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-104713", "label": "fraudulent", "label_confidence": 0.885, "severity": "low", "timestamp": "2026-01-04T06:33:00Z", "trace_id": "dffdaa94-edd1-eaa5-b601-f85cf961adc2" }
{ "account_age_days": 1403, "account_id": "ACCT-4C06938094A8", "baseline_risk_score": 0.058, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 237, "timestamp": "2026-01-04T06:33:00Z", "transaction_amount_usd": 1197597.41 }, { "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": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5193695.4, "financial_exposure_usd": 6358337.98, "recoverable_pct": 0.553 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102438", "label": "fraudulent", "label_confidence": 0.887, "severity": "critical", "timestamp": "2026-01-02T16:38:00Z", "trace_id": "f98e0ea6-1495-71b8-ac8d-30d31919cd7d" }
{ "account_age_days": 209, "account_id": "ACCT-4856F011A844", "baseline_risk_score": 0.484, "kyc_tier": "tier_2", "session_entropy": 0.177 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 104, "timestamp": "2026-01-02T16:38:00Z", "transaction_amount_usd": 68796.33 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.464, "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": 346582.37, "financial_exposure_usd": 649372.51, "recoverable_pct": 0.374 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109170", "label": "benign", "label_confidence": 0.545, "severity": "medium", "timestamp": "2026-01-07T08:50:00Z", "trace_id": "d314446c-70e3-7f1e-c97c-99fa9e703c14" }
{ "account_age_days": 1891, "account_id": "ACCT-CD2D43C1DC40", "baseline_risk_score": 0.129, "kyc_tier": "tier_3", "session_entropy": 0.297 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 432, "timestamp": "2026-01-07T08:50:00Z", "transaction_amount_usd": 2825.52 }, { "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": 0.678, "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": 2219.25, "financial_exposure_usd": 2456.63, "recoverable_pct": 0.822 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100735", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-01T12:15:00Z", "trace_id": "5b2ea9d6-c7ea-f180-f2e5-205ba87d56c7" }
{ "account_age_days": 1046, "account_id": "ACCT-4D65FBEFD72C", "baseline_risk_score": 0.302, "kyc_tier": "tier_3", "session_entropy": 0.388 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 84, "timestamp": "2026-01-01T00:21:00Z", "transaction_amount_usd": 22.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.777, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 34709.6, "financial_exposure_usd": 51992.54, "recoverable_pct": 0.691 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101799", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T05:59:00Z", "trace_id": "7881b7e1-f9ae-b4f0-6a8e-c3b834cb1e99" }
{ "account_age_days": 203, "account_id": "ACCT-A52E26F43169", "baseline_risk_score": 0.46, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 238, "timestamp": "2026-01-02T05:59:00Z", "transaction_amount_usd": 55433.9 }, { "asset": "GBP", "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": 0.723, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 344503.97, "financial_exposure_usd": 708909.9, "recoverable_pct": 0.019 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100242", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-01T04:02:00Z", "trace_id": "7846e9c5-15a8-cb98-ab2d-96a005f4a2d0" }
{ "account_age_days": 446, "account_id": "ACCT-ADC4B86DA180", "baseline_risk_score": 0.493, "kyc_tier": "tier_1", "session_entropy": 0.268 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 1166, "timestamp": "2026-01-01T04:02:00Z", "transaction_amount_usd": 95155.21 }, { "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": 0.736, "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": 283982.5, "financial_exposure_usd": 670518.55, "recoverable_pct": 0.346 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107138", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-05T22:58:00Z", "trace_id": "d3c51959-1838-85c1-e3b8-a71b0e179a06" }
{ "account_age_days": 1622, "account_id": "ACCT-BAEC99DFCB96", "baseline_risk_score": 0.188, "kyc_tier": "tier_2", "session_entropy": 0.683 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 198, "timestamp": "2026-01-05T22:05:00Z", "transaction_amount_usd": 23.63 }, { "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": 0.639, "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": 1781.53, "financial_exposure_usd": 3544.67, "recoverable_pct": 0.931 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106757", "label": "benign", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-05T16:37:00Z", "trace_id": "fc83d93d-17d5-fe18-48ab-f5ef6504e925" }
{ "account_age_days": 785, "account_id": "ACCT-C8F683B6481D", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.341 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 120, "timestamp": "2026-01-05T16:37:00Z", "transaction_amount_usd": 1725.58 }, { "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": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 844.79, "financial_exposure_usd": 1867.43, "recoverable_pct": 0.435 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105168", "label": "fraudulent", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-04T14:08:00Z", "trace_id": "58315d57-1e95-f6b2-cd3c-31066793946a" }
{ "account_age_days": 1967, "account_id": "ACCT-569085BA60B6", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.829 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1027, "timestamp": "2026-01-04T14:08:00Z", "transaction_amount_usd": 1317361.52 }, { "asset": "ETH", "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": 0.79, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1577098.29, "financial_exposure_usd": 3488334.9, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105217", "label": "fraudulent", "label_confidence": 0.699, "severity": "medium", "timestamp": "2026-01-04T14:57:00Z", "trace_id": "2e8c3808-f92f-20f9-2e11-cc58f4eb34e1" }
{ "account_age_days": 794, "account_id": "ACCT-DF38BD285020", "baseline_risk_score": 0.174, "kyc_tier": "tier_2", "session_entropy": 0.928 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 129, "timestamp": "2026-01-04T06:51:00Z", "transaction_amount_usd": 5.22 }, { "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": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 821097.71, "financial_exposure_usd": 842357.4, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105554", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-04T20:34:00Z", "trace_id": "f7ddc69e-2d3e-8845-e77a-10fd98087742" }
{ "account_age_days": 977, "account_id": "ACCT-0C5932D46A21", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.203 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1079, "timestamp": "2026-01-04T20:34:00Z", "transaction_amount_usd": 1053170.83 }, { "asset": "SOL", "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": 0.809, "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": 2128510.18, "financial_exposure_usd": 4183638.7, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100287", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-01T04:47:00Z", "trace_id": "38f9faed-25c8-5224-d202-d65bbdf1de53" }
{ "account_age_days": 1859, "account_id": "ACCT-C68B751F84A2", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 465, "timestamp": "2026-01-01T04:47:00Z", "transaction_amount_usd": 16280.8 }, { "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": 0.711, "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": 738117.74, "financial_exposure_usd": 990272.8, "recoverable_pct": 0.536 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107322", "label": "benign", "label_confidence": 0.589, "severity": "low", "timestamp": "2026-01-06T02:02:00Z", "trace_id": "ce431dab-9db2-b403-5f57-392f41af35c5" }
{ "account_age_days": 630, "account_id": "ACCT-72E46B817F57", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.733 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 175, "timestamp": "2026-01-06T02:02:00Z", "transaction_amount_usd": 659.84 }, { "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": 0.74, "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 pr...
{ "customer_funds_at_risk_usd": 1224.85, "financial_exposure_usd": 1567.9, "recoverable_pct": 0.644 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108775", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-07T02:15:00Z", "trace_id": "13e110e7-b803-fb45-4dfe-bbeae9f78db5" }
{ "account_age_days": 1884, "account_id": "ACCT-F783B54E123B", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.41 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 393, "timestamp": "2026-01-06T14:43:00Z", "transaction_amount_usd": 19.41 }, { "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": 0.702, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1516.67, "financial_exposure_usd": 2048.06, "recoverable_pct": 0.987 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101713", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-02T04:33:00Z", "trace_id": "41b831a4-81d4-db23-98b2-a04f2f4517cd" }
{ "account_age_days": 186, "account_id": "ACCT-4A94D562A58B", "baseline_risk_score": 0.604, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 324, "timestamp": "2026-01-02T04:33:00Z", "transaction_amount_usd": 1157.96 }, { "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": 0.873, "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": 719453.15, "financial_exposure_usd": 1080683.47, "recoverable_pct": 0.759 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107095", "label": "benign", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-05T22:15:00Z", "trace_id": "05b334cc-7b3b-1be2-429c-14791d768acf" }
{ "account_age_days": 922, "account_id": "ACCT-E449E009169B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.729 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 690, "timestamp": "2026-01-05T22:15:00Z", "transaction_amount_usd": 5656.53 }, { "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": 0.666, "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": 6870.99, "financial_exposure_usd": 6985.46, "recoverable_pct": 0.617 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107710", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-06T08:30:00Z", "trace_id": "d498708f-8fb6-4c7c-1a02-dff549eb3264" }
{ "account_age_days": 1159, "account_id": "ACCT-F7EB61E374FB", "baseline_risk_score": 0.136, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 479, "timestamp": "2026-01-06T08:30:00Z", "transaction_amount_usd": 11077.97 }, { "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": 0.643, "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": 2668.87, "financial_exposure_usd": 4996.7, "recoverable_pct": 0.858 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109814", "label": "benign", "label_confidence": 0.619, "severity": "low", "timestamp": "2026-01-07T19:34:00Z", "trace_id": "76cdb5be-193d-1935-86cb-4a65dfaed290" }
{ "account_age_days": 903, "account_id": "ACCT-3789F1A027D9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.734 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 251, "timestamp": "2026-01-07T15:10:00Z", "transaction_amount_usd": 12.86 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 730.88, "financial_exposure_usd": 782.28, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106883", "label": "benign", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-05T18:43:00Z", "trace_id": "5c268272-950d-56dc-ffdb-27f202aeb6b0" }
{ "account_age_days": 1925, "account_id": "ACCT-B54DC62E5ABA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 435, "timestamp": "2026-01-05T18:43:00Z", "transaction_amount_usd": 3216.19 }, { "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": 0.72, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 793.86, "financial_exposure_usd": 814.61, "recoverable_pct": 0.906 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109462", "label": "benign", "label_confidence": 0.748, "severity": "low", "timestamp": "2026-01-07T13:42:00Z", "trace_id": "66d62e66-1d5b-54ce-e721-f76fee8af377" }
{ "account_age_days": 1107, "account_id": "ACCT-3C0ACA65AF90", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.136 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 497, "timestamp": "2026-01-07T13:42:00Z", "transaction_amount_usd": 3272.29 }, { "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": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1514.86, "financial_exposure_usd": 1761.4, "recoverable_pct": 0.891 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100598", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-01T09:58:00Z", "trace_id": "5c2e6d35-20ce-5ad0-4380-61a52249655d" }
{ "account_age_days": 1996, "account_id": "ACCT-0DF85499A393", "baseline_risk_score": 0.321, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 774, "timestamp": "2026-01-01T09:58:00Z", "transaction_amount_usd": 92510.53 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.594, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1121371.1, "financial_exposure_usd": 1354946.3, "recoverable_pct": 0.598 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102557", "label": "fraudulent", "label_confidence": 0.784, "severity": "critical", "timestamp": "2026-01-02T18:37:00Z", "trace_id": "870dc0a4-040f-8bd1-b6e8-09bc3227e4ee" }
{ "account_age_days": 941, "account_id": "ACCT-46B6D2CBC3DA", "baseline_risk_score": 0.379, "kyc_tier": "tier_1", "session_entropy": 0.426 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1154, "timestamp": "2026-01-02T18:37:00Z", "transaction_amount_usd": 40613.81 }, { "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": 0.473, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 972607.27, "financial_exposure_usd": 1119142.71, "recoverable_pct": 0.065 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106884", "label": "benign", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-05T18:44:00Z", "trace_id": "e7f24b62-904f-07da-24f4-b3fa21b688ed" }
{ "account_age_days": 18, "account_id": "ACCT-F9884F3C15F0", "baseline_risk_score": 0.17, "kyc_tier": "tier_3", "session_entropy": 0.385 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 809, "timestamp": "2026-01-05T18:44:00Z", "transaction_amount_usd": 9487.68 }, { "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": 0.618, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2091.92, "financial_exposure_usd": 2463.25, "recoverable_pct": 0.612 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102510", "label": "fraudulent", "label_confidence": 0.778, "severity": "critical", "timestamp": "2026-01-02T17:50:00Z", "trace_id": "2d2bcc74-6025-57fd-4a02-92f90d18a575" }
{ "account_age_days": 75, "account_id": "ACCT-B449E2B82AA1", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.375 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 548, "timestamp": "2026-01-02T17:50:00Z", "transaction_amount_usd": 51983.08 }, { "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": 0.468, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 15046.11, "financial_exposure_usd": 34972.47, "recoverable_pct": 0.006 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109511", "label": "benign", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-07T14:31:00Z", "trace_id": "f361c0a3-166c-1a52-3f22-f1d62a82b665" }
{ "account_age_days": 1534, "account_id": "ACCT-A0C65D3FC08F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.293 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 86, "timestamp": "2026-01-07T14:31:00Z", "transaction_amount_usd": 9027.98 }, { "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": 0.46, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1998.93, "financial_exposure_usd": 2168.77, "recoverable_pct": 0.896 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109734", "label": "benign", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-07T18:14:00Z", "trace_id": "f414dc2b-4e8d-a891-3713-58311ab1ac7d" }
{ "account_age_days": 1112, "account_id": "ACCT-96602C00EB78", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 951, "timestamp": "2026-01-07T18:14:00Z", "transaction_amount_usd": 5982.76 }, { "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": 0.675, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1878.08, "financial_exposure_usd": 1879.02, "recoverable_pct": 0.889 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107312", "label": "benign", "label_confidence": 0.539, "severity": "high", "timestamp": "2026-01-06T01:52:00Z", "trace_id": "c8cf4b7d-68f3-9ba2-8540-bcf51eca99a8" }
{ "account_age_days": 1745, "account_id": "ACCT-200E34958682", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.314 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 190, "timestamp": "2026-01-05T22:51:00Z", "transaction_amount_usd": 10.36 }, { "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": 0.696, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3519.59, "financial_exposure_usd": 6529.83, "recoverable_pct": 0.424 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102989", "label": "fraudulent", "label_confidence": 0.977, "severity": "critical", "timestamp": "2026-01-03T01:49:00Z", "trace_id": "49351d4a-d704-9deb-4e7e-f0bf10931c89" }
{ "account_age_days": 866, "account_id": "ACCT-DD737409FB65", "baseline_risk_score": 0.496, "kyc_tier": "tier_2", "session_entropy": 0.875 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1005, "timestamp": "2026-01-03T01:49:00Z", "transaction_amount_usd": 61580.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.829, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 660360.53, "financial_exposure_usd": 1183736.23, "recoverable_pct": 0.528 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109910", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-07T21:10:00Z", "trace_id": "3fa09f4d-e31d-575c-e477-4528c52245e6" }
{ "account_age_days": 425, "account_id": "ACCT-E1896592A0E3", "baseline_risk_score": 0.078, "kyc_tier": "tier_1", "session_entropy": 0.938 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 351, "timestamp": "2026-01-07T19:49:00Z", "transaction_amount_usd": 15.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.516, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 847.71, "financial_exposure_usd": 1022.64, "recoverable_pct": 0.904 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102607", "label": "fraudulent", "label_confidence": 0.798, "severity": "low", "timestamp": "2026-01-02T19:27:00Z", "trace_id": "e92ae03e-09e9-e84e-bfe4-bc5a9fde3bb0" }
{ "account_age_days": 549, "account_id": "ACCT-438E8F8879BB", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.288 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 148, "timestamp": "2026-01-02T19:27:00Z", "transaction_amount_usd": 94756.88 }, { "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": 0.841, "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": 97434.27, "financial_exposure_usd": 197003.68, "recoverable_pct": 0.036 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100307", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-01T05:07:00Z", "trace_id": "67f4df95-19f5-8e82-5008-606fdbf5aafe" }
{ "account_age_days": 79, "account_id": "ACCT-2EA5F54BFAFB", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.463 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 192, "timestamp": "2026-01-01T05:07:00Z", "transaction_amount_usd": 39659.16 }, { "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": 0.654, "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": 806114.81, "financial_exposure_usd": 908553.25, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104103", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-03T20:23:00Z", "trace_id": "f5f001b7-2fe5-1cde-a346-af2372f5f996" }
{ "account_age_days": 941, "account_id": "ACCT-D623D7C17AC3", "baseline_risk_score": 0.065, "kyc_tier": "tier_1", "session_entropy": 0.931 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 303, "timestamp": "2026-01-03T09:01:00Z", "transaction_amount_usd": 19.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3026218.22, "financial_exposure_usd": 4112665.83, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105544", "label": "fraudulent", "label_confidence": 0.918, "severity": "high", "timestamp": "2026-01-04T20:24:00Z", "trace_id": "e2d2f56a-6d0a-ea67-84e0-218f490f8e08" }
{ "account_age_days": 1954, "account_id": "ACCT-84F680588F91", "baseline_risk_score": 0.154, "kyc_tier": "tier_3", "session_entropy": 0.199 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 762, "timestamp": "2026-01-04T20:24:00Z", "transaction_amount_usd": 2350917.34 }, { "asset": "SOL", "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": 0.414, "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": 3148863.49, "financial_exposure_usd": 3651778.74, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101756", "label": "fraudulent", "label_confidence": 0.978, "severity": "critical", "timestamp": "2026-01-02T05:16:00Z", "trace_id": "ad6bc71a-d25d-dfed-c708-01b8d8f3fc79" }
{ "account_age_days": 1469, "account_id": "ACCT-B8D4D87A0116", "baseline_risk_score": 0.64, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 291, "timestamp": "2026-01-01T18:40:00Z", "transaction_amount_usd": 3.97 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.89, "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 HAVIN...
{ "customer_funds_at_risk_usd": 508759.81, "financial_exposure_usd": 589167.59, "recoverable_pct": 0.362 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104644", "label": "fraudulent", "label_confidence": 0.926, "severity": "high", "timestamp": "2026-01-04T05:24:00Z", "trace_id": "88fb1ab8-76dc-8928-329b-1350939775b2" }
{ "account_age_days": 95, "account_id": "ACCT-B4D0FE5746AE", "baseline_risk_score": 0.296, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 921, "timestamp": "2026-01-04T05:24:00Z", "transaction_amount_usd": 2902051.09 }, { "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": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2124371.82, "financial_exposure_usd": 3991122.71, "recoverable_pct": 0.575 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103805", "label": "fraudulent", "label_confidence": 0.78, "severity": "low", "timestamp": "2026-01-03T15:25:00Z", "trace_id": "d0f9c8e4-c4e3-8f34-a705-091020f3cd67" }
{ "account_age_days": 114, "account_id": "ACCT-18B1B712A033", "baseline_risk_score": 0.261, "kyc_tier": "tier_2", "session_entropy": 0.716 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 370, "timestamp": "2026-01-03T09:12:00Z", "transaction_amount_usd": 14.81 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.767, "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": 2148618.85, "financial_exposure_usd": 2393282.39, "recoverable_pct": 0.801 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105691", "label": "fraudulent", "label_confidence": 0.804, "severity": "medium", "timestamp": "2026-01-04T22:51:00Z", "trace_id": "c98a7ea9-9a52-e056-3856-64d6b4155283" }
{ "account_age_days": 1141, "account_id": "ACCT-55FF273D6512", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.237 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 172, "timestamp": "2026-01-04T22:51:00Z", "transaction_amount_usd": 2835538.6 }, { "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": 0.476, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 4220133.35, "financial_exposure_usd": 4561874.3, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101682", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-02T04:02:00Z", "trace_id": "8d8a57e4-b2ce-02c6-5b1e-f9a2f45fe2ad" }
{ "account_age_days": 1922, "account_id": "ACCT-39ECABBD8322", "baseline_risk_score": 0.519, "kyc_tier": "tier_1", "session_entropy": 0.39 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 146, "timestamp": "2026-01-02T00:00:00Z", "transaction_amount_usd": 0.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.697, "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": 278274.11, "financial_exposure_usd": 342654.6, "recoverable_pct": 0.328 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100964", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-01T16:04:00Z", "trace_id": "66ea2ec9-21c1-56a4-c944-2270adde0f60" }
{ "account_age_days": 1709, "account_id": "ACCT-CB0468280264", "baseline_risk_score": 0.633, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 810, "timestamp": "2026-01-01T16:04:00Z", "transaction_amount_usd": 63277.89 }, { "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": 0.82, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 481863.56, "financial_exposure_usd": 526726.98, "recoverable_pct": 0.493 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101722", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-02T04:42:00Z", "trace_id": "492bf659-f80b-dd89-0a22-5ba7f73f4483" }
{ "account_age_days": 16, "account_id": "ACCT-62EDF4A14EF0", "baseline_risk_score": 0.586, "kyc_tier": "tier_2", "session_entropy": 0.244 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 204, "timestamp": "2026-01-01T17:24:00Z", "transaction_amount_usd": 6.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.738, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 358448.43, "financial_exposure_usd": 377058.38, "recoverable_pct": 0.003 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101183", "label": "fraudulent", "label_confidence": 0.761, "severity": "medium", "timestamp": "2026-01-01T19:43:00Z", "trace_id": "d31396b6-8151-fa45-97eb-da8803f85194" }
{ "account_age_days": 1728, "account_id": "ACCT-B19951FF215D", "baseline_risk_score": 0.637, "kyc_tier": "tier_3", "session_entropy": 0.835 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 176, "timestamp": "2026-01-01T16:55:00Z", "transaction_amount_usd": 10.16 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.646, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 354124.19, "financial_exposure_usd": 856932.16, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108774", "label": "benign", "label_confidence": 0.527, "severity": "medium", "timestamp": "2026-01-07T02:14:00Z", "trace_id": "91fcdcd3-0739-38c2-ba97-3bb18271ffc9" }
{ "account_age_days": 1796, "account_id": "ACCT-C021241B4E6E", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.792 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 701, "timestamp": "2026-01-07T02:14:00Z", "transaction_amount_usd": 8418.74 }, { "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": 0.601, "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": 2289.94, "financial_exposure_usd": 2934.73, "recoverable_pct": 0.776 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107971", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-06T12:51:00Z", "trace_id": "bd032ff8-5a0d-6ce2-93fa-c80b0336387b" }
{ "account_age_days": 1495, "account_id": "ACCT-B022108EAED4", "baseline_risk_score": 0.154, "kyc_tier": "tier_3", "session_entropy": 0.845 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 304, "timestamp": "2026-01-06T08:13:00Z", "transaction_amount_usd": 13.38 }, { "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": 0.563, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2880.97, "financial_exposure_usd": 3381.48, "recoverable_pct": 0.488 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108549", "label": "benign", "label_confidence": 0.564, "severity": "medium", "timestamp": "2026-01-06T22:29:00Z", "trace_id": "ecd60c80-a52c-a550-9885-eeb45d8c0ea7" }
{ "account_age_days": 1448, "account_id": "ACCT-5F4AD4B82F76", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.633 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 190, "timestamp": "2026-01-06T16:07:00Z", "transaction_amount_usd": 23.18 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 6049.91, "financial_exposure_usd": 8415.46, "recoverable_pct": 0.934 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100899", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-01T14:59:00Z", "trace_id": "ef70f7e4-2f57-8774-cbbc-d7ff199cdb59" }
{ "account_age_days": 1378, "account_id": "ACCT-D9E6A662BE65", "baseline_risk_score": 0.499, "kyc_tier": "tier_1", "session_entropy": 0.269 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 373, "timestamp": "2026-01-01T03:14:00Z", "transaction_amount_usd": 0.82 }, { "asset": "EUR", "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": 0.558, "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": 927349.76, "financial_exposure_usd": 1028709.54, "recoverable_pct": 0.681 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103957", "label": "fraudulent", "label_confidence": 0.617, "severity": "critical", "timestamp": "2026-01-03T17:57:00Z", "trace_id": "6b755b09-6851-35ce-51ca-ad2083eb65f5" }
{ "account_age_days": 153, "account_id": "ACCT-5BE9B5040D6A", "baseline_risk_score": 0.385, "kyc_tier": "tier_1", "session_entropy": 0.371 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 570, "timestamp": "2026-01-03T17:57:00Z", "transaction_amount_usd": 1568860.18 }, { "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": 0.562, "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": 924782.36, "financial_exposure_usd": 928583.7, "recoverable_pct": 0.449 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102238", "label": "fraudulent", "label_confidence": 0.87, "severity": "critical", "timestamp": "2026-01-02T13:18:00Z", "trace_id": "1ed6b1ce-32db-d68b-9a1e-8015e56ef9ab" }
{ "account_age_days": 257, "account_id": "ACCT-9AC8CAD6C79E", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 673, "timestamp": "2026-01-02T13:18:00Z", "transaction_amount_usd": 19832.45 }, { "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": 0.553, "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": 489168.15, "financial_exposure_usd": 1001417.86, "recoverable_pct": 0.575 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105830", "label": "fraudulent", "label_confidence": 0.858, "severity": "high", "timestamp": "2026-01-05T01:10:00Z", "trace_id": "6838b161-56fd-c880-8096-c15cdffe8f60" }
{ "account_age_days": 1603, "account_id": "ACCT-62A4BA16F10F", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1129, "timestamp": "2026-01-05T01:10:00Z", "transaction_amount_usd": 2106614.09 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.439, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1491314.35, "financial_exposure_usd": 3068109.17, "recoverable_pct": 0.598 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100430", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-01T07:10:00Z", "trace_id": "6b92273a-ca8f-0a3a-9484-533243a2647c" }
{ "account_age_days": 1041, "account_id": "ACCT-939D0DEBAEE1", "baseline_risk_score": 0.476, "kyc_tier": "tier_2", "session_entropy": 0.279 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 776, "timestamp": "2026-01-01T07:10:00Z", "transaction_amount_usd": 90714.14 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.916, "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": 468376.99, "financial_exposure_usd": 547856.08, "recoverable_pct": 0.493 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103001", "label": "fraudulent", "label_confidence": 0.776, "severity": "low", "timestamp": "2026-01-03T02:01:00Z", "trace_id": "af1a5c99-dd40-1734-8ad8-7c5851cdb51f" }
{ "account_age_days": 311, "account_id": "ACCT-84F2D6ADDD80", "baseline_risk_score": 0.418, "kyc_tier": "tier_3", "session_entropy": 0.556 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 875, "timestamp": "2026-01-03T02:01:00Z", "transaction_amount_usd": 78687.88 }, { "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": 0.784, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 131026.63, "financial_exposure_usd": 200224.4, "recoverable_pct": 0.498 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104844", "label": "fraudulent", "label_confidence": 0.613, "severity": "medium", "timestamp": "2026-01-04T08:44:00Z", "trace_id": "369632a5-585e-d00f-9d28-823f1a7a6f71" }
{ "account_age_days": 1584, "account_id": "ACCT-7B86EF9F15D1", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.87 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1137, "timestamp": "2026-01-04T08:44:00Z", "transaction_amount_usd": 1176357.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.892, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1764479.47, "financial_exposure_usd": 3474351.3, "recoverable_pct": 1 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106577", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-05T13:37:00Z", "trace_id": "8f0b968e-71a5-06d9-359f-c3303882bdcf" }
{ "account_age_days": 1089, "account_id": "ACCT-E541446B0CDD", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 271, "timestamp": "2026-01-05T10:24:00Z", "transaction_amount_usd": 12.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3727119.55, "financial_exposure_usd": 4293513.89, "recoverable_pct": 0.905 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102224", "label": "fraudulent", "label_confidence": 0.753, "severity": "critical", "timestamp": "2026-01-02T13:04:00Z", "trace_id": "04483e20-318e-eb02-13a1-56582a48c15a" }
{ "account_age_days": 274, "account_id": "ACCT-AAF83512ED22", "baseline_risk_score": 0.624, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 982, "timestamp": "2026-01-02T13:04:00Z", "transaction_amount_usd": 9955.15 }, { "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": 0.671, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 443279.71, "financial_exposure_usd": 918677.93, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100112", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-01T01:52:00Z", "trace_id": "42c45041-e183-1003-5bd9-72c704a434e7" }
{ "account_age_days": 505, "account_id": "ACCT-C4EB8E5D6A6E", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 210, "timestamp": "2026-01-01T01:52:00Z", "transaction_amount_usd": 21378.42 }, { "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": 0.522, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 206520.26, "financial_exposure_usd": 457773.9, "recoverable_pct": 0.317 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104505", "label": "fraudulent", "label_confidence": 0.728, "severity": "critical", "timestamp": "2026-01-04T03:05:00Z", "trace_id": "0208525b-790f-64fb-10c0-fb744bb2453d" }
{ "account_age_days": 1196, "account_id": "ACCT-FED0595314D7", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.473 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 918, "timestamp": "2026-01-04T03:05:00Z", "transaction_amount_usd": 2389036.34 }, { "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": 0.479, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3352686.44, "financial_exposure_usd": 5197600.3, "recoverable_pct": 0.435 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103578", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-03T11:38:00Z", "trace_id": "5d6c6a86-d910-b1a6-6a40-b17c2fc94896" }
{ "account_age_days": 359, "account_id": "ACCT-C208DE1113A9", "baseline_risk_score": 0.312, "kyc_tier": "tier_1", "session_entropy": 0.392 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 844, "timestamp": "2026-01-03T11:38:00Z", "transaction_amount_usd": 518549.04 }, { "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": 0.52, "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": 3902274.65, "financial_exposure_usd": 5405894.57, "recoverable_pct": 0.403 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103029", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-03T02:29:00Z", "trace_id": "31f90c96-97e4-4ab8-e762-316608737c64" }
{ "account_age_days": 517, "account_id": "ACCT-9063DBE0D77A", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.191 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 662, "timestamp": "2026-01-03T02:29:00Z", "transaction_amount_usd": 66602.74 }, { "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": 0.49, "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 HAVIN...
{ "customer_funds_at_risk_usd": 240397.33, "financial_exposure_usd": 258824.6, "recoverable_pct": 0.229 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106507", "label": "fraudulent", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-05T12:27:00Z", "trace_id": "0c9f300f-bc39-7eec-1739-4b96ddd6b997" }
{ "account_age_days": 1141, "account_id": "ACCT-770EE91A9AF7", "baseline_risk_score": 0.173, "kyc_tier": "tier_1", "session_entropy": 0.152 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 807, "timestamp": "2026-01-05T12:27:00Z", "transaction_amount_usd": 1455711.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.422, "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": 3849859.01, "financial_exposure_usd": 4574895.33, "recoverable_pct": 0.704 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109288", "label": "benign", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-07T10:48:00Z", "trace_id": "0130eaf9-2d54-1754-e345-58e070676934" }
{ "account_age_days": 738, "account_id": "ACCT-A5B083BA22CB", "baseline_risk_score": 0.107, "kyc_tier": "tier_3", "session_entropy": 0.746 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 260, "timestamp": "2026-01-07T02:17:00Z", "transaction_amount_usd": 14.2 }, { "asset": "BTC", "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": 0.504, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2823.5, "financial_exposure_usd": 4120.2, "recoverable_pct": 0.619 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107161", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-05T23:21:00Z", "trace_id": "f8532f8b-44da-33e1-21f1-c7319543a540" }
{ "account_age_days": 1405, "account_id": "ACCT-303103246C05", "baseline_risk_score": 0.082, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 921, "timestamp": "2026-01-05T23:21:00Z", "transaction_amount_usd": 5957.56 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.659, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 88.46, "financial_exposure_usd": 156.46, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103946", "label": "fraudulent", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-03T17:46:00Z", "trace_id": "667325a8-25fd-bd69-70b5-4e84c86a1c1b" }
{ "account_age_days": 1272, "account_id": "ACCT-A630507A74B4", "baseline_risk_score": 0.4, "kyc_tier": "tier_2", "session_entropy": 0.914 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 805, "timestamp": "2026-01-03T17:46:00Z", "transaction_amount_usd": 438208.99 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.834, "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": 1053897.17, "financial_exposure_usd": 1844853.86, "recoverable_pct": 0.967 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107617", "label": "benign", "label_confidence": 0.666, "severity": "low", "timestamp": "2026-01-06T06:57:00Z", "trace_id": "b275c573-f9e0-94f4-5ce9-da2dad462ab5" }
{ "account_age_days": 743, "account_id": "ACCT-40509BEE1996", "baseline_risk_score": 0.115, "kyc_tier": "tier_2", "session_entropy": 0.722 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 842, "timestamp": "2026-01-06T06:57:00Z", "transaction_amount_usd": 14729.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1096.83, "financial_exposure_usd": 1575.49, "recoverable_pct": 0.567 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105293", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-04T16:13:00Z", "trace_id": "37c77766-82c3-bafe-bfd6-e51bd439a238" }
{ "account_age_days": 1153, "account_id": "ACCT-872C4B7D3135", "baseline_risk_score": 0.121, "kyc_tier": "tier_1", "session_entropy": 0.142 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 671, "timestamp": "2026-01-04T16:13:00Z", "transaction_amount_usd": 2884318.21 }, { "asset": "SOL", "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": 0.818, "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": 2280954.6, "financial_exposure_usd": 3176881.25, "recoverable_pct": 0.968 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106504", "label": "fraudulent", "label_confidence": 0.911, "severity": "low", "timestamp": "2026-01-05T12:24:00Z", "trace_id": "5af05b37-400f-8405-eded-d35146538e41" }
{ "account_age_days": 601, "account_id": "ACCT-CBB7897EBF98", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.905 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 663, "timestamp": "2026-01-05T12:24:00Z", "transaction_amount_usd": 1304867.87 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.432, "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": 1273195.54, "financial_exposure_usd": 1904032.54, "recoverable_pct": 0.922 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104770", "label": "fraudulent", "label_confidence": 0.814, "severity": "critical", "timestamp": "2026-01-04T07:30:00Z", "trace_id": "471bce95-4aa6-58d7-2fad-9a3ec1f868b9" }
{ "account_age_days": 200, "account_id": "ACCT-7CFEFEC6F522", "baseline_risk_score": 0.255, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 135, "timestamp": "2026-01-03T21:47:00Z", "transaction_amount_usd": 22.84 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.547, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2158800.69, "financial_exposure_usd": 2942826.69, "recoverable_pct": 0.72 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106521", "label": "fraudulent", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-05T12:41:00Z", "trace_id": "a5d11559-8993-b4d6-949b-927185139514" }
{ "account_age_days": 1473, "account_id": "ACCT-83B59783CA6E", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.433 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 367, "timestamp": "2026-01-05T12:41:00Z", "transaction_amount_usd": 1265325.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2226418.48, "financial_exposure_usd": 4861505.33, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105050", "label": "fraudulent", "label_confidence": 0.857, "severity": "high", "timestamp": "2026-01-04T12:10:00Z", "trace_id": "f89b8f92-b4db-48d5-1c7a-64666be8c49b" }
{ "account_age_days": 1990, "account_id": "ACCT-DEF221E22442", "baseline_risk_score": 0.349, "kyc_tier": "tier_2", "session_entropy": 0.777 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 210, "timestamp": "2026-01-04T04:44:00Z", "transaction_amount_usd": 20.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.578, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3088409.01, "financial_exposure_usd": 4413682.49, "recoverable_pct": 0.856 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108020", "label": "benign", "label_confidence": 0.468, "severity": "low", "timestamp": "2026-01-06T13:40:00Z", "trace_id": "501a0ac9-09cf-0bd5-7703-c9b88686d322" }
{ "account_age_days": 610, "account_id": "ACCT-9E9E6A57A81A", "baseline_risk_score": 0.058, "kyc_tier": "tier_3", "session_entropy": 0.632 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1154, "timestamp": "2026-01-06T13:40:00Z", "transaction_amount_usd": 9552.8 }, { "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": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 892.38, "financial_exposure_usd": 1679.64, "recoverable_pct": 0.847 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103350", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-03T07:50:00Z", "trace_id": "ac030f73-7ccb-311f-1f67-afaaa014f7c1" }
{ "account_age_days": 35, "account_id": "ACCT-6E728596F6C8", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.15 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 313, "timestamp": "2026-01-03T01:55:00Z", "transaction_amount_usd": 11.1 }, { "asset": "USD", "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": 0.452, "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": 5133361.8, "financial_exposure_usd": 8356560.83, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108220", "label": "benign", "label_confidence": 0.613, "severity": "medium", "timestamp": "2026-01-06T17:00:00Z", "trace_id": "9c1e015f-56e9-24e4-1139-da4f7913e44c" }
{ "account_age_days": 904, "account_id": "ACCT-021C34745DB8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.318 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 283, "timestamp": "2026-01-06T13:44:00Z", "transaction_amount_usd": 24.74 }, { "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": 0.458, "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": 6960.04, "financial_exposure_usd": 7190.35, "recoverable_pct": 0.835 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100335", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-01T05:35:00Z", "trace_id": "6cf4d2fd-d37f-6059-71d7-64ba1712df48" }
{ "account_age_days": 549, "account_id": "ACCT-381D02E58F73", "baseline_risk_score": 0.529, "kyc_tier": "tier_2", "session_entropy": 0.479 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 290, "timestamp": "2025-12-31T17:54:00Z", "transaction_amount_usd": 24.58 }, { "asset": "ETH", "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": 0.811, "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": 314244.33, "financial_exposure_usd": 591335.55, "recoverable_pct": 0.294 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106709", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-05T15:49:00Z", "trace_id": "c0736b5a-ce77-5ad7-e108-e6939cd56011" }
{ "account_age_days": 113, "account_id": "ACCT-EA73CCA54C35", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.675 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1034, "timestamp": "2026-01-05T15:49:00Z", "transaction_amount_usd": 4722.85 }, { "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": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2826.58, "financial_exposure_usd": 3158.99, "recoverable_pct": 0.441 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103304", "label": "fraudulent", "label_confidence": 0.974, "severity": "high", "timestamp": "2026-01-03T07:04:00Z", "trace_id": "97aff206-eadf-75f3-9e9b-426700e0ceff" }
{ "account_age_days": 1108, "account_id": "ACCT-AC4595102F67", "baseline_risk_score": 0.513, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 508, "timestamp": "2026-01-03T07:04:00Z", "transaction_amount_usd": 50502.4 }, { "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": 0.877, "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": 479640.78, "financial_exposure_usd": 620915.51, "recoverable_pct": 0.116 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102560", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-02T18:40:00Z", "trace_id": "537d059b-5433-d6a7-d372-0c6d195a821d" }
{ "account_age_days": 605, "account_id": "ACCT-13B2ADDF62FD", "baseline_risk_score": 0.524, "kyc_tier": "tier_2", "session_entropy": 0.906 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 652, "timestamp": "2026-01-02T18:40:00Z", "transaction_amount_usd": 53449.98 }, { "asset": "EUR", "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": 0.752, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 368271.66, "financial_exposure_usd": 496216.72, "recoverable_pct": 0.207 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106387", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-05T10:27:00Z", "trace_id": "12c73861-4dfa-b988-0c92-04ad3c816228" }
{ "account_age_days": 1706, "account_id": "ACCT-02A437FDF98E", "baseline_risk_score": 0.334, "kyc_tier": "tier_1", "session_entropy": 0.425 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 676, "timestamp": "2026-01-05T10:27:00Z", "transaction_amount_usd": 2441500.67 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.611, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3852240.32, "financial_exposure_usd": 5943590.85, "recoverable_pct": 0.452 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101331", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-01T22:11:00Z", "trace_id": "0a4e6244-3ead-0eb7-1b4e-f51b8ce6f491" }
{ "account_age_days": 212, "account_id": "ACCT-C9DA79D0C3F9", "baseline_risk_score": 0.398, "kyc_tier": "tier_3", "session_entropy": 0.865 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 280, "timestamp": "2026-01-01T22:11:00Z", "transaction_amount_usd": 115695.31 }, { "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": 0.424, "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": 1115501.09, "financial_exposure_usd": 1130787.16, "recoverable_pct": 0.28 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101453", "label": "fraudulent", "label_confidence": 0.762, "severity": "high", "timestamp": "2026-01-02T00:13:00Z", "trace_id": "ddb57805-87b9-09e4-48f5-55cc4253876c" }
{ "account_age_days": 700, "account_id": "ACCT-E82EADF6E0E9", "baseline_risk_score": 0.288, "kyc_tier": "tier_1", "session_entropy": 0.462 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 562, "timestamp": "2026-01-02T00:13:00Z", "transaction_amount_usd": 65041.32 }, { "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": 0.576, "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": 367404.72, "financial_exposure_usd": 711418.25, "recoverable_pct": 0.329 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101343", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-01T22:23:00Z", "trace_id": "332e2391-6700-08c9-42be-b8e1e02ff3e1" }
{ "account_age_days": 1432, "account_id": "ACCT-0F993A04EBD0", "baseline_risk_score": 0.311, "kyc_tier": "tier_3", "session_entropy": 0.425 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 266, "timestamp": "2026-01-01T16:31:00Z", "transaction_amount_usd": 13.72 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.877, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 381848.28, "financial_exposure_usd": 526932.59, "recoverable_pct": 0.399 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102129", "label": "fraudulent", "label_confidence": 0.804, "severity": "medium", "timestamp": "2026-01-02T11:29:00Z", "trace_id": "f5965b25-e967-8264-09bf-03da2960359f" }
{ "account_age_days": 1498, "account_id": "ACCT-58911E972349", "baseline_risk_score": 0.338, "kyc_tier": "tier_3", "session_entropy": 0.411 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1092, "timestamp": "2026-01-02T11:29:00Z", "transaction_amount_usd": 47255.95 }, { "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": 0.505, "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": 493215.58, "financial_exposure_usd": 566376.02, "recoverable_pct": 0.385 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106080", "label": "fraudulent", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-05T05:20:00Z", "trace_id": "7e665341-24cc-66e2-681f-91f8132ec060" }
{ "account_age_days": 835, "account_id": "ACCT-27E1E68EA903", "baseline_risk_score": 0.103, "kyc_tier": "tier_1", "session_entropy": 0.672 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 770, "timestamp": "2026-01-05T05:20:00Z", "transaction_amount_usd": 1838038.55 }, { "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": 0.472, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 3", "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": 2305880.1, "financial_exposure_usd": 4017089.69, "recoverable_pct": 0.576 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108495", "label": "benign", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-06T21:35:00Z", "trace_id": "d669c978-0529-de8d-9281-dc71d3a35923" }
{ "account_age_days": 1448, "account_id": "ACCT-158A8C04E1EB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.714 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 360, "timestamp": "2026-01-06T21:35:00Z", "transaction_amount_usd": 14357.63 }, { "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": 0.481, "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": 1340.26, "financial_exposure_usd": 2106.61, "recoverable_pct": 0.434 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106305", "label": "fraudulent", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-05T09:05:00Z", "trace_id": "20987fa2-feb2-f426-8695-62a551db9e84" }
{ "account_age_days": 790, "account_id": "ACCT-43C4E150CB1B", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.897 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 475, "timestamp": "2026-01-05T09:05:00Z", "transaction_amount_usd": 219086.29 }, { "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": 0.932, "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": 3939838.98, "financial_exposure_usd": 4726815.72, "recoverable_pct": 0.75 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109980", "label": "benign", "label_confidence": 0.526, "severity": "medium", "timestamp": "2026-01-07T22:20:00Z", "trace_id": "6d3ed8da-fe22-d289-7b25-eb5dad4ae2d8" }
{ "account_age_days": 274, "account_id": "ACCT-AAE79A53ABF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.475 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 298, "timestamp": "2026-01-07T22:20:00Z", "transaction_amount_usd": 11955.91 }, { "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": 0.578, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1866.28, "financial_exposure_usd": 3019.64, "recoverable_pct": 0.575 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104040", "label": "fraudulent", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-03T19:20:00Z", "trace_id": "c36356aa-488f-e8ba-e778-2225fbd5c7dc" }
{ "account_age_days": 1513, "account_id": "ACCT-B08B265F2148", "baseline_risk_score": 0.373, "kyc_tier": "tier_3", "session_entropy": 0.738 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 217, "timestamp": "2026-01-03T19:20:00Z", "transaction_amount_usd": 1231126.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.506, "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": 5567808.15, "financial_exposure_usd": 6446827.69, "recoverable_pct": 0.963 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100925", "label": "fraudulent", "label_confidence": 0.926, "severity": "critical", "timestamp": "2026-01-01T15:25:00Z", "trace_id": "5d0ec3ec-b2b9-ef4e-b587-93da055ab0f2" }
{ "account_age_days": 1651, "account_id": "ACCT-645EBE9B1A33", "baseline_risk_score": 0.283, "kyc_tier": "tier_3", "session_entropy": 0.389 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1073, "timestamp": "2026-01-01T15:25:00Z", "transaction_amount_usd": 111231.88 }, { "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": 0.934, "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": 440660.65, "financial_exposure_usd": 899264.11, "recoverable_pct": 0.569 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109043", "label": "benign", "label_confidence": 0.512, "severity": "medium", "timestamp": "2026-01-07T06:43:00Z", "trace_id": "f7e014e9-c049-ef9a-0549-a94cb2a08fc5" }
{ "account_age_days": 210, "account_id": "ACCT-174AD59D0E1B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.352 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 965, "timestamp": "2026-01-07T06:43:00Z", "transaction_amount_usd": 8719.26 }, { "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": 0.649, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 295.57, "financial_exposure_usd": 394.78, "recoverable_pct": 0.6 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106675", "label": "benign", "label_confidence": 0.517, "severity": "medium", "timestamp": "2026-01-05T15:15:00Z", "trace_id": "92edd301-dae1-e18f-13b9-46e38637e183" }
{ "account_age_days": 1524, "account_id": "ACCT-15866B794ED2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.411 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 236, "timestamp": "2026-01-05T15:15:00Z", "transaction_amount_usd": 14277.85 }, { "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": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 505.64, "financial_exposure_usd": 1216.77, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108749", "label": "benign", "label_confidence": 0.563, "severity": "high", "timestamp": "2026-01-07T01:49:00Z", "trace_id": "6174c9cf-3552-06d4-aba8-2af2e0c983c3" }
{ "account_age_days": 1225, "account_id": "ACCT-B099F85BEEE6", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.651 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 92, "timestamp": "2026-01-07T01:49:00Z", "transaction_amount_usd": 5164.86 }, { "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": 0.492, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 747.25, "financial_exposure_usd": 1255.36, "recoverable_pct": 0.487 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101238", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-01T20:38:00Z", "trace_id": "b189c096-7e4f-4807-8902-e922ec3d799a" }
{ "account_age_days": 41, "account_id": "ACCT-48971CB771FF", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.903 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 874, "timestamp": "2026-01-01T20:38:00Z", "transaction_amount_usd": 59979.72 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.854, "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": 725565.16, "financial_exposure_usd": 977840.64, "recoverable_pct": 0.213 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104909", "label": "fraudulent", "label_confidence": 0.762, "severity": "low", "timestamp": "2026-01-04T09:49:00Z", "trace_id": "3a5ecff4-f0d0-a94e-3239-e28760cdf885" }
{ "account_age_days": 894, "account_id": "ACCT-0F1DA742C0F0", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.535 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 195, "timestamp": "2026-01-04T08:16:00Z", "transaction_amount_usd": 10.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.688, "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": 2646293.76, "financial_exposure_usd": 3374374.66, "recoverable_pct": 0.592 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104759", "label": "fraudulent", "label_confidence": 0.935, "severity": "medium", "timestamp": "2026-01-04T07:19:00Z", "trace_id": "050ec5ba-963d-42c0-9e90-7f06f22b018c" }
{ "account_age_days": 1290, "account_id": "ACCT-5FC27B89F90F", "baseline_risk_score": 0.37, "kyc_tier": "tier_3", "session_entropy": 0.204 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 841, "timestamp": "2026-01-04T07:19:00Z", "transaction_amount_usd": 2586116.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.804, "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": 1332128.51, "financial_exposure_usd": 2736255.84, "recoverable_pct": 0.85 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105682", "label": "fraudulent", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-04T22:42:00Z", "trace_id": "8b7ca82d-e2af-2230-07c9-c27b45976d7d" }
{ "account_age_days": 1367, "account_id": "ACCT-FA7E918F2964", "baseline_risk_score": 0.397, "kyc_tier": "tier_2", "session_entropy": 0.199 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1019, "timestamp": "2026-01-04T22:42:00Z", "transaction_amount_usd": 2663259.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.596, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 3438314.37, "financial_exposure_usd": 7864847.53, "recoverable_pct": 0.867 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107433", "label": "benign", "label_confidence": 0.728, "severity": "low", "timestamp": "2026-01-06T03:53:00Z", "trace_id": "6693b560-f952-7a64-0c85-662fa03348b6" }
{ "account_age_days": 427, "account_id": "ACCT-851B246B09A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.287 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 895, "timestamp": "2026-01-06T03:53:00Z", "transaction_amount_usd": 12671.12 }, { "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": 0.743, "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": 1192.36, "financial_exposure_usd": 2108.9, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104234", "label": "fraudulent", "label_confidence": 0.749, "severity": "critical", "timestamp": "2026-01-03T22:34:00Z", "trace_id": "1700c4b7-4ca2-68ba-6701-d2db915bb0f9" }
{ "account_age_days": 1957, "account_id": "ACCT-E9F610847B20", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 619, "timestamp": "2026-01-03T22:34:00Z", "transaction_amount_usd": 1839107.83 }, { "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": 0.735, "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": 3392578.33, "financial_exposure_usd": 6947761.07, "recoverable_pct": 0.792 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104961", "label": "fraudulent", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-04T10:41:00Z", "trace_id": "af1c24f4-26f1-9754-709c-7d3d3d5139f6" }
{ "account_age_days": 571, "account_id": "ACCT-85F4B64BCCD8", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.181 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 234, "timestamp": "2026-01-04T10:41:00Z", "transaction_amount_usd": 1736093.97 }, { "asset": "EUR", "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": 0.651, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5186165.69, "financial_exposure_usd": 6645019.46, "recoverable_pct": 0.445 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109625", "label": "benign", "label_confidence": 0.494, "severity": "high", "timestamp": "2026-01-07T16:25:00Z", "trace_id": "ab638841-575b-e446-f122-88c4c0039a2a" }
{ "account_age_days": 1512, "account_id": "ACCT-7060271B795F", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.683 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 754, "timestamp": "2026-01-07T16:25:00Z", "transaction_amount_usd": 4677.19 }, { "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": 0.523, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 651, "financial_exposure_usd": 1042.94, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104577", "label": "fraudulent", "label_confidence": 0.623, "severity": "medium", "timestamp": "2026-01-04T04:17:00Z", "trace_id": "bc18491b-85a9-68ad-a712-26d022242d34" }
{ "account_age_days": 1239, "account_id": "ACCT-BB3DF092C6AB", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.656 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 798, "timestamp": "2026-01-04T04:17:00Z", "transaction_amount_usd": 1600550.95 }, { "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": 0.531, "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": 4094422.6, "financial_exposure_usd": 5425836.95, "recoverable_pct": 0.928 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106919", "label": "benign", "label_confidence": 0.501, "severity": "high", "timestamp": "2026-01-05T19:19:00Z", "trace_id": "f752a5cd-409a-b258-1d07-f6a64ebaee3b" }
{ "account_age_days": 254, "account_id": "ACCT-5B73DA6B6074", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.267 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 166, "timestamp": "2026-01-05T12:03:00Z", "transaction_amount_usd": 0.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4296.5, "financial_exposure_usd": 5705.58, "recoverable_pct": 0.475 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109705", "label": "benign", "label_confidence": 0.462, "severity": "critical", "timestamp": "2026-01-07T17:45:00Z", "trace_id": "39b2d25d-ebb3-3590-7794-0b0e8782e2a4" }
{ "account_age_days": 267, "account_id": "ACCT-8EA7F5825634", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.429 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 625, "timestamp": "2026-01-07T17:45:00Z", "transaction_amount_usd": 14883.28 }, { "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": 0.507, "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": 2699.86, "financial_exposure_usd": 4239.62, "recoverable_pct": 0.751 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105844", "label": "fraudulent", "label_confidence": 0.834, "severity": "critical", "timestamp": "2026-01-05T01:24:00Z", "trace_id": "e0f6a7af-9715-7c01-f0ba-43050c6955f6" }
{ "account_age_days": 1429, "account_id": "ACCT-CF96EA51A2BB", "baseline_risk_score": 0.189, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1197, "timestamp": "2026-01-05T01:24:00Z", "transaction_amount_usd": 1225801.68 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.483, "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": 2378969.65, "financial_exposure_usd": 4754752.31, "recoverable_pct": 0.887 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }