amount_usd": 13095.81 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2772.45, "financial_exposure_usd": 3419.88, "recoverable_pct": 0.713 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100927", "label": "fraudulent", "label_confidence": 0.955, "severity": "medium", "timestamp": "2026-01-01T15:27:00Z", "trace_id": "da212725-15f2-4b9d-e7bb-ec67e78721d0" }
{ "account_age_days": 885, "account_id": "ACCT-0F264FEC76DA", "baseline_risk_score": 0.274, "kyc_tier": "tier_2", "session_entropy": 0.735 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1084, "timestamp": "2026-01-01T15:27:00Z", "transaction_amount_usd": 21624.67 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "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 HAV...
{ "customer_funds_at_risk_usd": 583541.11, "financial_exposure_usd": 989794.78, "recoverable_pct": 0.022 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102190", "label": "fraudulent", "label_confidence": 0.851, "severity": "low", "timestamp": "2026-01-02T12:30:00Z", "trace_id": "58179fc9-6360-5e4d-c1a2-4454f70e12ca" }
{ "account_age_days": 126, "account_id": "ACCT-5F6FBDC1A531", "baseline_risk_score": 0.52, "kyc_tier": "tier_3", "session_entropy": 0.62 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 245, "timestamp": "2026-01-02T12:30:00Z", "transaction_amount_usd": 89453.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.838, "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": 612499.08, "financial_exposure_usd": 650621.44, "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-102311", "label": "fraudulent", "label_confidence": 0.944, "severity": "low", "timestamp": "2026-01-02T14:31:00Z", "trace_id": "981e4967-a950-580b-02f9-c894d7d02559" }
{ "account_age_days": 1451, "account_id": "ACCT-6FBDCFB7246A", "baseline_risk_score": 0.554, "kyc_tier": "tier_1", "session_entropy": 0.458 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 131, "timestamp": "2026-01-02T02:41:00Z", "transaction_amount_usd": 21.61 }, { "asset": "EUR", "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": 0.541, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 524007.93, "financial_exposure_usd": 1254318.24, "recoverable_pct": 0.27 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104018", "label": "fraudulent", "label_confidence": 0.826, "severity": "critical", "timestamp": "2026-01-03T18:58:00Z", "trace_id": "1d7037fc-d184-c4c8-3998-6d39ecec7723" }
{ "account_age_days": 895, "account_id": "ACCT-05FE67637EEE", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.34 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 195, "timestamp": "2026-01-03T18:58:00Z", "transaction_amount_usd": 573355.42 }, { "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": 0.366, "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": 2255645.44, "financial_exposure_usd": 3666447.38, "recoverable_pct": 0.863 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105181", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-04T14:21:00Z", "trace_id": "5667338b-1795-ff7f-35b8-0ac792c82af3" }
{ "account_age_days": 190, "account_id": "ACCT-88C6084E756E", "baseline_risk_score": 0.315, "kyc_tier": "tier_3", "session_entropy": 0.523 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1174, "timestamp": "2026-01-04T14:21:00Z", "transaction_amount_usd": 385591.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.71, "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": 5780390.9, "financial_exposure_usd": 5987079.18, "recoverable_pct": 0.756 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108206", "label": "benign", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-06T16:46:00Z", "trace_id": "2b87e501-8edf-287f-7a5d-8e9d351a4813" }
{ "account_age_days": 1903, "account_id": "ACCT-890F43A91BF0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.129 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 189, "timestamp": "2026-01-06T13:03:00Z", "transaction_amount_usd": 24.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2008.75, "financial_exposure_usd": 5015.07, "recoverable_pct": 0.416 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102535", "label": "fraudulent", "label_confidence": 0.858, "severity": "high", "timestamp": "2026-01-02T18:15:00Z", "trace_id": "d004abaf-1053-1e75-ac9f-f6d6de16b62b" }
{ "account_age_days": 1929, "account_id": "ACCT-BE0C6D54CA0F", "baseline_risk_score": 0.279, "kyc_tier": "tier_3", "session_entropy": 0.306 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 151, "timestamp": "2026-01-02T15:54:00Z", "transaction_amount_usd": 21 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 396906.88, "financial_exposure_usd": 408851.91, "recoverable_pct": 0.344 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100683", "label": "fraudulent", "label_confidence": 0.891, "severity": "critical", "timestamp": "2026-01-01T11:23:00Z", "trace_id": "0d8d6572-9c22-b839-4909-922b9f8b946c" }
{ "account_age_days": 626, "account_id": "ACCT-7A679F88FE0E", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.688 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 311, "timestamp": "2025-12-31T22:46:00Z", "transaction_amount_usd": 4.66 }, { "asset": "ETH", "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": 0.839, "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": 678447.31, "financial_exposure_usd": 790874.54, "recoverable_pct": 0.407 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103211", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-03T05:31:00Z", "trace_id": "9c546bdb-b8f1-95a9-54e4-3f833bac4b14" }
{ "account_age_days": 630, "account_id": "ACCT-BDCE51EF014C", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 212, "timestamp": "2026-01-02T19:11:00Z", "transaction_amount_usd": 4.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 277386.81, "financial_exposure_usd": 349191.09, "recoverable_pct": 0.368 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108709", "label": "benign", "label_confidence": 0.638, "severity": "medium", "timestamp": "2026-01-07T01:09:00Z", "trace_id": "cf9ffbca-0e92-2a53-4427-8697fc43cc73" }
{ "account_age_days": 1410, "account_id": "ACCT-4CEA1641B8C6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.761 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 376, "timestamp": "2026-01-06T19:15:00Z", "transaction_amount_usd": 18.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "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": 3228.06, "financial_exposure_usd": 3923.4, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106175", "label": "fraudulent", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-05T06:55:00Z", "trace_id": "93cdab86-aac3-ee7e-95ec-f7cbb4bcd1fd" }
{ "account_age_days": 1176, "account_id": "ACCT-AA74EB7C2C9B", "baseline_risk_score": 0.432, "kyc_tier": "tier_2", "session_entropy": 0.448 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1016, "timestamp": "2026-01-05T06:55:00Z", "transaction_amount_usd": 308789.41 }, { "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": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2351613.4, "financial_exposure_usd": 5444937.44, "recoverable_pct": 0.972 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102982", "label": "fraudulent", "label_confidence": 0.871, "severity": "critical", "timestamp": "2026-01-03T01:42:00Z", "trace_id": "891469c8-4502-e019-deda-6a799d7e94bf" }
{ "account_age_days": 559, "account_id": "ACCT-A13FF68DD8A7", "baseline_risk_score": 0.562, "kyc_tier": "tier_3", "session_entropy": 0.944 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 775, "timestamp": "2026-01-03T01:42:00Z", "transaction_amount_usd": 3844.61 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.545, "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": 536416.01, "financial_exposure_usd": 690298.8, "recoverable_pct": 0.417 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109515", "label": "benign", "label_confidence": 0.566, "severity": "low", "timestamp": "2026-01-07T14:35:00Z", "trace_id": "a8e56b33-a1c8-4e23-effe-12bb0959ad55" }
{ "account_age_days": 1294, "account_id": "ACCT-CB0FBE3DAFCC", "baseline_risk_score": 0.141, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 328, "timestamp": "2026-01-07T14:35:00Z", "transaction_amount_usd": 8578.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.586, "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": 3303.76, "financial_exposure_usd": 4613.8, "recoverable_pct": 0.91 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108071", "label": "benign", "label_confidence": 0.566, "severity": "low", "timestamp": "2026-01-06T14:31:00Z", "trace_id": "a7d8e23a-969d-734a-f199-76a615a19113" }
{ "account_age_days": 515, "account_id": "ACCT-DCECAA47E8C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.48 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 187, "timestamp": "2026-01-06T14:31:00Z", "transaction_amount_usd": 13489.7 }, { "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": 0.701, "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": 1484.08, "financial_exposure_usd": 1988.14, "recoverable_pct": 0.436 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101854", "label": "fraudulent", "label_confidence": 0.932, "severity": "high", "timestamp": "2026-01-02T06:54:00Z", "trace_id": "4f60bfcb-e762-dd3f-42b7-322dd18f8d66" }
{ "account_age_days": 295, "account_id": "ACCT-F77DF484A30D", "baseline_risk_score": 0.647, "kyc_tier": "tier_3", "session_entropy": 0.568 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 343, "timestamp": "2026-01-02T03:46:00Z", "transaction_amount_usd": 22.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.942, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 871722.02, "financial_exposure_usd": 1152037.84, "recoverable_pct": 0.691 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101715", "label": "fraudulent", "label_confidence": 0.917, "severity": "critical", "timestamp": "2026-01-02T04:35:00Z", "trace_id": "c2efb5ba-7ae2-eab2-a9c1-2c19fea08344" }
{ "account_age_days": 1835, "account_id": "ACCT-A0DDE96C10A0", "baseline_risk_score": 0.583, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 353, "timestamp": "2026-01-02T04:35:00Z", "transaction_amount_usd": 75241.88 }, { "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": 0.716, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 347841.91, "financial_exposure_usd": 703017.97, "recoverable_pct": 0.117 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100621", "label": "fraudulent", "label_confidence": 0.965, "severity": "high", "timestamp": "2026-01-01T10:21:00Z", "trace_id": "85cbad8d-e9a5-aa16-f1a1-fe4176ef5c6a" }
{ "account_age_days": 795, "account_id": "ACCT-16DEAD77E806", "baseline_risk_score": 0.568, "kyc_tier": "tier_1", "session_entropy": 0.492 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 901, "timestamp": "2026-01-01T10:21:00Z", "transaction_amount_usd": 101352.97 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.74, "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 HAVING...
{ "customer_funds_at_risk_usd": 412671.8, "financial_exposure_usd": 881752.61, "recoverable_pct": 0.571 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108496", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-06T21:36:00Z", "trace_id": "cb6b7909-7222-1b1e-5bfa-859a36d16524" }
{ "account_age_days": 1583, "account_id": "ACCT-982D4C09A453", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.524 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 788, "timestamp": "2026-01-06T21:36:00Z", "transaction_amount_usd": 2853.87 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "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": 1512.21, "financial_exposure_usd": 2267.9, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100438", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-01T07:18:00Z", "trace_id": "0d7079bd-f037-13d6-a89d-db8c4282c052" }
{ "account_age_days": 1685, "account_id": "ACCT-0C56B0286656", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.207 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 111, "timestamp": "2026-01-01T01:25:00Z", "transaction_amount_usd": 12.32 }, { "asset": "USD", "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": 0.408, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 333772.31, "financial_exposure_usd": 481992.66, "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-108212", "label": "benign", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-06T16:52:00Z", "trace_id": "3e5a2b56-371d-1ea1-e21e-0f2fdf0a80fa" }
{ "account_age_days": 440, "account_id": "ACCT-269C02D5E165", "baseline_risk_score": 0.056, "kyc_tier": "tier_3", "session_entropy": 0.774 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 200, "timestamp": "2026-01-06T08:49:00Z", "transaction_amount_usd": 15.64 }, { "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": 0.614, "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": 1538.98, "financial_exposure_usd": 2064.81, "recoverable_pct": 0.756 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102299", "label": "fraudulent", "label_confidence": 0.875, "severity": "medium", "timestamp": "2026-01-02T14:19:00Z", "trace_id": "627da923-5449-9195-b56e-e302a23ab036" }
{ "account_age_days": 1560, "account_id": "ACCT-A37AAACF3CC0", "baseline_risk_score": 0.527, "kyc_tier": "tier_2", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 359, "timestamp": "2026-01-02T06:42:00Z", "transaction_amount_usd": 5.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.882, "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": 543837.31, "financial_exposure_usd": 585856.96, "recoverable_pct": 0.534 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106693", "label": "benign", "label_confidence": 0.514, "severity": "medium", "timestamp": "2026-01-05T15:33:00Z", "trace_id": "aafeadcf-d555-9096-02ca-bf41b81d0fb5" }
{ "account_age_days": 1287, "account_id": "ACCT-853903AC2284", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.873 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 988, "timestamp": "2026-01-05T15:33:00Z", "transaction_amount_usd": 10973.4 }, { "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": 0.781, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3098.51, "financial_exposure_usd": 5351.39, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104557", "label": "fraudulent", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-04T03:57:00Z", "trace_id": "7d961cdc-ca6f-74cc-95f8-58b8bd02b1aa" }
{ "account_age_days": 914, "account_id": "ACCT-80CD54F7BD8F", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 983, "timestamp": "2026-01-04T03:57:00Z", "transaction_amount_usd": 1242871.29 }, { "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": 0.92, "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 post...
{ "customer_funds_at_risk_usd": 1669162.89, "financial_exposure_usd": 2667158.66, "recoverable_pct": 0.68 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100110", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-01T01:50:00Z", "trace_id": "732fc932-ab96-2697-c1e1-f813747ac231" }
{ "account_age_days": 996, "account_id": "ACCT-B3DD7820BD20", "baseline_risk_score": 0.419, "kyc_tier": "tier_2", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 240, "timestamp": "2026-01-01T01:50:00Z", "transaction_amount_usd": 41289.46 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "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": 539971.97, "financial_exposure_usd": 1036806.46, "recoverable_pct": 0.484 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104976", "label": "fraudulent", "label_confidence": 0.641, "severity": "high", "timestamp": "2026-01-04T10:56:00Z", "trace_id": "1b457872-a336-7a30-fb12-9f59e0db689c" }
{ "account_age_days": 1555, "account_id": "ACCT-732C11154002", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.225 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 869, "timestamp": "2026-01-04T10:56:00Z", "transaction_amount_usd": 467327.81 }, { "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": 0.429, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4585764.24, "financial_exposure_usd": 5447873.36, "recoverable_pct": 0.547 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109040", "label": "benign", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-07T06:40:00Z", "trace_id": "89a4bd47-863c-1dc0-d2fa-6c1f3905d42f" }
{ "account_age_days": 575, "account_id": "ACCT-9D8BFFED6B2E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 793, "timestamp": "2026-01-07T06:40:00Z", "transaction_amount_usd": 7270.27 }, { "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": 0.594, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 182.88, "financial_exposure_usd": 197.18, "recoverable_pct": 0.498 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100463", "label": "fraudulent", "label_confidence": 0.858, "severity": "low", "timestamp": "2026-01-01T07:43:00Z", "trace_id": "41d51311-60ae-027d-c181-f88fa4d6b520" }
{ "account_age_days": 998, "account_id": "ACCT-B9538558C789", "baseline_risk_score": 0.531, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1136, "timestamp": "2026-01-01T07:43:00Z", "transaction_amount_usd": 656.52 }, { "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": 0.452, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 495518.78, "financial_exposure_usd": 728271.87, "recoverable_pct": 0.088 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107309", "label": "benign", "label_confidence": 0.587, "severity": "medium", "timestamp": "2026-01-06T01:49:00Z", "trace_id": "4337266d-daa9-a46f-8e04-543d17d2ecc5" }
{ "account_age_days": 1859, "account_id": "ACCT-4C319FD08F90", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 706, "timestamp": "2026-01-06T01:49:00Z", "transaction_amount_usd": 3989.09 }, { "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": 0.474, "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": 3127.94, "financial_exposure_usd": 5775.18, "recoverable_pct": 0.965 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101197", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-01T19:57:00Z", "trace_id": "7d6d67c6-6a48-ee73-51ad-3af7246273bf" }
{ "account_age_days": 1425, "account_id": "ACCT-3C3F7CD74528", "baseline_risk_score": 0.342, "kyc_tier": "tier_2", "session_entropy": 0.798 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 416, "timestamp": "2026-01-01T19:57:00Z", "transaction_amount_usd": 21917.88 }, { "asset": "JPY", "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": 0.404, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 719330.04, "financial_exposure_usd": 1040759.65, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107053", "label": "benign", "label_confidence": 0.56, "severity": "high", "timestamp": "2026-01-05T21:33:00Z", "trace_id": "69b70e96-9fc7-7988-af44-9e11bac953ad" }
{ "account_age_days": 1542, "account_id": "ACCT-33784327213A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.652 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 146, "timestamp": "2026-01-05T21:33:00Z", "transaction_amount_usd": 13645.02 }, { "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": 0.631, "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": 2706.83, "financial_exposure_usd": 2889.87, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106000", "label": "fraudulent", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-05T04:00:00Z", "trace_id": "c176ac35-69b7-0a68-52fd-8266da2bbd93" }
{ "account_age_days": 82, "account_id": "ACCT-E01B04FF88DF", "baseline_risk_score": 0.21, "kyc_tier": "tier_1", "session_entropy": 0.536 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 358, "timestamp": "2026-01-04T19:25:00Z", "transaction_amount_usd": 22.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4255642.06, "financial_exposure_usd": 4483292.21, "recoverable_pct": 0.599 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109373", "label": "benign", "label_confidence": 0.548, "severity": "low", "timestamp": "2026-01-07T12:13:00Z", "trace_id": "c8cc3281-81c8-845c-6130-1762ce02484f" }
{ "account_age_days": 1448, "account_id": "ACCT-59DE09FCC820", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.582 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 308, "timestamp": "2026-01-07T12:13:00Z", "transaction_amount_usd": 10635.38 }, { "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": 0.464, "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": 2044.16, "financial_exposure_usd": 2508.5, "recoverable_pct": 0.568 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103871", "label": "fraudulent", "label_confidence": 0.807, "severity": "critical", "timestamp": "2026-01-03T16:31:00Z", "trace_id": "3c715e26-cff1-ad6a-2685-fe62ef1a0550" }
{ "account_age_days": 1449, "account_id": "ACCT-F3776EB10173", "baseline_risk_score": 0.317, "kyc_tier": "tier_3", "session_entropy": 0.156 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 506, "timestamp": "2026-01-03T16:31:00Z", "transaction_amount_usd": 2649545.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "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": 3937474.08, "financial_exposure_usd": 4227836.03, "recoverable_pct": 0.57 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102049", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-02T10:09:00Z", "trace_id": "6eccfcc6-5ae8-54dc-c38f-c4508c7ca68b" }
{ "account_age_days": 1826, "account_id": "ACCT-16163BF96708", "baseline_risk_score": 0.501, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 176, "timestamp": "2026-01-01T21:40:00Z", "transaction_amount_usd": 22.49 }, { "asset": "USD", "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": 0.539, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 331108.57, "financial_exposure_usd": 552744.91, "recoverable_pct": 0.598 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103457", "label": "fraudulent", "label_confidence": 0.795, "severity": "high", "timestamp": "2026-01-03T09:37:00Z", "trace_id": "9d304d9c-beb9-b7d7-3cd6-8ccc914856e3" }
{ "account_age_days": 1865, "account_id": "ACCT-B300B34CF71A", "baseline_risk_score": 0.188, "kyc_tier": "tier_1", "session_entropy": 0.372 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1151, "timestamp": "2026-01-03T09:37:00Z", "transaction_amount_usd": 664956.92 }, { "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": 0.424, "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": 4545983.18, "financial_exposure_usd": 4813739.26, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103163", "label": "fraudulent", "label_confidence": 0.967, "severity": "high", "timestamp": "2026-01-03T04:43:00Z", "trace_id": "8d4dfee4-f3f7-402a-dc9f-e91c1591e71a" }
{ "account_age_days": 1009, "account_id": "ACCT-A7876D91E931", "baseline_risk_score": 0.553, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 377, "timestamp": "2026-01-03T04:43:00Z", "transaction_amount_usd": 25216.25 }, { "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": 0.775, "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": 509284.24, "financial_exposure_usd": 566348.48, "recoverable_pct": 0.588 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105413", "label": "fraudulent", "label_confidence": 0.83, "severity": "high", "timestamp": "2026-01-04T18:13:00Z", "trace_id": "5dc02eb0-6453-d653-fb7a-66c9d1875015" }
{ "account_age_days": 1871, "account_id": "ACCT-C94F36D0A2AE", "baseline_risk_score": 0.07, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 291, "timestamp": "2026-01-04T11:18:00Z", "transaction_amount_usd": 6.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.525, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 2181071.91, "financial_exposure_usd": 4042864.39, "recoverable_pct": 0.89 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100288", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-01T04:48:00Z", "trace_id": "b819544a-20b8-d865-580e-60e43f027521" }
{ "account_age_days": 1831, "account_id": "ACCT-FB0100D9D2D9", "baseline_risk_score": 0.409, "kyc_tier": "tier_3", "session_entropy": 0.571 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 383, "timestamp": "2026-01-01T04:48:00Z", "transaction_amount_usd": 42593.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 758165.74, "financial_exposure_usd": 920492.59, "recoverable_pct": 0.819 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109276", "label": "benign", "label_confidence": 0.511, "severity": "low", "timestamp": "2026-01-07T10:36:00Z", "trace_id": "41ff9569-0ecc-214d-fef0-b1130075f957" }
{ "account_age_days": 258, "account_id": "ACCT-1990F0C2D01C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.894 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1198, "timestamp": "2026-01-07T10:36:00Z", "transaction_amount_usd": 14719.51 }, { "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": 0.656, "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": 990.66, "financial_exposure_usd": 1445.8, "recoverable_pct": 0.499 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101221", "label": "fraudulent", "label_confidence": 0.975, "severity": "critical", "timestamp": "2026-01-01T20:21:00Z", "trace_id": "cc66341b-165d-1e22-c497-0b47313286b6" }
{ "account_age_days": 1361, "account_id": "ACCT-6B6E44E64A71", "baseline_risk_score": 0.544, "kyc_tier": "tier_2", "session_entropy": 0.123 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1123, "timestamp": "2026-01-01T20:21:00Z", "transaction_amount_usd": 102468.61 }, { "asset": "SOL", "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": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 451274.54, "financial_exposure_usd": 553350.05, "recoverable_pct": 0.081 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107508", "label": "benign", "label_confidence": 0.737, "severity": "medium", "timestamp": "2026-01-06T05:08:00Z", "trace_id": "49805c48-cce8-9beb-e3d6-8303e910e247" }
{ "account_age_days": 631, "account_id": "ACCT-764FC6246011", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 149, "timestamp": "2026-01-06T05:08:00Z", "transaction_amount_usd": 5411.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.756, "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": 2486.9, "financial_exposure_usd": 4836.03, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103462", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-03T09:42:00Z", "trace_id": "081bb1f8-1bf9-e499-5010-81e3bbb5c83e" }
{ "account_age_days": 1574, "account_id": "ACCT-83C3A6569CE4", "baseline_risk_score": 0.187, "kyc_tier": "tier_3", "session_entropy": 0.803 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 208, "timestamp": "2026-01-03T09:42:00Z", "transaction_amount_usd": 445501.36 }, { "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": 0.806, "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": 4909535.31, "financial_exposure_usd": 5895200.79, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107536", "label": "benign", "label_confidence": 0.538, "severity": "low", "timestamp": "2026-01-06T05:36:00Z", "trace_id": "fd116ac9-cb10-b447-48a4-53e6628fe268" }
{ "account_age_days": 1002, "account_id": "ACCT-DE96D3C0EBCD", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 287, "timestamp": "2026-01-06T05:36:00Z", "transaction_amount_usd": 4488.34 }, { "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": 0.586, "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": 1377.05, "financial_exposure_usd": 1520.74, "recoverable_pct": 0.827 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103809", "label": "fraudulent", "label_confidence": 0.748, "severity": "critical", "timestamp": "2026-01-03T15:29:00Z", "trace_id": "8719cd4b-55e2-5a59-94c7-5fb7ca7a4dff" }
{ "account_age_days": 1890, "account_id": "ACCT-D21FD98E8CEF", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 191, "timestamp": "2026-01-03T15:29:00Z", "transaction_amount_usd": 2088066.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.874, "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": 3675377.23, "financial_exposure_usd": 4298627.46, "recoverable_pct": 0.953 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101569", "label": "fraudulent", "label_confidence": 0.926, "severity": "critical", "timestamp": "2026-01-02T02:09:00Z", "trace_id": "e28ae0fc-797e-f304-c7a3-94bc5b36a424" }
{ "account_age_days": 1832, "account_id": "ACCT-DA0808ABD7AE", "baseline_risk_score": 0.383, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1119, "timestamp": "2026-01-02T02:09:00Z", "transaction_amount_usd": 49801.36 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.896, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 462807.85, "financial_exposure_usd": 470595.23, "recoverable_pct": 0.822 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100855", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-01T14:15:00Z", "trace_id": "f37e0979-ec80-3df5-bd62-c9165dee6318" }
{ "account_age_days": 851, "account_id": "ACCT-AF47A214180B", "baseline_risk_score": 0.395, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 984, "timestamp": "2026-01-01T14:15:00Z", "transaction_amount_usd": 107610.48 }, { "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": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 69827.03, "financial_exposure_usd": 109589.7, "recoverable_pct": 0.833 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102115", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-02T11:15:00Z", "trace_id": "dd9b6816-0e40-da3d-63f7-30b6555c998c" }
{ "account_age_days": 1893, "account_id": "ACCT-D4F14A576505", "baseline_risk_score": 0.388, "kyc_tier": "tier_3", "session_entropy": 0.744 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 96, "timestamp": "2026-01-02T10:13:00Z", "transaction_amount_usd": 11.64 }, { "asset": "USD", "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": 0.738, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 247052.33, "financial_exposure_usd": 431276.86, "recoverable_pct": 0.679 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103944", "label": "fraudulent", "label_confidence": 0.795, "severity": "low", "timestamp": "2026-01-03T17:44:00Z", "trace_id": "46539681-c857-b167-9f8a-899e14fbaeda" }
{ "account_age_days": 1648, "account_id": "ACCT-A34BF326B43E", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.289 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 224, "timestamp": "2026-01-03T14:40:00Z", "transaction_amount_usd": 0.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.585, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3671124.92, "financial_exposure_usd": 5299337.55, "recoverable_pct": 0.588 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103187", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-03T05:07:00Z", "trace_id": "a0f457f6-6221-474b-6ff4-b2629a8511d2" }
{ "account_age_days": 473, "account_id": "ACCT-026D775F6DC7", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.777 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 84, "timestamp": "2026-01-02T21:00:00Z", "transaction_amount_usd": 10.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.752, "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": 715899.1, "financial_exposure_usd": 879715.76, "recoverable_pct": 0.065 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100084", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-01T01:24:00Z", "trace_id": "48843b5b-cdd3-214c-b450-8610f17aa7a9" }
{ "account_age_days": 621, "account_id": "ACCT-A64272A28E5F", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 105, "timestamp": "2025-12-31T14:46:00Z", "transaction_amount_usd": 8.47 }, { "asset": "BTC", "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": 0.59, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 443025.13, "financial_exposure_usd": 815666.14, "recoverable_pct": 0.207 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104734", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T06:54:00Z", "trace_id": "3d73fa86-a681-af49-6fd2-bf6227325aa9" }
{ "account_age_days": 1454, "account_id": "ACCT-A26C5FB41ADB", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 736, "timestamp": "2026-01-04T06:54:00Z", "transaction_amount_usd": 2242947.48 }, { "asset": "JPY", "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": 0.812, "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": 923398.47, "financial_exposure_usd": 1913837.29, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106609", "label": "fraudulent", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-05T14:09:00Z", "trace_id": "ec1027ce-82c9-2f1f-2082-109373b7ba01" }
{ "account_age_days": 1797, "account_id": "ACCT-4BA145B8BAB7", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.896 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 657, "timestamp": "2026-01-05T14:09:00Z", "transaction_amount_usd": 2450946.74 }, { "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": 0.374, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1256893.71, "financial_exposure_usd": 2449416.95, "recoverable_pct": 0.583 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103997", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-03T18:37:00Z", "trace_id": "18804478-ab32-9b43-1309-055226271d79" }
{ "account_age_days": 793, "account_id": "ACCT-C82355E27483", "baseline_risk_score": 0.326, "kyc_tier": "tier_2", "session_entropy": 0.623 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 419, "timestamp": "2026-01-03T18:37:00Z", "transaction_amount_usd": 1929715.6 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.941, "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": 2397179.3, "financial_exposure_usd": 3798482.71, "recoverable_pct": 0.524 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101641", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-02T03:21:00Z", "trace_id": "7351be70-eef5-c2dc-2af6-9309b46d3137" }
{ "account_age_days": 1487, "account_id": "ACCT-29A79D2FA4FC", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.457 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 84, "timestamp": "2026-01-01T16:43:00Z", "transaction_amount_usd": 12.17 }, { "asset": "SOL", "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": 0.934, "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": 543630.56, "financial_exposure_usd": 781038.01, "recoverable_pct": 0.594 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105311", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-04T16:31:00Z", "trace_id": "27a3605a-db48-a665-da0f-95debb82b4b6" }
{ "account_age_days": 175, "account_id": "ACCT-DF4E756C972C", "baseline_risk_score": 0.113, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 665, "timestamp": "2026-01-04T16:31:00Z", "transaction_amount_usd": 885076.05 }, { "asset": "USDC", "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 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": 4243887.58, "financial_exposure_usd": 7739473.65, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100659", "label": "fraudulent", "label_confidence": 0.849, "severity": "critical", "timestamp": "2026-01-01T10:59:00Z", "trace_id": "262076c3-6af8-ef62-d507-017fe4162f2c" }
{ "account_age_days": 386, "account_id": "ACCT-40EE43BBFC8C", "baseline_risk_score": 0.465, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 105, "timestamp": "2026-01-01T00:04:00Z", "transaction_amount_usd": 1.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.357, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 835630.59, "financial_exposure_usd": 1126295.66, "recoverable_pct": 0.374 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108444", "label": "benign", "label_confidence": 0.596, "severity": "medium", "timestamp": "2026-01-06T20:44:00Z", "trace_id": "5d1bf064-e826-140a-35f3-bbbd2ad70ea5" }
{ "account_age_days": 1574, "account_id": "ACCT-9D21E119095A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.177 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 868, "timestamp": "2026-01-06T20:44:00Z", "transaction_amount_usd": 4252.39 }, { "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": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2879.36, "financial_exposure_usd": 5312.58, "recoverable_pct": 0.636 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100662", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-01T11:02:00Z", "trace_id": "afaeb523-26ff-28c3-c5ee-d8b02d96364e" }
{ "account_age_days": 1784, "account_id": "ACCT-AC1552B41982", "baseline_risk_score": 0.386, "kyc_tier": "tier_1", "session_entropy": 0.921 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 285, "timestamp": "2026-01-01T11:02:00Z", "transaction_amount_usd": 76223.29 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.724, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 850928.49, "financial_exposure_usd": 859868.95, "recoverable_pct": 0.685 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106763", "label": "benign", "label_confidence": 0.507, "severity": "low", "timestamp": "2026-01-05T16:43:00Z", "trace_id": "0461af8b-b41d-2436-ef13-71cbf254f0ce" }
{ "account_age_days": 971, "account_id": "ACCT-832ACEE1E3A4", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.29 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 264, "timestamp": "2026-01-05T16:43:00Z", "transaction_amount_usd": 1006.56 }, { "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": 0.538, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4059.09, "financial_exposure_usd": 4098.49, "recoverable_pct": 0.873 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102386", "label": "fraudulent", "label_confidence": 0.959, "severity": "low", "timestamp": "2026-01-02T15:46:00Z", "trace_id": "af025fcb-7b34-9ce2-6ba5-094e4a1276b5" }
{ "account_age_days": 1623, "account_id": "ACCT-16C60F808FDA", "baseline_risk_score": 0.614, "kyc_tier": "tier_3", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 224, "timestamp": "2026-01-02T04:29:00Z", "transaction_amount_usd": 13.47 }, { "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": 0.489, "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": 223734.97, "financial_exposure_usd": 283951.53, "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-109935", "label": "benign", "label_confidence": 0.475, "severity": "medium", "timestamp": "2026-01-07T21:35:00Z", "trace_id": "5479e51f-ce6f-8dad-355c-32bc33e9494b" }
{ "account_age_days": 734, "account_id": "ACCT-F17A457559F8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.913 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 378, "timestamp": "2026-01-07T18:12:00Z", "transaction_amount_usd": 24.72 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.508, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1035.99, "financial_exposure_usd": 1261.96, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104831", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-04T08:31:00Z", "trace_id": "6c9cdcb0-0a18-d5f6-d3b5-4b04661a9ff1" }
{ "account_age_days": 1837, "account_id": "ACCT-8379DD60B54A", "baseline_risk_score": 0.235, "kyc_tier": "tier_1", "session_entropy": 0.763 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 606, "timestamp": "2026-01-04T08:31:00Z", "transaction_amount_usd": 177556.55 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.892, "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": 1391682.4, "financial_exposure_usd": 3265498.17, "recoverable_pct": 0.562 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107221", "label": "benign", "label_confidence": 0.574, "severity": "high", "timestamp": "2026-01-06T00:21:00Z", "trace_id": "92511027-44ea-8746-24a5-6d192eba0a44" }
{ "account_age_days": 288, "account_id": "ACCT-A0706E01FADE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.873 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 226, "timestamp": "2026-01-05T17:04:00Z", "transaction_amount_usd": 18.35 }, { "asset": "JPY", "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": 0.779, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 360.72, "financial_exposure_usd": 630.14, "recoverable_pct": 0.613 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }