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-104119", "label": "fraudulent", "label_confidence": 0.804, "severity": "low", "timestamp": "2026-01-03T20:39:00Z", "trace_id": "9a0ade35-fe30-f0fb-d866-e45523bda8f8" }
{ "account_age_days": 236, "account_id": "ACCT-8DBA025A6FED", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 179, "timestamp": "2026-01-03T18:55:00Z", "transaction_amount_usd": 6.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.449, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2018892.34, "financial_exposure_usd": 4242006.71, "recoverable_pct": 0.517 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102305", "label": "fraudulent", "label_confidence": 0.791, "severity": "critical", "timestamp": "2026-01-02T14:25:00Z", "trace_id": "7789571b-386f-63a0-b14b-5e7b5861b934" }
{ "account_age_days": 1179, "account_id": "ACCT-72A9B38FDA32", "baseline_risk_score": 0.357, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 339, "timestamp": "2026-01-02T14:25:00Z", "transaction_amount_usd": 44854.29 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.597, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 581442.37, "financial_exposure_usd": 642559.84, "recoverable_pct": 0.044 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108210", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-06T16:50:00Z", "trace_id": "62a62379-24df-5bf1-6041-48195bed7475" }
{ "account_age_days": 326, "account_id": "ACCT-46AD2C5C0590", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.31 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 262, "timestamp": "2026-01-06T16:50:00Z", "transaction_amount_usd": 13731.44 }, { "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": 0.741, "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": 3301.33, "financial_exposure_usd": 3723.01, "recoverable_pct": 0.468 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100236", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-01T03:56:00Z", "trace_id": "1c1d73b3-250a-8bc0-ef19-117fa452cdef" }
{ "account_age_days": 159, "account_id": "ACCT-8FFBC222F51E", "baseline_risk_score": 0.346, "kyc_tier": "tier_1", "session_entropy": 0.114 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1137, "timestamp": "2026-01-01T03:56:00Z", "transaction_amount_usd": 62882.37 }, { "asset": "JPY", "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": 0.888, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 331023.35, "financial_exposure_usd": 512070.33, "recoverable_pct": 0.037 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109257", "label": "benign", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-07T10:17:00Z", "trace_id": "d465c692-3554-d447-f825-dfe762bd7cf7" }
{ "account_age_days": 1535, "account_id": "ACCT-E0D52085A218", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 106, "timestamp": "2026-01-06T23:49:00Z", "transaction_amount_usd": 0.36 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 953.88, "financial_exposure_usd": 1350.24, "recoverable_pct": 0.884 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101923", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-02T08:03:00Z", "trace_id": "9b9d797a-7cd6-3fd1-3ce9-8feb097688b2" }
{ "account_age_days": 1568, "account_id": "ACCT-2C2B98290768", "baseline_risk_score": 0.483, "kyc_tier": "tier_1", "session_entropy": 0.32 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 872, "timestamp": "2026-01-02T08:03:00Z", "transaction_amount_usd": 32576.41 }, { "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": 0.628, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 760690.33, "financial_exposure_usd": 917098.29, "recoverable_pct": 0.068 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108636", "label": "benign", "label_confidence": 0.578, "severity": "high", "timestamp": "2026-01-06T23:56:00Z", "trace_id": "53f04d98-c5d4-476c-4224-da7b1df78644" }
{ "account_age_days": 650, "account_id": "ACCT-AB00C010EBE2", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.164 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1009, "timestamp": "2026-01-06T23:56:00Z", "transaction_amount_usd": 11853.46 }, { "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": 0.583, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2348.61, "financial_exposure_usd": 5363.87, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105723", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-04T23:23:00Z", "trace_id": "f935e4ff-5ebc-1af7-2d0a-ef31ad2817c3" }
{ "account_age_days": 1949, "account_id": "ACCT-A4DE50A2A926", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.47 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 627, "timestamp": "2026-01-04T23:23:00Z", "transaction_amount_usd": 795845.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.525, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 208532.51, "financial_exposure_usd": 409150.02, "recoverable_pct": 0.697 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105848", "label": "fraudulent", "label_confidence": 0.879, "severity": "critical", "timestamp": "2026-01-05T01:28:00Z", "trace_id": "875824e6-187d-9d45-c947-660af1b41855" }
{ "account_age_days": 1204, "account_id": "ACCT-1BBC1D5304B9", "baseline_risk_score": 0.122, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1075, "timestamp": "2026-01-05T01:28:00Z", "transaction_amount_usd": 509930.21 }, { "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": 0.733, "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": 3171119.66, "financial_exposure_usd": 6995798.73, "recoverable_pct": 0.989 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108956", "label": "benign", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-07T05:16:00Z", "trace_id": "1a514ea1-79ef-2c7e-3166-1817491618a3" }
{ "account_age_days": 367, "account_id": "ACCT-1E5034655D2B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.128 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 526, "timestamp": "2026-01-07T05:16:00Z", "transaction_amount_usd": 8208.95 }, { "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": 0.602, "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": 631.47, "financial_exposure_usd": 679.11, "recoverable_pct": 0.997 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106015", "label": "fraudulent", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-05T04:15:00Z", "trace_id": "7aec8340-53ca-66ae-cacc-764b9b87992d" }
{ "account_age_days": 964, "account_id": "ACCT-05ADAA34B706", "baseline_risk_score": 0.078, "kyc_tier": "tier_1", "session_entropy": 0.894 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 361, "timestamp": "2026-01-04T21:58:00Z", "transaction_amount_usd": 8.23 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.391, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4273144.55, "financial_exposure_usd": 5946388.96, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100953", "label": "fraudulent", "label_confidence": 0.968, "severity": "critical", "timestamp": "2026-01-01T15:53:00Z", "trace_id": "00a90fa8-5241-c559-95f0-b34f5525e32b" }
{ "account_age_days": 1949, "account_id": "ACCT-688E3351FC62", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 810, "timestamp": "2026-01-01T15:53:00Z", "transaction_amount_usd": 12405.74 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.419, "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": 551391.14, "financial_exposure_usd": 1019723.34, "recoverable_pct": 0.012 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105398", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-04T17:58:00Z", "trace_id": "749ee47f-fe56-a0bd-54a8-289f576bef23" }
{ "account_age_days": 894, "account_id": "ACCT-CD886AD60632", "baseline_risk_score": 0.137, "kyc_tier": "tier_3", "session_entropy": 0.297 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 304, "timestamp": "2026-01-04T07:31:00Z", "transaction_amount_usd": 1.11 }, { "asset": "BTC", "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": 0.37, "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 p...
{ "customer_funds_at_risk_usd": 4802418.19, "financial_exposure_usd": 4982511.96, "recoverable_pct": 0.482 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106336", "label": "fraudulent", "label_confidence": 0.603, "severity": "high", "timestamp": "2026-01-05T09:36:00Z", "trace_id": "f4c7c6de-4fcd-4069-a6af-29b63824fbec" }
{ "account_age_days": 1011, "account_id": "ACCT-EC18CD1E0732", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.165 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 585, "timestamp": "2026-01-05T09:36:00Z", "transaction_amount_usd": 1865398.33 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.536, "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": 1646798.3, "financial_exposure_usd": 2948132.14, "recoverable_pct": 0.866 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105192", "label": "fraudulent", "label_confidence": 0.929, "severity": "critical", "timestamp": "2026-01-04T14:32:00Z", "trace_id": "f635ec69-3439-0471-1d1e-fc845cc15756" }
{ "account_age_days": 1807, "account_id": "ACCT-D3BC252210DA", "baseline_risk_score": 0.399, "kyc_tier": "tier_1", "session_entropy": 0.372 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 468, "timestamp": "2026-01-04T14:32:00Z", "transaction_amount_usd": 2168228.82 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.574, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1306185.05, "financial_exposure_usd": 2190013.46, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103504", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-03T10:24:00Z", "trace_id": "f7c04f84-5ebc-e390-1601-0095fe32b734" }
{ "account_age_days": 1780, "account_id": "ACCT-4D1FA4817CEE", "baseline_risk_score": 0.225, "kyc_tier": "tier_1", "session_entropy": 0.892 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1175, "timestamp": "2026-01-03T10:24:00Z", "transaction_amount_usd": 2147553.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.613, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1904931.57, "financial_exposure_usd": 2226607.24, "recoverable_pct": 0.923 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101766", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-02T05:26:00Z", "trace_id": "55ca5f01-aa86-9594-01cf-2a65ecbc108a" }
{ "account_age_days": 980, "account_id": "ACCT-CD0EB9E04F0D", "baseline_risk_score": 0.497, "kyc_tier": "tier_1", "session_entropy": 0.903 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 534, "timestamp": "2026-01-02T05:26:00Z", "transaction_amount_usd": 114918.12 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.493, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 474948.8, "financial_exposure_usd": 842874.04, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101207", "label": "fraudulent", "label_confidence": 0.855, "severity": "high", "timestamp": "2026-01-01T20:07:00Z", "trace_id": "576e71d2-397e-15a2-3cb8-368a0ab1062d" }
{ "account_age_days": 654, "account_id": "ACCT-155ABE016EFA", "baseline_risk_score": 0.568, "kyc_tier": "tier_3", "session_entropy": 0.828 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 345, "timestamp": "2026-01-01T18:33:00Z", "transaction_amount_usd": 0.98 }, { "asset": "USDT", "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": 0.818, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 252385.3, "financial_exposure_usd": 539944.89, "recoverable_pct": 0.138 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101688", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-02T04:08:00Z", "trace_id": "7ef80e1c-1c92-a688-73ef-1e4c1a40e065" }
{ "account_age_days": 1446, "account_id": "ACCT-0E9822D90700", "baseline_risk_score": 0.296, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 380, "timestamp": "2026-01-01T17:18:00Z", "transaction_amount_usd": 17.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.636, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 481723.26, "financial_exposure_usd": 728551.77, "recoverable_pct": 0.315 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102005", "label": "fraudulent", "label_confidence": 0.877, "severity": "critical", "timestamp": "2026-01-02T09:25:00Z", "trace_id": "fc5d88ed-85e8-c7d5-a881-8cce4a81b661" }
{ "account_age_days": 235, "account_id": "ACCT-84539A743366", "baseline_risk_score": 0.445, "kyc_tier": "tier_1", "session_entropy": 0.283 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 871, "timestamp": "2026-01-02T09:25:00Z", "transaction_amount_usd": 72567.99 }, { "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": 0.617, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 711381.41, "financial_exposure_usd": 819120.22, "recoverable_pct": 0.094 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102919", "label": "fraudulent", "label_confidence": 0.791, "severity": "medium", "timestamp": "2026-01-03T00:39:00Z", "trace_id": "2455597c-2264-d1ab-ad68-f1f6ce641996" }
{ "account_age_days": 1175, "account_id": "ACCT-9044F37CD3DA", "baseline_risk_score": 0.306, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 234, "timestamp": "2026-01-02T20:17:00Z", "transaction_amount_usd": 7.03 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.434, "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": 897988.22, "financial_exposure_usd": 1412400.49, "recoverable_pct": 0.094 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102277", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-02T13:57:00Z", "trace_id": "bb6422e2-1d34-e06c-81ce-4558c8470df9" }
{ "account_age_days": 506, "account_id": "ACCT-4BEE387C56C7", "baseline_risk_score": 0.414, "kyc_tier": "tier_3", "session_entropy": 0.882 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 216, "timestamp": "2026-01-02T11:14:00Z", "transaction_amount_usd": 14.34 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.643, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 200553.31, "financial_exposure_usd": 335409.57, "recoverable_pct": 0.002 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109103", "label": "benign", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-07T07:43:00Z", "trace_id": "965f28bd-ec37-c97d-b60c-47bddb94c62a" }
{ "account_age_days": 1006, "account_id": "ACCT-3880280F0AC6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.374 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 648, "timestamp": "2026-01-07T07:43:00Z", "transaction_amount_usd": 13895.34 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4802.55, "financial_exposure_usd": 6338.47, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108260", "label": "benign", "label_confidence": 0.737, "severity": "critical", "timestamp": "2026-01-06T17:40:00Z", "trace_id": "99a58386-1d83-9e30-4207-24c8977e3fbc" }
{ "account_age_days": 1358, "account_id": "ACCT-77C657C8B5EF", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.754 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 474, "timestamp": "2026-01-06T17:40:00Z", "transaction_amount_usd": 4607.96 }, { "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": 0.535, "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": 1521.21, "financial_exposure_usd": 2846.44, "recoverable_pct": 0.461 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101797", "label": "fraudulent", "label_confidence": 0.961, "severity": "high", "timestamp": "2026-01-02T05:57:00Z", "trace_id": "1a14a106-fd8b-fb6a-c67a-95984190222c" }
{ "account_age_days": 1893, "account_id": "ACCT-F7B4DDE2E773", "baseline_risk_score": 0.639, "kyc_tier": "tier_2", "session_entropy": 0.216 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 529, "timestamp": "2026-01-02T05:57:00Z", "transaction_amount_usd": 56775.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.768, "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": 284222.37, "financial_exposure_usd": 316745.15, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105328", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-04T16:48:00Z", "trace_id": "e168e359-4242-541c-58ae-7a4b3216e3a9" }
{ "account_age_days": 1352, "account_id": "ACCT-22CE810C28EA", "baseline_risk_score": 0.226, "kyc_tier": "tier_3", "session_entropy": 0.765 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 862, "timestamp": "2026-01-04T16:48:00Z", "transaction_amount_usd": 2486415.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.906, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2138966.74, "financial_exposure_usd": 4089767.18, "recoverable_pct": 0.793 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105668", "label": "fraudulent", "label_confidence": 0.659, "severity": "high", "timestamp": "2026-01-04T22:28:00Z", "trace_id": "e7ef0c27-ab50-85e3-3392-4f64ddfce22f" }
{ "account_age_days": 147, "account_id": "ACCT-F1872452EAB1", "baseline_risk_score": 0.363, "kyc_tier": "tier_3", "session_entropy": 0.785 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 765, "timestamp": "2026-01-04T22:28:00Z", "transaction_amount_usd": 1976378.67 }, { "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": 0.369, "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": 3547332.93, "financial_exposure_usd": 3856345.17, "recoverable_pct": 0.792 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108957", "label": "benign", "label_confidence": 0.609, "severity": "high", "timestamp": "2026-01-07T05:17:00Z", "trace_id": "382586e1-058e-33e9-878f-9738cf1eb2f3" }
{ "account_age_days": 1244, "account_id": "ACCT-00636050BAE9", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 144, "timestamp": "2026-01-06T20:36:00Z", "transaction_amount_usd": 22.92 }, { "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": 0.552, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4190.09, "financial_exposure_usd": 4614.3, "recoverable_pct": 0.469 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107532", "label": "benign", "label_confidence": 0.522, "severity": "low", "timestamp": "2026-01-06T05:32:00Z", "trace_id": "1ec298fb-0491-6f2a-7408-840ec6cf6c6e" }
{ "account_age_days": 313, "account_id": "ACCT-61DF7ECF78C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.136 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 601, "timestamp": "2026-01-06T05:32:00Z", "transaction_amount_usd": 5475.88 }, { "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": 0.61, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 981.08, "financial_exposure_usd": 2373.22, "recoverable_pct": 0.497 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108475", "label": "benign", "label_confidence": 0.555, "severity": "low", "timestamp": "2026-01-06T21:15:00Z", "trace_id": "bf40ef45-9cee-5ab2-dcaf-93f6a46bfc41" }
{ "account_age_days": 846, "account_id": "ACCT-3F93E5F4A446", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.78 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 704, "timestamp": "2026-01-06T21:15:00Z", "transaction_amount_usd": 7051.88 }, { "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": 0.518, "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": 3889.52, "financial_exposure_usd": 4047.65, "recoverable_pct": 0.861 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106179", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-05T06:59:00Z", "trace_id": "5c44e46e-0728-6453-731d-7c4f1fed70e3" }
{ "account_age_days": 503, "account_id": "ACCT-C1AFF44A8FCB", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.427 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 772, "timestamp": "2026-01-05T06:59:00Z", "transaction_amount_usd": 2003674.55 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.532, "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": 2002668.19, "financial_exposure_usd": 2966816.67, "recoverable_pct": 0.898 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105585", "label": "fraudulent", "label_confidence": 0.688, "severity": "high", "timestamp": "2026-01-04T21:05:00Z", "trace_id": "00afed3d-2347-466c-4b07-0e8b2014c774" }
{ "account_age_days": 1741, "account_id": "ACCT-D19DDAEB5CFF", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.199 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1163, "timestamp": "2026-01-04T21:05:00Z", "transaction_amount_usd": 2854081.89 }, { "asset": "EUR", "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": 0.912, "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": 3695566.11, "financial_exposure_usd": 3748378.31, "recoverable_pct": 0.942 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100753", "label": "fraudulent", "label_confidence": 0.774, "severity": "critical", "timestamp": "2026-01-01T12:33:00Z", "trace_id": "7253486e-0100-7b0a-2425-f74c9839eaea" }
{ "account_age_days": 1254, "account_id": "ACCT-D5EF6F496FD9", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 87, "timestamp": "2026-01-01T07:37:00Z", "transaction_amount_usd": 17.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.894, "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": 396299.36, "financial_exposure_usd": 693554.99, "recoverable_pct": 0.136 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101179", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-01T19:39:00Z", "trace_id": "309de929-11de-b03f-e0a9-dfb6c478589a" }
{ "account_age_days": 1136, "account_id": "ACCT-0475847E50D6", "baseline_risk_score": 0.581, "kyc_tier": "tier_1", "session_entropy": 0.19 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 85, "timestamp": "2026-01-01T19:39:00Z", "transaction_amount_usd": 105389.01 }, { "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": 0.898, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 392871.78, "financial_exposure_usd": 562598.79, "recoverable_pct": 0.638 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104670", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-04T05:50:00Z", "trace_id": "cd4c464f-c489-abf1-057f-2fb78aa97196" }
{ "account_age_days": 79, "account_id": "ACCT-E28BFC9955D2", "baseline_risk_score": 0.385, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 208, "timestamp": "2026-01-04T05:50:00Z", "transaction_amount_usd": 1263735.81 }, { "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": 0.361, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2297291.25, "financial_exposure_usd": 4006742.68, "recoverable_pct": 0.636 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105826", "label": "fraudulent", "label_confidence": 0.659, "severity": "critical", "timestamp": "2026-01-05T01:06:00Z", "trace_id": "66180312-0928-ca53-c612-64820edc9f12" }
{ "account_age_days": 1903, "account_id": "ACCT-D1C40770EF28", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.734 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 286, "timestamp": "2026-01-04T14:13:00Z", "transaction_amount_usd": 16.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1319556.78, "financial_exposure_usd": 2594623.78, "recoverable_pct": 0.507 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108135", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T15:35:00Z", "trace_id": "86e00de6-d196-575a-f656-9e3b6ef7f1a7" }
{ "account_age_days": 1516, "account_id": "ACCT-DB6875838471", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.941 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 393, "timestamp": "2026-01-06T12:16:00Z", "transaction_amount_usd": 2.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2317.08, "financial_exposure_usd": 3533.35, "recoverable_pct": 0.468 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102182", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-02T12:22:00Z", "trace_id": "c85b8b7c-d763-b36b-c7af-bb22fdb1e31b" }
{ "account_age_days": 1400, "account_id": "ACCT-7DC2D9AB710A", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.883 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 861, "timestamp": "2026-01-02T12:22:00Z", "transaction_amount_usd": 72982.38 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.454, "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": 206807.56, "financial_exposure_usd": 461925.65, "recoverable_pct": 0.779 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104691", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-04T06:11:00Z", "trace_id": "ef2c50d3-a384-57db-cd28-8618be41ba59" }
{ "account_age_days": 492, "account_id": "ACCT-C92CE2F2ACA4", "baseline_risk_score": 0.44, "kyc_tier": "tier_1", "session_entropy": 0.457 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 165, "timestamp": "2026-01-04T06:11:00Z", "transaction_amount_usd": 1627786.99 }, { "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": 0.563, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1805997.12, "financial_exposure_usd": 2793119.19, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104069", "label": "fraudulent", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-03T19:49:00Z", "trace_id": "fa3fb1f8-6ca6-662f-f6b6-066bf8f3060e" }
{ "account_age_days": 756, "account_id": "ACCT-15D1DCA72E05", "baseline_risk_score": 0.193, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 228, "timestamp": "2026-01-03T19:49:00Z", "transaction_amount_usd": 2858148.53 }, { "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": 0.371, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3647996.37, "financial_exposure_usd": 3898355.73, "recoverable_pct": 0.901 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103198", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-03T05:18:00Z", "trace_id": "860a3860-6fe3-90bf-68a3-326b36468fbe" }
{ "account_age_days": 812, "account_id": "ACCT-79F582DCB797", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.342 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 141, "timestamp": "2026-01-03T05:18:00Z", "transaction_amount_usd": 97022.25 }, { "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": 0.776, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 30359.76, "financial_exposure_usd": 40413.88, "recoverable_pct": 0.16 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106192", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-05T07:12:00Z", "trace_id": "b790e0a2-451a-e4d0-c8a5-73c6c95bba98" }
{ "account_age_days": 1361, "account_id": "ACCT-F34E74A548F8", "baseline_risk_score": 0.225, "kyc_tier": "tier_2", "session_entropy": 0.8 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 980, "timestamp": "2026-01-05T07:12:00Z", "transaction_amount_usd": 2773133.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.84, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3636172.14, "financial_exposure_usd": 4907276.96, "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-104274", "label": "fraudulent", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-03T23:14:00Z", "trace_id": "eb772939-e920-ffaf-2665-6731dec6094d" }
{ "account_age_days": 1592, "account_id": "ACCT-F779A1D5FB84", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.458 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 384, "timestamp": "2026-01-03T23:14:00Z", "transaction_amount_usd": 2334215.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4370298.67, "financial_exposure_usd": 7242535.26, "recoverable_pct": 0.891 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104207", "label": "fraudulent", "label_confidence": 0.636, "severity": "high", "timestamp": "2026-01-03T22:07:00Z", "trace_id": "153a8658-98d3-1bff-16b8-8fa312af390f" }
{ "account_age_days": 1787, "account_id": "ACCT-02F909ACA193", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 129, "timestamp": "2026-01-03T18:38:00Z", "transaction_amount_usd": 11.63 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.857, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3752352.69, "financial_exposure_usd": 4729671.55, "recoverable_pct": 0.575 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106945", "label": "benign", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-05T19:45:00Z", "trace_id": "a4d3e93c-d74c-36c4-7b70-e574052fec44" }
{ "account_age_days": 180, "account_id": "ACCT-921AE3802C11", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.548 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 107, "timestamp": "2026-01-05T15:24:00Z", "transaction_amount_usd": 20.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 255.6, "financial_exposure_usd": 503.21, "recoverable_pct": 0.933 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106446", "label": "fraudulent", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-05T11:26:00Z", "trace_id": "a102253e-60ac-5310-5824-1efafa87433e" }
{ "account_age_days": 19, "account_id": "ACCT-DF9B626D67B3", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.192 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 203, "timestamp": "2026-01-05T08:02:00Z", "transaction_amount_usd": 8.92 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.436, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2049415.69, "financial_exposure_usd": 4596441.38, "recoverable_pct": 0.787 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106670", "label": "benign", "label_confidence": 0.552, "severity": "high", "timestamp": "2026-01-05T15:10:00Z", "trace_id": "81f16db3-1742-8026-d2e0-0800a7fbd459" }
{ "account_age_days": 201, "account_id": "ACCT-7AC5CA58B964", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 750, "timestamp": "2026-01-05T15:10:00Z", "transaction_amount_usd": 5940.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.539, "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": 2015.87, "financial_exposure_usd": 2390.68, "recoverable_pct": 0.858 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109739", "label": "benign", "label_confidence": 0.478, "severity": "low", "timestamp": "2026-01-07T18:19:00Z", "trace_id": "f38d4b23-c05e-a2c1-4234-614fb358f0f2" }
{ "account_age_days": 1679, "account_id": "ACCT-4CC9AAAF1B78", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.281 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 83, "timestamp": "2026-01-07T18:19:00Z", "transaction_amount_usd": 13413.73 }, { "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": 0.548, "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": 5748.81, "financial_exposure_usd": 6639.14, "recoverable_pct": 0.909 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102511", "label": "fraudulent", "label_confidence": 0.817, "severity": "medium", "timestamp": "2026-01-02T17:51:00Z", "trace_id": "e410ee2a-02a3-8135-0595-087c9a299da7" }
{ "account_age_days": 435, "account_id": "ACCT-6B5F78FDA302", "baseline_risk_score": 0.639, "kyc_tier": "tier_2", "session_entropy": 0.394 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 793, "timestamp": "2026-01-02T17:51:00Z", "transaction_amount_usd": 102282.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.695, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 758631.19, "financial_exposure_usd": 972786.6, "recoverable_pct": 0.456 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103911", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-03T17:11:00Z", "trace_id": "4283933d-c3d6-9021-4367-10d645e51c71" }
{ "account_age_days": 1497, "account_id": "ACCT-5B11EC7BD371", "baseline_risk_score": 0.063, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 136, "timestamp": "2026-01-03T15:45:00Z", "transaction_amount_usd": 10.51 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.65, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 5905624.27, "financial_exposure_usd": 6885288.78, "recoverable_pct": 0.776 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108641", "label": "benign", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-07T00:01:00Z", "trace_id": "4182ed71-3435-a668-56cc-ada5693829cf" }
{ "account_age_days": 1965, "account_id": "ACCT-45DFC460DC10", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 537, "timestamp": "2026-01-07T00:01:00Z", "transaction_amount_usd": 1491.47 }, { "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": 0.728, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1407.98, "financial_exposure_usd": 1931.31, "recoverable_pct": 0.996 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105879", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-05T01:59:00Z", "trace_id": "87c95317-b2d0-1a94-153d-bb0c529d8e93" }
{ "account_age_days": 1623, "account_id": "ACCT-A364D4C03321", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.848 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 921, "timestamp": "2026-01-05T01:59:00Z", "transaction_amount_usd": 1423504.52 }, { "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": 0.9, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1302937.56, "financial_exposure_usd": 2147708.72, "recoverable_pct": 0.984 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103879", "label": "fraudulent", "label_confidence": 0.841, "severity": "low", "timestamp": "2026-01-03T16:39:00Z", "trace_id": "19a3d01b-fd37-da08-43fe-c43505317e39" }
{ "account_age_days": 780, "account_id": "ACCT-70671DE12CBE", "baseline_risk_score": 0.393, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 163, "timestamp": "2026-01-03T16:39:00Z", "transaction_amount_usd": 2490592.46 }, { "asset": "USD", "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": 0.446, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 5045852.13, "financial_exposure_usd": 5484358.07, "recoverable_pct": 0.659 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104484", "label": "fraudulent", "label_confidence": 0.614, "severity": "medium", "timestamp": "2026-01-04T02:44:00Z", "trace_id": "d296e85d-a258-a9a7-bd30-d14fd2961e08" }
{ "account_age_days": 477, "account_id": "ACCT-48A9810558AE", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.56 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 391, "timestamp": "2026-01-03T16:36:00Z", "transaction_amount_usd": 24.7 }, { "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": 0.367, "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": 2566583.31, "financial_exposure_usd": 5530851.39, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102786", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-02T22:26:00Z", "trace_id": "048f5c89-50eb-118a-d77f-9254e41d91eb" }
{ "account_age_days": 627, "account_id": "ACCT-92BCC2DFA121", "baseline_risk_score": 0.449, "kyc_tier": "tier_3", "session_entropy": 0.507 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 283, "timestamp": "2026-01-02T17:44:00Z", "transaction_amount_usd": 0.16 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.909, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 949459.73, "financial_exposure_usd": 1032654.35, "recoverable_pct": 0.187 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101675", "label": "fraudulent", "label_confidence": 0.905, "severity": "critical", "timestamp": "2026-01-02T03:55:00Z", "trace_id": "7505d91d-9df0-46fe-8ec4-8faeee202262" }
{ "account_age_days": 1074, "account_id": "ACCT-EC269A93F4C1", "baseline_risk_score": 0.473, "kyc_tier": "tier_3", "session_entropy": 0.849 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1148, "timestamp": "2026-01-02T03:55:00Z", "transaction_amount_usd": 97191.33 }, { "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": 0.687, "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": 638829.98, "financial_exposure_usd": 989985.95, "recoverable_pct": 0.574 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106199", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-05T07:19:00Z", "trace_id": "3310f645-f8e7-bd02-fcf8-d3b10db34811" }
{ "account_age_days": 1342, "account_id": "ACCT-FF9FBFA1349A", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.283 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 297, "timestamp": "2026-01-05T07:19:00Z", "transaction_amount_usd": 1050646.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.689, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2700708.22, "financial_exposure_usd": 4574308.13, "recoverable_pct": 0.532 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102819", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-02T22:59:00Z", "trace_id": "e3de51b3-15a7-6dfa-70ce-4d5b851783c0" }
{ "account_age_days": 613, "account_id": "ACCT-D112EC121267", "baseline_risk_score": 0.278, "kyc_tier": "tier_3", "session_entropy": 0.221 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 974, "timestamp": "2026-01-02T22:59:00Z", "transaction_amount_usd": 69610.5 }, { "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": 0.448, "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": 707263.82, "financial_exposure_usd": 1055961.77, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109624", "label": "benign", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-07T16:24:00Z", "trace_id": "55e80df8-cb4c-9e68-03ab-6f3a7c55fcbc" }
{ "account_age_days": 1873, "account_id": "ACCT-057A2B759180", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.421 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1185, "timestamp": "2026-01-07T16:24:00Z", "transaction_amount_usd": 9021.82 }, { "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": 0.505, "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": 1669.93, "financial_exposure_usd": 3335.03, "recoverable_pct": 0.665 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106143", "label": "fraudulent", "label_confidence": 0.905, "severity": "critical", "timestamp": "2026-01-05T06:23:00Z", "trace_id": "2fad35f2-b68d-5a74-5b12-14a27a363c9a" }
{ "account_age_days": 1770, "account_id": "ACCT-0D2C49460396", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.527 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 238, "timestamp": "2026-01-05T06:23:00Z", "transaction_amount_usd": 1974695.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3099805.72, "financial_exposure_usd": 3147608.17, "recoverable_pct": 0.797 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102646", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-02T20:06:00Z", "trace_id": "925a0c4e-44fb-a40e-371f-be24d0dfa41d" }
{ "account_age_days": 537, "account_id": "ACCT-CAA9F7079916", "baseline_risk_score": 0.501, "kyc_tier": "tier_2", "session_entropy": 0.811 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1159, "timestamp": "2026-01-02T20:06:00Z", "transaction_amount_usd": 61828.81 }, { "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": 0.682, "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": 750301.54, "financial_exposure_usd": 1138638.19, "recoverable_pct": 0.085 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100420", "label": "fraudulent", "label_confidence": 0.8, "severity": "critical", "timestamp": "2026-01-01T07:00:00Z", "trace_id": "9c8339b9-1c91-5117-e300-1ec44f88c1ed" }
{ "account_age_days": 820, "account_id": "ACCT-CB6851685FEE", "baseline_risk_score": 0.383, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 182, "timestamp": "2026-01-01T07:00:00Z", "transaction_amount_usd": 72062.79 }, { "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": 0.413, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 79665.55, "financial_exposure_usd": 133716.93, "recoverable_pct": 0.232 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101360", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-01T22:40:00Z", "trace_id": "5e670e48-35e4-dee2-d55b-5b4c87676072" }
{ "account_age_days": 1672, "account_id": "ACCT-0C22474B4811", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.192 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 511, "timestamp": "2026-01-01T22:40:00Z", "transaction_amount_usd": 70767.13 }, { "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": 0.588, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 454143.24, "financial_exposure_usd": 680524.4, "recoverable_pct": 0.842 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100346", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-01T05:46:00Z", "trace_id": "5a0763a1-449a-a284-1415-c20e58dc6a99" }
{ "account_age_days": 785, "account_id": "ACCT-172DD3CE5683", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.925 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 340, "timestamp": "2025-12-31T22:06:00Z", "transaction_amount_usd": 1.83 }, { "asset": "ETH", "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": 0.776, "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": 300185, "financial_exposure_usd": 326227.41, "recoverable_pct": 0.614 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103864", "label": "fraudulent", "label_confidence": 0.674, "severity": "high", "timestamp": "2026-01-03T16:24:00Z", "trace_id": "36e55cfc-e6e6-a7b1-95f3-6d78928b34a7" }
{ "account_age_days": 1602, "account_id": "ACCT-917341712089", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.266 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 908, "timestamp": "2026-01-03T16:24:00Z", "transaction_amount_usd": 218509.43 }, { "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": 0.767, "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": 3627020.82, "financial_exposure_usd": 3794007.09, "recoverable_pct": 0.975 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101835", "label": "fraudulent", "label_confidence": 0.943, "severity": "low", "timestamp": "2026-01-02T06:35:00Z", "trace_id": "7dcbf357-c561-b266-0edf-66e5ca932312" }
{ "account_age_days": 606, "account_id": "ACCT-E993C899A13A", "baseline_risk_score": 0.509, "kyc_tier": "tier_1", "session_entropy": 0.147 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 213, "timestamp": "2026-01-02T05:25:00Z", "transaction_amount_usd": 10.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.87, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 345605.59, "financial_exposure_usd": 758531.7, "recoverable_pct": 0.189 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100854", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-01T14:14:00Z", "trace_id": "dfa0a797-2a8b-78ed-12ab-2276c3377ad3" }
{ "account_age_days": 579, "account_id": "ACCT-70D002C62130", "baseline_risk_score": 0.482, "kyc_tier": "tier_3", "session_entropy": 0.443 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 214, "timestamp": "2026-01-01T14:14:00Z", "transaction_amount_usd": 41428.62 }, { "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": 0.419, "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": 456446.52, "financial_exposure_usd": 866225.94, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103479", "label": "fraudulent", "label_confidence": 0.845, "severity": "low", "timestamp": "2026-01-03T09:59:00Z", "trace_id": "e6dd7ba0-9d7d-246c-cbba-9f8f97598eda" }
{ "account_age_days": 624, "account_id": "ACCT-51DA57C97C73", "baseline_risk_score": 0.059, "kyc_tier": "tier_3", "session_entropy": 0.821 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 434, "timestamp": "2026-01-03T09:59:00Z", "transaction_amount_usd": 1799491.66 }, { "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": 0.414, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 619175.75, "financial_exposure_usd": 1449382.74, "recoverable_pct": 0.659 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107354", "label": "benign", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-06T02:34:00Z", "trace_id": "9288f9f5-b290-d700-e399-0c8486f8f4f9" }
{ "account_age_days": 876, "account_id": "ACCT-F4389A2AA0A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.154 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 331, "timestamp": "2026-01-05T14:38:00Z", "transaction_amount_usd": 13.49 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.755, "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": 1469.72, "financial_exposure_usd": 2182.98, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106494", "label": "fraudulent", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-05T12:14:00Z", "trace_id": "5aefb16b-166b-cdc7-237d-541c06fd0022" }
{ "account_age_days": 967, "account_id": "ACCT-471EBFDD10EC", "baseline_risk_score": 0.097, "kyc_tier": "tier_3", "session_entropy": 0.858 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 218, "timestamp": "2026-01-05T12:14:00Z", "transaction_amount_usd": 1693177.5 }, { "asset": "USDC", "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": 0.673, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1857471.09, "financial_exposure_usd": 3003467.37, "recoverable_pct": 0.701 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104089", "label": "fraudulent", "label_confidence": 0.908, "severity": "medium", "timestamp": "2026-01-03T20:09:00Z", "trace_id": "166170df-f1e9-fb13-a5c9-9d954faa6717" }
{ "account_age_days": 269, "account_id": "ACCT-174224EB7E0D", "baseline_risk_score": 0.126, "kyc_tier": "tier_2", "session_entropy": 0.379 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1098, "timestamp": "2026-01-03T20:09:00Z", "transaction_amount_usd": 2657293.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.477, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4961724.4, "financial_exposure_usd": 4974141.12, "recoverable_pct": 0.868 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102031", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-02T09:51:00Z", "trace_id": "ceaca75b-ae93-e4aa-ed6b-2a47d0146f98" }
{ "account_age_days": 457, "account_id": "ACCT-8427C880D41F", "baseline_risk_score": 0.336, "kyc_tier": "tier_2", "session_entropy": 0.636 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 327, "timestamp": "2026-01-02T09:51:00Z", "transaction_amount_usd": 45331.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.899, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1030181.81, "financial_exposure_usd": 1121967.76, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106051", "label": "fraudulent", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-05T04:51:00Z", "trace_id": "61641805-0d13-2082-a61b-0767560deffd" }
{ "account_age_days": 1770, "account_id": "ACCT-CBDDA0FF31DE", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.242 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 426, "timestamp": "2026-01-05T04:51:00Z", "transaction_amount_usd": 966949.92 }, { "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": 0.462, "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": 3972134.57, "financial_exposure_usd": 3986167.89, "recoverable_pct": 0.683 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100204", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-01T03:24:00Z", "trace_id": "30604ccf-f979-549b-c44c-5c7880ed319c" }
{ "account_age_days": 978, "account_id": "ACCT-A61BDC7D0511", "baseline_risk_score": 0.555, "kyc_tier": "tier_3", "session_entropy": 0.8 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 593, "timestamp": "2026-01-01T03:24:00Z", "transaction_amount_usd": 5729.07 }, { "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": 0.519, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 347628.83, "financial_exposure_usd": 519001.81, "recoverable_pct": 0.636 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101849", "label": "fraudulent", "label_confidence": 0.883, "severity": "critical", "timestamp": "2026-01-02T06:49:00Z", "trace_id": "4601b3e6-d6e5-4cd1-5efa-5c3e25db68b2" }
{ "account_age_days": 1663, "account_id": "ACCT-5450F9D80618", "baseline_risk_score": 0.639, "kyc_tier": "tier_3", "session_entropy": 0.6 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1007, "timestamp": "2026-01-02T06:49:00Z", "transaction_amount_usd": 44262.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.734, "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": 305971.85, "financial_exposure_usd": 436785.85, "recoverable_pct": 0.244 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107589", "label": "benign", "label_confidence": 0.452, "severity": "low", "timestamp": "2026-01-06T06:29:00Z", "trace_id": "0cd22aa7-caa8-ffc8-9227-423b2fe72e48" }
{ "account_age_days": 506, "account_id": "ACCT-3F51CA720369", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.27 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 329, "timestamp": "2026-01-06T06:29:00Z", "transaction_amount_usd": 1476.98 }, { "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": 0.663, "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": 395.31, "financial_exposure_usd": 852.28, "recoverable_pct": 0.764 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106325", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-05T09:25:00Z", "trace_id": "a75405f3-eece-d694-2daf-7fc8656138c2" }
{ "account_age_days": 556, "account_id": "ACCT-FA53603B9AF6", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 466, "timestamp": "2026-01-05T09:25:00Z", "transaction_amount_usd": 2439346.37 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.942, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3621164.68, "financial_exposure_usd": 4172255.93, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109161", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-07T08:41:00Z", "trace_id": "9258a57e-4209-e749-de54-5e8ed3a96ce2" }
{ "account_age_days": 1919, "account_id": "ACCT-6E0D0F702FEB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.272 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1003, "timestamp": "2026-01-07T08:41:00Z", "transaction_amount_usd": 4388.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.56, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1031.33, "financial_exposure_usd": 1871.17, "recoverable_pct": 0.425 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101624", "label": "fraudulent", "label_confidence": 0.87, "severity": "low", "timestamp": "2026-01-02T03:04:00Z", "trace_id": "7333e93c-d40a-cd35-8847-30448493a3ad" }
{ "account_age_days": 470, "account_id": "ACCT-E1D931B4C961", "baseline_risk_score": 0.388, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 885, "timestamp": "2026-01-02T03:04:00Z", "transaction_amount_usd": 69169.16 }, { "asset": "GBP", "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": 0.41, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 699486.42, "financial_exposure_usd": 950385.41, "recoverable_pct": 0.818 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104200", "label": "fraudulent", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-03T22:00:00Z", "trace_id": "082fd3a1-5323-afd9-ca38-7923cfe8b667" }
{ "account_age_days": 1510, "account_id": "ACCT-FD7917480801", "baseline_risk_score": 0.287, "kyc_tier": "tier_1", "session_entropy": 0.804 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 82, "timestamp": "2026-01-03T14:34:00Z", "transaction_amount_usd": 21.34 }, { "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": 0.891, "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": 2967573.66, "financial_exposure_usd": 4979051.95, "recoverable_pct": 0.467 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101084", "label": "fraudulent", "label_confidence": 0.9, "severity": "critical", "timestamp": "2026-01-01T18:04:00Z", "trace_id": "7b3d50aa-262d-adb4-7f03-f00e7096304c" }
{ "account_age_days": 21, "account_id": "ACCT-31CD47A6CC85", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.438 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1075, "timestamp": "2026-01-01T18:04:00Z", "transaction_amount_usd": 77033.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 711374.61, "financial_exposure_usd": 794395.9, "recoverable_pct": 0.282 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106952", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-05T19:52:00Z", "trace_id": "9adacca2-534b-d006-854f-dc4ef16bd855" }
{ "account_age_days": 1270, "account_id": "ACCT-DDB3E2E2F8E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.189 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 321, "timestamp": "2026-01-05T11:48:00Z", "transaction_amount_usd": 19.43 }, { "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": 0.642, "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": 470.01, "financial_exposure_usd": 869.19, "recoverable_pct": 0.978 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101586", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-02T02:26:00Z", "trace_id": "08d93dba-11a2-b599-f42d-59adfbff7b7d" }
{ "account_age_days": 129, "account_id": "ACCT-817006F46898", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.376 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 825, "timestamp": "2026-01-02T02:26:00Z", "transaction_amount_usd": 72411.84 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.861, "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": 820869.81, "financial_exposure_usd": 1203451.62, "recoverable_pct": 0.12 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103761", "label": "fraudulent", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-03T14:41:00Z", "trace_id": "6c3fe881-db7f-ad83-8786-ad823ba2e189" }
{ "account_age_days": 1514, "account_id": "ACCT-52C3972ECA9E", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.567 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 184, "timestamp": "2026-01-03T10:29:00Z", "transaction_amount_usd": 2.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.624, "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": 1653860.68, "financial_exposure_usd": 4109548.19, "recoverable_pct": 0.632 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100952", "label": "fraudulent", "label_confidence": 0.798, "severity": "critical", "timestamp": "2026-01-01T15:52:00Z", "trace_id": "e8d79f0f-4740-cf17-f489-3bc0b9f1818e" }
{ "account_age_days": 1433, "account_id": "ACCT-0990DB064676", "baseline_risk_score": 0.399, "kyc_tier": "tier_3", "session_entropy": 0.207 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 260, "timestamp": "2026-01-01T15:19:00Z", "transaction_amount_usd": 2.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.455, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 392814.64, "financial_exposure_usd": 483133.63, "recoverable_pct": 0.037 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101685", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-02T04:05:00Z", "trace_id": "16989fa2-2d43-8291-bb13-8703ec4c8c42" }
{ "account_age_days": 365, "account_id": "ACCT-C398665B06ED", "baseline_risk_score": 0.441, "kyc_tier": "tier_2", "session_entropy": 0.693 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 158, "timestamp": "2026-01-02T01:32:00Z", "transaction_amount_usd": 24.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.665, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 385964.12, "financial_exposure_usd": 731677.21, "recoverable_pct": 0.616 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100404", "label": "fraudulent", "label_confidence": 0.952, "severity": "low", "timestamp": "2026-01-01T06:44:00Z", "trace_id": "e50ebfaf-0238-a72d-3e0b-66229a6544ea" }
{ "account_age_days": 846, "account_id": "ACCT-CF8DDCD63AC2", "baseline_risk_score": 0.497, "kyc_tier": "tier_3", "session_entropy": 0.788 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 957, "timestamp": "2026-01-01T06:44:00Z", "transaction_amount_usd": 62797.31 }, { "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": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 122396.53, "financial_exposure_usd": 185357.26, "recoverable_pct": 0.262 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109819", "label": "benign", "label_confidence": 0.457, "severity": "low", "timestamp": "2026-01-07T19:39:00Z", "trace_id": "6f9b65cc-d4b8-d7b9-5bbf-420133081ddf" }
{ "account_age_days": 579, "account_id": "ACCT-0E2CFCD1B8BE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 420, "timestamp": "2026-01-07T19:39:00Z", "transaction_amount_usd": 6720.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.759, "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": 1729.08, "financial_exposure_usd": 2826.08, "recoverable_pct": 0.981 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108352", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-06T19:12:00Z", "trace_id": "5668a86e-b464-90b6-b2be-39a807f399c8" }
{ "account_age_days": 1918, "account_id": "ACCT-9D9E8E54405C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.857 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 751, "timestamp": "2026-01-06T19:12:00Z", "transaction_amount_usd": 11693.72 }, { "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": 0.795, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1642.51, "financial_exposure_usd": 2193.21, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101088", "label": "fraudulent", "label_confidence": 0.886, "severity": "high", "timestamp": "2026-01-01T18:08:00Z", "trace_id": "aea8fc8e-8333-13bb-6177-b7a3f09faaab" }
{ "account_age_days": 1153, "account_id": "ACCT-C41BAD6A706A", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.393 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 227, "timestamp": "2026-01-01T11:45:00Z", "transaction_amount_usd": 1.42 }, { "asset": "JPY", "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": 0.8, "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 HAVI...
{ "customer_funds_at_risk_usd": 258557.57, "financial_exposure_usd": 441249.48, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103235", "label": "fraudulent", "label_confidence": 0.978, "severity": "critical", "timestamp": "2026-01-03T05:55:00Z", "trace_id": "36e99f51-55be-4422-a797-3daa8d764411" }
{ "account_age_days": 367, "account_id": "ACCT-1E2363CAC027", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.93 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 319, "timestamp": "2026-01-03T05:55:00Z", "transaction_amount_usd": 105323.4 }, { "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": 0.503, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 100100.68, "financial_exposure_usd": 223327.39, "recoverable_pct": 0.389 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107071", "label": "benign", "label_confidence": 0.464, "severity": "low", "timestamp": "2026-01-05T21:51:00Z", "trace_id": "06637d0e-b088-3226-6a25-d7e0ffa3c496" }
{ "account_age_days": 563, "account_id": "ACCT-064C84523BF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 639, "timestamp": "2026-01-05T21:51:00Z", "transaction_amount_usd": 11371.19 }, { "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": 0.741, "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": 2883.16, "financial_exposure_usd": 6520.48, "recoverable_pct": 0.665 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109145", "label": "benign", "label_confidence": 0.534, "severity": "critical", "timestamp": "2026-01-07T08:25:00Z", "trace_id": "306eae92-87d4-d43a-173d-5530b8f7706e" }
{ "account_age_days": 1164, "account_id": "ACCT-C490EB1F00C3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.306 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 155, "timestamp": "2026-01-06T22:58:00Z", "transaction_amount_usd": 21.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.704, "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": 1552.64, "financial_exposure_usd": 1586.68, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101962", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-02T08:42:00Z", "trace_id": "0a130a4f-a4a9-4aae-2912-4ec8da4419b4" }
{ "account_age_days": 481, "account_id": "ACCT-F7BB5E623BBD", "baseline_risk_score": 0.556, "kyc_tier": "tier_2", "session_entropy": 0.722 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 287, "timestamp": "2026-01-02T03:18:00Z", "transaction_amount_usd": 24.16 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.933, "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": 377348.73, "financial_exposure_usd": 411903.32, "recoverable_pct": 0.482 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109212", "label": "benign", "label_confidence": 0.489, "severity": "medium", "timestamp": "2026-01-07T09:32:00Z", "trace_id": "8b1c7d2d-68e9-e9b0-fa1a-31c9abe578d2" }
{ "account_age_days": 857, "account_id": "ACCT-489F4DED3E6A", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 826, "timestamp": "2026-01-07T09:32:00Z", "transaction_amount_usd": 9724.13 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.659, "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": 3685.63, "financial_exposure_usd": 4690.31, "recoverable_pct": 0.576 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108152", "label": "benign", "label_confidence": 0.736, "severity": "high", "timestamp": "2026-01-06T15:52:00Z", "trace_id": "40299920-669e-206b-fc54-d1add78a436a" }
{ "account_age_days": 1263, "account_id": "ACCT-6E5F23728286", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.157 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 204, "timestamp": "2026-01-06T14:34:00Z", "transaction_amount_usd": 11.42 }, { "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": 0.466, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 273.84, "financial_exposure_usd": 667.27, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106744", "label": "benign", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-05T16:24:00Z", "trace_id": "d4cdb979-51cc-1a52-f985-834a60a6d56f" }
{ "account_age_days": 826, "account_id": "ACCT-7F84AEEF70E7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.919 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 398, "timestamp": "2026-01-05T11:51:00Z", "transaction_amount_usd": 12.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.782, "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": 2042.9, "financial_exposure_usd": 3181.94, "recoverable_pct": 0.599 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107885", "label": "benign", "label_confidence": 0.694, "severity": "low", "timestamp": "2026-01-06T11:25:00Z", "trace_id": "3fd5d982-5fa1-ebdc-cd57-b0f98d4a4acb" }
{ "account_age_days": 509, "account_id": "ACCT-90F4791E139C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.811 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 268, "timestamp": "2026-01-06T04:34:00Z", "transaction_amount_usd": 19.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.692, "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": 4130.22, "financial_exposure_usd": 5031.29, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109857", "label": "benign", "label_confidence": 0.534, "severity": "medium", "timestamp": "2026-01-07T20:17:00Z", "trace_id": "2efa48e2-01ad-c635-fcba-7f99d4423b37" }
{ "account_age_days": 1240, "account_id": "ACCT-33F31429860E", "baseline_risk_score": 0.067, "kyc_tier": "tier_1", "session_entropy": 0.878 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 144, "timestamp": "2026-01-07T20:17:00Z", "transaction_amount_usd": 10202.07 }, { "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": 0.534, "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": 2902.95, "financial_exposure_usd": 3638.39, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103787", "label": "fraudulent", "label_confidence": 0.879, "severity": "low", "timestamp": "2026-01-03T15:07:00Z", "trace_id": "b0e82c29-62e5-7e3d-6ac7-cdb6bd112b62" }
{ "account_age_days": 1599, "account_id": "ACCT-278722261F3F", "baseline_risk_score": 0.245, "kyc_tier": "tier_1", "session_entropy": 0.169 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 232, "timestamp": "2026-01-03T08:10:00Z", "transaction_amount_usd": 15.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4363741.31, "financial_exposure_usd": 4718744.15, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }