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-101774", "label": "fraudulent", "label_confidence": 0.97, "severity": "medium", "timestamp": "2026-01-02T05:34:00Z", "trace_id": "c2a97fa4-99ef-4802-4d4c-289d03651837" }
{ "account_age_days": 172, "account_id": "ACCT-9449370409BD", "baseline_risk_score": 0.257, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 295, "timestamp": "2026-01-01T22:41:00Z", "transaction_amount_usd": 14.71 }, { "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": 0.468, "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": 452291.12, "financial_exposure_usd": 670191.29, "recoverable_pct": 0.162 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107360", "label": "benign", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-06T02:40:00Z", "trace_id": "65a3f51f-7c3e-336a-dadd-d0ccfc542886" }
{ "account_age_days": 82, "account_id": "ACCT-990AEC4334E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.186 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 213, "timestamp": "2026-01-06T02:40:00Z", "transaction_amount_usd": 3111.38 }, { "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": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1347.03, "financial_exposure_usd": 1897.2, "recoverable_pct": 0.415 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100504", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-01T08:24:00Z", "trace_id": "4a9600b8-e40e-eb67-33bc-3c0734bacebe" }
{ "account_age_days": 1448, "account_id": "ACCT-A7C1CA53DCB9", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.416 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 887, "timestamp": "2026-01-01T08:24:00Z", "transaction_amount_usd": 77902.4 }, { "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": 0.704, "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": 163970.37, "financial_exposure_usd": 396297.14, "recoverable_pct": 0.687 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107317", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-06T01:57:00Z", "trace_id": "18e7baea-6e06-5726-8611-e541040b9622" }
{ "account_age_days": 240, "account_id": "ACCT-FE4451841469", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1198, "timestamp": "2026-01-06T01:57:00Z", "transaction_amount_usd": 7456.7 }, { "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": 0.698, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 200.6, "financial_exposure_usd": 270.17, "recoverable_pct": 0.873 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100748", "label": "fraudulent", "label_confidence": 0.975, "severity": "high", "timestamp": "2026-01-01T12:28:00Z", "trace_id": "5a463aa8-9dd3-c0d3-0fd2-b477c09de425" }
{ "account_age_days": 873, "account_id": "ACCT-5E8A93C3ECDC", "baseline_risk_score": 0.383, "kyc_tier": "tier_3", "session_entropy": 0.786 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 339, "timestamp": "2026-01-01T04:50:00Z", "transaction_amount_usd": 16.16 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.663, "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": 459851.18, "financial_exposure_usd": 655495.96, "recoverable_pct": 0.559 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101190", "label": "fraudulent", "label_confidence": 0.835, "severity": "critical", "timestamp": "2026-01-01T19:50:00Z", "trace_id": "d8118fe9-0075-e7b6-dec5-b037f4ca2cf3" }
{ "account_age_days": 1950, "account_id": "ACCT-0CA4B69D7B79", "baseline_risk_score": 0.609, "kyc_tier": "tier_3", "session_entropy": 0.585 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 556, "timestamp": "2026-01-01T19:50:00Z", "transaction_amount_usd": 85530.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.54, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 553177.28, "financial_exposure_usd": 1116726.13, "recoverable_pct": 0.803 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105452", "label": "fraudulent", "label_confidence": 0.688, "severity": "high", "timestamp": "2026-01-04T18:52:00Z", "trace_id": "60fda09e-b5ce-73c4-6304-4ddb85e7125d" }
{ "account_age_days": 1398, "account_id": "ACCT-FD6D30E3FFBB", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.365 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 241, "timestamp": "2026-01-04T13:44:00Z", "transaction_amount_usd": 2.15 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.625, "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": 3818356.84, "financial_exposure_usd": 5248158.56, "recoverable_pct": 0.963 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100804", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T13:24:00Z", "trace_id": "37a29938-90f3-29dd-9b50-e52092496ed4" }
{ "account_age_days": 1548, "account_id": "ACCT-5AC290A567B4", "baseline_risk_score": 0.616, "kyc_tier": "tier_1", "session_entropy": 0.834 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 674, "timestamp": "2026-01-01T13:24:00Z", "transaction_amount_usd": 13434.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.77, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 712749.47, "financial_exposure_usd": 787199.42, "recoverable_pct": 0.176 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109530", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-07T14:50:00Z", "trace_id": "f3d20af0-963a-9656-32d6-71117ea2fc38" }
{ "account_age_days": 680, "account_id": "ACCT-D0F5E45A71CB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 238, "timestamp": "2026-01-07T03:34:00Z", "transaction_amount_usd": 20.6 }, { "asset": "USD", "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": 0.581, "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": 1553.21, "financial_exposure_usd": 2773.86, "recoverable_pct": 0.557 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104151", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-03T21:11:00Z", "trace_id": "f15e5c91-9b49-cee4-e2de-7d993ca8310e" }
{ "account_age_days": 770, "account_id": "ACCT-B322FF40B675", "baseline_risk_score": 0.098, "kyc_tier": "tier_3", "session_entropy": 0.814 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 871, "timestamp": "2026-01-03T21:11:00Z", "transaction_amount_usd": 1436717.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.482, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3037892.8, "financial_exposure_usd": 3534248.58, "recoverable_pct": 0.953 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104745", "label": "fraudulent", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-04T07:05:00Z", "trace_id": "f2644629-de5c-46d2-3a1e-263bcc87a207" }
{ "account_age_days": 1910, "account_id": "ACCT-EBB786B1B7B1", "baseline_risk_score": 0.222, "kyc_tier": "tier_2", "session_entropy": 0.696 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 477, "timestamp": "2026-01-04T07:05:00Z", "transaction_amount_usd": 2298449.09 }, { "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": 0.355, "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": 3401978.6, "financial_exposure_usd": 6101434.3, "recoverable_pct": 0.67 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106363", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-05T10:03:00Z", "trace_id": "3f611c02-7dfe-717b-1908-7dcf79235b4c" }
{ "account_age_days": 1290, "account_id": "ACCT-1CA93F5F3923", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.222 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 468, "timestamp": "2026-01-05T10:03:00Z", "transaction_amount_usd": 2063235.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.568, "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": 3610491.65, "financial_exposure_usd": 7556805.45, "recoverable_pct": 0.823 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109620", "label": "benign", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-07T16:20:00Z", "trace_id": "d90991b9-7bc1-b7a1-14b3-75115e185797" }
{ "account_age_days": 654, "account_id": "ACCT-B64B1B36229F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 460, "timestamp": "2026-01-07T16:20:00Z", "transaction_amount_usd": 1838.58 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.614, "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": 1818.8, "financial_exposure_usd": 2010.96, "recoverable_pct": 0.913 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109886", "label": "benign", "label_confidence": 0.693, "severity": "medium", "timestamp": "2026-01-07T20:46:00Z", "trace_id": "4f7bebac-bb25-f599-2a8e-9a03ee080911" }
{ "account_age_days": 215, "account_id": "ACCT-CEA2FF304749", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.665 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1157, "timestamp": "2026-01-07T20:46:00Z", "transaction_amount_usd": 8088.99 }, { "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": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2198.37, "financial_exposure_usd": 3038.8, "recoverable_pct": 0.941 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100333", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-01T05:33:00Z", "trace_id": "779f00d5-571d-7650-2a7a-55500ea20640" }
{ "account_age_days": 188, "account_id": "ACCT-2E26D622E17C", "baseline_risk_score": 0.471, "kyc_tier": "tier_1", "session_entropy": 0.649 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1111, "timestamp": "2026-01-01T05:33:00Z", "transaction_amount_usd": 115224.18 }, { "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": 0.497, "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": 518123.53, "financial_exposure_usd": 1145495.97, "recoverable_pct": 0.484 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107384", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-06T03:04:00Z", "trace_id": "87957911-5f9e-2b08-788f-93556d4d5faa" }
{ "account_age_days": 1335, "account_id": "ACCT-E3601D1819FE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.879 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 933, "timestamp": "2026-01-06T03:04:00Z", "transaction_amount_usd": 13986.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.488, "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": 3355.66, "financial_exposure_usd": 7063.77, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106452", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-05T11:32:00Z", "trace_id": "5e63bbe6-3a21-7b14-2348-33bfc5ceb4fe" }
{ "account_age_days": 691, "account_id": "ACCT-FF1C077BE416", "baseline_risk_score": 0.352, "kyc_tier": "tier_1", "session_entropy": 0.922 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 80, "timestamp": "2026-01-05T11:32:00Z", "transaction_amount_usd": 1919796.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.818, "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": 3627848.1, "financial_exposure_usd": 6334170, "recoverable_pct": 0.489 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103545", "label": "fraudulent", "label_confidence": 0.821, "severity": "critical", "timestamp": "2026-01-03T11:05:00Z", "trace_id": "4cf5964d-117f-37d7-d79e-2bbfa3d4a03c" }
{ "account_age_days": 1324, "account_id": "ACCT-7FD0B52D2031", "baseline_risk_score": 0.067, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 443, "timestamp": "2026-01-03T11:05:00Z", "transaction_amount_usd": 2095950.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.451, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4789294.45, "financial_exposure_usd": 6859778.14, "recoverable_pct": 0.51 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101111", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-01T18:31:00Z", "trace_id": "08daca13-c671-c92d-71dd-4be5280b6492" }
{ "account_age_days": 721, "account_id": "ACCT-B529945FEA47", "baseline_risk_score": 0.574, "kyc_tier": "tier_2", "session_entropy": 0.449 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 269, "timestamp": "2026-01-01T18:31:00Z", "transaction_amount_usd": 32892.22 }, { "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": 0.933, "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": 568810.6, "financial_exposure_usd": 1041437.75, "recoverable_pct": 0.1 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105092", "label": "fraudulent", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-04T12:52:00Z", "trace_id": "a69f49cc-9ba9-e11d-0ace-2ca04fedabb6" }
{ "account_age_days": 1025, "account_id": "ACCT-1A6334B7ECCB", "baseline_risk_score": 0.385, "kyc_tier": "tier_3", "session_entropy": 0.278 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 751, "timestamp": "2026-01-04T12:52:00Z", "transaction_amount_usd": 118201.68 }, { "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": 0.661, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2909908.49, "financial_exposure_usd": 3964225.76, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106308", "label": "fraudulent", "label_confidence": 0.632, "severity": "critical", "timestamp": "2026-01-05T09:08:00Z", "trace_id": "383aa826-ab8f-bfcd-485c-48afd7167e00" }
{ "account_age_days": 1850, "account_id": "ACCT-FDBC00CD83BD", "baseline_risk_score": 0.112, "kyc_tier": "tier_1", "session_entropy": 0.891 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1076, "timestamp": "2026-01-05T09:08:00Z", "transaction_amount_usd": 955728.74 }, { "asset": "USDT", "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": 0.708, "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": 3661531.55, "financial_exposure_usd": 5121102.18, "recoverable_pct": 0.772 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103486", "label": "fraudulent", "label_confidence": 0.727, "severity": "high", "timestamp": "2026-01-03T10:06:00Z", "trace_id": "f11dd837-413b-4341-c631-27eb443da6ec" }
{ "account_age_days": 1555, "account_id": "ACCT-32BA101F4139", "baseline_risk_score": 0.104, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 284, "timestamp": "2026-01-03T05:37:00Z", "transaction_amount_usd": 5.29 }, { "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3430749.89, "financial_exposure_usd": 4219118.17, "recoverable_pct": 0.803 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103200", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-03T05:20:00Z", "trace_id": "542272fb-fc2b-8a62-6291-daa5140118be" }
{ "account_age_days": 1853, "account_id": "ACCT-847543EA815B", "baseline_risk_score": 0.339, "kyc_tier": "tier_1", "session_entropy": 0.327 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 835, "timestamp": "2026-01-03T05:20:00Z", "transaction_amount_usd": 53583.82 }, { "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": 0.949, "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": 284566.74, "financial_exposure_usd": 546206.26, "recoverable_pct": 0.209 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107586", "label": "benign", "label_confidence": 0.688, "severity": "medium", "timestamp": "2026-01-06T06:26:00Z", "trace_id": "74976b9b-ab2c-983c-60d1-52a9f824ccbe" }
{ "account_age_days": 1531, "account_id": "ACCT-3B2608A9F714", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.845 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 259, "timestamp": "2026-01-05T21:25:00Z", "transaction_amount_usd": 5.24 }, { "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": 0.559, "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": 2571.76, "financial_exposure_usd": 2807.8, "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-106242", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-05T08:02:00Z", "trace_id": "139b64ab-f269-006d-faff-ef4a843007f6" }
{ "account_age_days": 280, "account_id": "ACCT-707BAB26A1C8", "baseline_risk_score": 0.132, "kyc_tier": "tier_3", "session_entropy": 0.582 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 733, "timestamp": "2026-01-05T08:02:00Z", "transaction_amount_usd": 968424.94 }, { "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": 0.491, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3494251.9, "financial_exposure_usd": 4828663.47, "recoverable_pct": 0.418 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100486", "label": "fraudulent", "label_confidence": 0.842, "severity": "medium", "timestamp": "2026-01-01T08:06:00Z", "trace_id": "dccd5aec-8493-e39d-ac10-ba34ad4bd7d8" }
{ "account_age_days": 1388, "account_id": "ACCT-4B8243177117", "baseline_risk_score": 0.476, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1124, "timestamp": "2026-01-01T08:06:00Z", "transaction_amount_usd": 10096.17 }, { "asset": "USD", "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": 0.708, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 520746.11, "financial_exposure_usd": 677127.28, "recoverable_pct": 0.779 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106751", "label": "benign", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-05T16:31:00Z", "trace_id": "20e686e3-fc09-2789-292c-73cd08e1cd29" }
{ "account_age_days": 1152, "account_id": "ACCT-61AE6F2671B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 366, "timestamp": "2026-01-05T06:51:00Z", "transaction_amount_usd": 9.73 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.607, "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": 855.33, "financial_exposure_usd": 1857.26, "recoverable_pct": 0.731 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100983", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-01T16:23:00Z", "trace_id": "b4dbb303-2f92-a806-8b1d-b91d9c1ee1b4" }
{ "account_age_days": 1532, "account_id": "ACCT-957C63061437", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.793 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 969, "timestamp": "2026-01-01T16:23:00Z", "transaction_amount_usd": 34342.63 }, { "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": 0.816, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 225600.75, "financial_exposure_usd": 233574, "recoverable_pct": 0.213 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100398", "label": "fraudulent", "label_confidence": 0.768, "severity": "critical", "timestamp": "2026-01-01T06:38:00Z", "trace_id": "cf11be94-02a6-727c-0d16-192b515b1487" }
{ "account_age_days": 1599, "account_id": "ACCT-85E17C3C6301", "baseline_risk_score": 0.524, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 364, "timestamp": "2026-01-01T03:14:00Z", "transaction_amount_usd": 6.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.483, "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": 332767.99, "financial_exposure_usd": 613357.18, "recoverable_pct": 0.481 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109664", "label": "benign", "label_confidence": 0.608, "severity": "low", "timestamp": "2026-01-07T17:04:00Z", "trace_id": "00fd0594-1784-d18c-ccea-bbafd89a08c1" }
{ "account_age_days": 1343, "account_id": "ACCT-4F630FC43F54", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.75 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1134, "timestamp": "2026-01-07T17:04:00Z", "transaction_amount_usd": 3676.51 }, { "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": 0.771, "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": 2450.03, "financial_exposure_usd": 2458.67, "recoverable_pct": 0.423 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104383", "label": "fraudulent", "label_confidence": 0.822, "severity": "high", "timestamp": "2026-01-04T01:03:00Z", "trace_id": "cfbcb3f5-0fb5-8513-5e02-f37e4e31c75a" }
{ "account_age_days": 1125, "account_id": "ACCT-1980209CC54E", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.78 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 178, "timestamp": "2026-01-03T18:05:00Z", "transaction_amount_usd": 23.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.422, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2003444.76, "financial_exposure_usd": 4298061.73, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108365", "label": "benign", "label_confidence": 0.509, "severity": "medium", "timestamp": "2026-01-06T19:25:00Z", "trace_id": "548100bf-7b6c-2c9b-76e1-0e22244d18ad" }
{ "account_age_days": 1534, "account_id": "ACCT-B0F576F619BF", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 484, "timestamp": "2026-01-06T19:25:00Z", "transaction_amount_usd": 12423.66 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 859.01, "financial_exposure_usd": 1244.39, "recoverable_pct": 0.862 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104578", "label": "fraudulent", "label_confidence": 0.789, "severity": "low", "timestamp": "2026-01-04T04:18:00Z", "trace_id": "62a673c1-d183-137a-6236-8ebdbae7ff25" }
{ "account_age_days": 961, "account_id": "ACCT-C6E9341A213F", "baseline_risk_score": 0.138, "kyc_tier": "tier_2", "session_entropy": 0.689 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 466, "timestamp": "2026-01-04T04:18:00Z", "transaction_amount_usd": 697921.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.784, "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": 5267861.39, "financial_exposure_usd": 5508686.62, "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-100541", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-01T09:01:00Z", "trace_id": "20c06aed-64b2-5499-ad5a-01104a908514" }
{ "account_age_days": 1983, "account_id": "ACCT-79037F06745B", "baseline_risk_score": 0.43, "kyc_tier": "tier_1", "session_entropy": 0.145 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 148, "timestamp": "2026-01-01T00:36:00Z", "transaction_amount_usd": 22.78 }, { "asset": "ETH", "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": 0.695, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 771013.93, "financial_exposure_usd": 1170515.47, "recoverable_pct": 0.226 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108187", "label": "benign", "label_confidence": 0.663, "severity": "high", "timestamp": "2026-01-06T16:27:00Z", "trace_id": "ec47e681-3b5f-b9fc-1e2a-ed26c07f29dc" }
{ "account_age_days": 698, "account_id": "ACCT-A155505B3DFB", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.568 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 401, "timestamp": "2026-01-06T16:27:00Z", "transaction_amount_usd": 4731.61 }, { "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": 0.634, "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": 1621.81, "financial_exposure_usd": 3544.93, "recoverable_pct": 0.751 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105619", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-04T21:39:00Z", "trace_id": "345877d0-ef27-ab5d-25c3-ec2f36e3b9c2" }
{ "account_age_days": 631, "account_id": "ACCT-043F9464D6C5", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.538 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 127, "timestamp": "2026-01-04T21:39:00Z", "transaction_amount_usd": 1284733.9 }, { "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": 0.529, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1785612.55, "financial_exposure_usd": 1824433.73, "recoverable_pct": 0.869 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101861", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-02T07:01:00Z", "trace_id": "67a57dd8-0a18-fa2d-2527-2424ae60ac67" }
{ "account_age_days": 552, "account_id": "ACCT-867B0CA3290E", "baseline_risk_score": 0.469, "kyc_tier": "tier_2", "session_entropy": 0.787 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 318, "timestamp": "2026-01-02T07:01:00Z", "transaction_amount_usd": 102427.58 }, { "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": 0.772, "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": 298625.46, "financial_exposure_usd": 485894.55, "recoverable_pct": 0.098 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106559", "label": "fraudulent", "label_confidence": 0.61, "severity": "high", "timestamp": "2026-01-05T13:19:00Z", "trace_id": "473a650a-1592-4e3e-a799-564904ce7c57" }
{ "account_age_days": 274, "account_id": "ACCT-FF55E33EB562", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.904 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 608, "timestamp": "2026-01-05T13:19:00Z", "transaction_amount_usd": 1626297.64 }, { "asset": "BTC", "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": 0.632, "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": 1470173.05, "financial_exposure_usd": 2760911.22, "recoverable_pct": 0.959 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103822", "label": "fraudulent", "label_confidence": 0.876, "severity": "low", "timestamp": "2026-01-03T15:42:00Z", "trace_id": "a1505ee3-de31-0e2d-d420-4714fcb47b51" }
{ "account_age_days": 1032, "account_id": "ACCT-BE7902C21758", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 518, "timestamp": "2026-01-03T15:42:00Z", "transaction_amount_usd": 567914.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.691, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1041317.42, "financial_exposure_usd": 1219478.87, "recoverable_pct": 0.432 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100943", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-01T15:43:00Z", "trace_id": "5afb975d-95bb-1c32-c16b-a3e1e21a5a87" }
{ "account_age_days": 477, "account_id": "ACCT-710C2571F046", "baseline_risk_score": 0.553, "kyc_tier": "tier_3", "session_entropy": 0.746 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 923, "timestamp": "2026-01-01T15:43:00Z", "transaction_amount_usd": 20091.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.353, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 382460.34, "financial_exposure_usd": 634034.91, "recoverable_pct": 0.837 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102020", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-02T09:40:00Z", "trace_id": "6bef6d83-ebf7-4f6b-8ead-59cf617bedda" }
{ "account_age_days": 1694, "account_id": "ACCT-AAD7AA20C9B7", "baseline_risk_score": 0.309, "kyc_tier": "tier_2", "session_entropy": 0.439 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 983, "timestamp": "2026-01-02T09:40:00Z", "transaction_amount_usd": 70608.86 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.528, "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": 215076.46, "financial_exposure_usd": 257471.42, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105811", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-05T00:51:00Z", "trace_id": "f69ac76d-92ac-5d9f-bb73-89c69587e1cc" }
{ "account_age_days": 995, "account_id": "ACCT-57E127FC1D91", "baseline_risk_score": 0.145, "kyc_tier": "tier_3", "session_entropy": 0.565 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 123, "timestamp": "2026-01-05T00:51:00Z", "transaction_amount_usd": 418887.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.827, "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": 2279461.88, "financial_exposure_usd": 2770002.84, "recoverable_pct": 0.667 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109791", "label": "benign", "label_confidence": 0.724, "severity": "high", "timestamp": "2026-01-07T19:11:00Z", "trace_id": "6fc6bd72-f481-04b7-6d39-dc5a131e180a" }
{ "account_age_days": 653, "account_id": "ACCT-9541C65E96BD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.342 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 310, "timestamp": "2026-01-07T10:18:00Z", "transaction_amount_usd": 22.19 }, { "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": 0.491, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2037.7, "financial_exposure_usd": 2294.6, "recoverable_pct": 0.998 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102927", "label": "fraudulent", "label_confidence": 0.794, "severity": "medium", "timestamp": "2026-01-03T00:47:00Z", "trace_id": "4d74f252-465f-69bb-8e15-fc1e507589cf" }
{ "account_age_days": 1828, "account_id": "ACCT-133C77BABEA5", "baseline_risk_score": 0.267, "kyc_tier": "tier_2", "session_entropy": 0.923 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 430, "timestamp": "2026-01-03T00:47:00Z", "transaction_amount_usd": 37896.96 }, { "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": 0.439, "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": 503690.97, "financial_exposure_usd": 658672.19, "recoverable_pct": 0.077 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100390", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-01T06:30:00Z", "trace_id": "ee0bde13-7f48-266c-6ec2-2d019ce53da9" }
{ "account_age_days": 1947, "account_id": "ACCT-A4C1BF917292", "baseline_risk_score": 0.456, "kyc_tier": "tier_2", "session_entropy": 0.438 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 335, "timestamp": "2026-01-01T06:30:00Z", "transaction_amount_usd": 74438.7 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.451, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 552603.44, "financial_exposure_usd": 814713.18, "recoverable_pct": 0.494 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105505", "label": "fraudulent", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-04T19:45:00Z", "trace_id": "50eb6e51-9079-634e-e77d-e363d42b864e" }
{ "account_age_days": 1404, "account_id": "ACCT-951E19B65DD1", "baseline_risk_score": 0.159, "kyc_tier": "tier_2", "session_entropy": 0.207 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 400, "timestamp": "2026-01-04T15:33:00Z", "transaction_amount_usd": 16.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.536, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 150131.93, "financial_exposure_usd": 153421.95, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108486", "label": "benign", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-06T21:26:00Z", "trace_id": "c3871858-a874-e508-22ae-fb901fe5f8e4" }
{ "account_age_days": 1632, "account_id": "ACCT-CD339759645C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.106 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 348, "timestamp": "2026-01-06T21:26:00Z", "transaction_amount_usd": 1677.59 }, { "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": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 951.75, "financial_exposure_usd": 2352.3, "recoverable_pct": 0.547 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106148", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-05T06:28:00Z", "trace_id": "32e0ce31-bda0-c5cd-bbdd-7c1dc41af981" }
{ "account_age_days": 1529, "account_id": "ACCT-D8EEF7DE52C9", "baseline_risk_score": 0.358, "kyc_tier": "tier_2", "session_entropy": 0.355 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 314, "timestamp": "2026-01-05T06:28:00Z", "transaction_amount_usd": 637374.23 }, { "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": 0.579, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 418530.85, "financial_exposure_usd": 743774.02, "recoverable_pct": 0.985 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102730", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-02T21:30:00Z", "trace_id": "35a9a181-7fe2-d463-e80c-91d32020c959" }
{ "account_age_days": 276, "account_id": "ACCT-86AF79AB241B", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.632 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 420, "timestamp": "2026-01-02T21:30:00Z", "transaction_amount_usd": 107005.86 }, { "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": 0.746, "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": 679892.4, "financial_exposure_usd": 1136434.56, "recoverable_pct": 0.671 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107325", "label": "benign", "label_confidence": 0.723, "severity": "medium", "timestamp": "2026-01-06T02:05:00Z", "trace_id": "748889a8-5990-aab4-613f-25a15603e657" }
{ "account_age_days": 1876, "account_id": "ACCT-3D9CF7BAA28C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 621, "timestamp": "2026-01-06T02:05:00Z", "transaction_amount_usd": 9945.8 }, { "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": 0.754, "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": 2293.68, "financial_exposure_usd": 3085.06, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108906", "label": "benign", "label_confidence": 0.596, "severity": "high", "timestamp": "2026-01-07T04:26:00Z", "trace_id": "f73bdf79-ed73-edd3-9599-ef0caccd35f1" }
{ "account_age_days": 562, "account_id": "ACCT-E6D0EDC8F813", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.816 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 397, "timestamp": "2026-01-07T04:26:00Z", "transaction_amount_usd": 8566.33 }, { "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": 0.661, "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": 1285.94, "financial_exposure_usd": 1847.87, "recoverable_pct": 0.628 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102246", "label": "fraudulent", "label_confidence": 0.885, "severity": "critical", "timestamp": "2026-01-02T13:26:00Z", "trace_id": "5c57649b-56ab-bf7a-b105-61298acdb5e1" }
{ "account_age_days": 144, "account_id": "ACCT-FF632BD3F922", "baseline_risk_score": 0.581, "kyc_tier": "tier_3", "session_entropy": 0.346 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 357, "timestamp": "2026-01-02T11:03:00Z", "transaction_amount_usd": 19.91 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.654, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 443223.53, "financial_exposure_usd": 562776.76, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101587", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-02T02:27:00Z", "trace_id": "da518225-fa6f-2f3a-444d-c21cffe6ba54" }
{ "account_age_days": 261, "account_id": "ACCT-C0F20923F093", "baseline_risk_score": 0.341, "kyc_tier": "tier_1", "session_entropy": 0.232 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 211, "timestamp": "2026-01-02T02:27:00Z", "transaction_amount_usd": 61227.3 }, { "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": 0.718, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 452979.14, "financial_exposure_usd": 720480.78, "recoverable_pct": 0.817 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101810", "label": "fraudulent", "label_confidence": 0.855, "severity": "low", "timestamp": "2026-01-02T06:10:00Z", "trace_id": "4cdaffc0-3086-2df7-429d-4d8dbdac8aee" }
{ "account_age_days": 1558, "account_id": "ACCT-493C4D0E06D9", "baseline_risk_score": 0.506, "kyc_tier": "tier_3", "session_entropy": 0.706 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 302, "timestamp": "2026-01-01T21:49:00Z", "transaction_amount_usd": 11.87 }, { "asset": "ETH", "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": 0.426, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.09 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102176", "label": "fraudulent", "label_confidence": 0.806, "severity": "high", "timestamp": "2026-01-02T12:16:00Z", "trace_id": "0456b218-8cbc-4f76-ebb9-baec356f324a" }
{ "account_age_days": 1329, "account_id": "ACCT-846302DF0CC3", "baseline_risk_score": 0.563, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 336, "timestamp": "2026-01-02T11:27:00Z", "transaction_amount_usd": 5.36 }, { "asset": "USDT", "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": 0.749, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 9", "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": 513059.97, "financial_exposure_usd": 952235.77, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109283", "label": "benign", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-07T10:43:00Z", "trace_id": "25d03ff1-c26f-b42c-27b9-b4103c8cf89e" }
{ "account_age_days": 202, "account_id": "ACCT-1AEF7CC0BC9F", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 379, "timestamp": "2026-01-07T10:43:00Z", "transaction_amount_usd": 8760 }, { "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": 0.788, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1285.24, "financial_exposure_usd": 1421.68, "recoverable_pct": 0.952 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102680", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-02T20:40:00Z", "trace_id": "6cd66a45-8b5e-c209-b453-a32063cd48ec" }
{ "account_age_days": 1760, "account_id": "ACCT-06E7A8EC0E11", "baseline_risk_score": 0.58, "kyc_tier": "tier_1", "session_entropy": 0.813 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 900, "timestamp": "2026-01-02T20:40:00Z", "transaction_amount_usd": 59911.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "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": 131728.03, "financial_exposure_usd": 144118.37, "recoverable_pct": 0.755 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102486", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-02T17:26:00Z", "trace_id": "0a18c2fa-31d0-947f-df98-92e44a3fc80d" }
{ "account_age_days": 1561, "account_id": "ACCT-ACE1259CCD31", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.573 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 710, "timestamp": "2026-01-02T17:26:00Z", "transaction_amount_usd": 19829.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.755, "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": 621747.37, "financial_exposure_usd": 973576.3, "recoverable_pct": 0.617 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101398", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-01T23:18:00Z", "trace_id": "f8968107-d1c6-20a8-a56a-a8be74ec4476" }
{ "account_age_days": 338, "account_id": "ACCT-F8DC5A0C93BF", "baseline_risk_score": 0.634, "kyc_tier": "tier_3", "session_entropy": 0.356 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 92, "timestamp": "2026-01-01T23:18:00Z", "transaction_amount_usd": 38256.22 }, { "asset": "USDT", "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": 0.932, "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": 634392.83, "financial_exposure_usd": 1072321.54, "recoverable_pct": 0.802 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104785", "label": "fraudulent", "label_confidence": 0.765, "severity": "low", "timestamp": "2026-01-04T07:45:00Z", "trace_id": "5eb76c4b-7757-4f24-f8a3-6a26d66f7240" }
{ "account_age_days": 1158, "account_id": "ACCT-85F0EE758AD1", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 400, "timestamp": "2026-01-04T01:07:00Z", "transaction_amount_usd": 22.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.532, "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": 3187054, "financial_exposure_usd": 6558853.02, "recoverable_pct": 0.908 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106893", "label": "benign", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-05T18:53:00Z", "trace_id": "8102a077-d0b2-e0f1-4a90-351a6da45f88" }
{ "account_age_days": 419, "account_id": "ACCT-3E67539222CB", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 354, "timestamp": "2026-01-05T18:53:00Z", "transaction_amount_usd": 7823.47 }, { "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": 0.485, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 2997.41, "financial_exposure_usd": 3962.2, "recoverable_pct": 0.496 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107214", "label": "benign", "label_confidence": 0.601, "severity": "critical", "timestamp": "2026-01-06T00:14:00Z", "trace_id": "b83fa0a8-cc4c-2b76-9eec-6d386d846d07" }
{ "account_age_days": 711, "account_id": "ACCT-B792CF9B49AA", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1196, "timestamp": "2026-01-06T00:14:00Z", "transaction_amount_usd": 3701.35 }, { "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": 0.733, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 5432.81, "financial_exposure_usd": 5530.44, "recoverable_pct": 0.908 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108395", "label": "benign", "label_confidence": 0.499, "severity": "low", "timestamp": "2026-01-06T19:55:00Z", "trace_id": "3973764f-c0e3-cc1f-46b4-c771303ca78a" }
{ "account_age_days": 36, "account_id": "ACCT-62F7B1D34169", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.475 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 717, "timestamp": "2026-01-06T19:55:00Z", "transaction_amount_usd": 7041.67 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 624.89, "financial_exposure_usd": 1040.26, "recoverable_pct": 0.616 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109720", "label": "benign", "label_confidence": 0.657, "severity": "high", "timestamp": "2026-01-07T18:00:00Z", "trace_id": "9fb03d6f-4539-211a-d9cc-10730f7b427b" }
{ "account_age_days": 707, "account_id": "ACCT-B26C86E78EE3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.662 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 129, "timestamp": "2026-01-07T14:40:00Z", "transaction_amount_usd": 8.82 }, { "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": 0.603, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1471.62, "financial_exposure_usd": 2986.46, "recoverable_pct": 0.945 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107891", "label": "benign", "label_confidence": 0.584, "severity": "low", "timestamp": "2026-01-06T11:31:00Z", "trace_id": "29f1fec2-e466-92e1-a367-6dd0f7456f86" }
{ "account_age_days": 648, "account_id": "ACCT-53EC3231C6C1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.202 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 100, "timestamp": "2026-01-06T07:14:00Z", "transaction_amount_usd": 19 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "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": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2260, "financial_exposure_usd": 2736.05, "recoverable_pct": 0.768 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105172", "label": "fraudulent", "label_confidence": 0.798, "severity": "medium", "timestamp": "2026-01-04T14:12:00Z", "trace_id": "921535bd-b05a-0855-d3a3-3131b6a008b4" }
{ "account_age_days": 339, "account_id": "ACCT-0B115947D6E0", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 587, "timestamp": "2026-01-04T14:12:00Z", "transaction_amount_usd": 899538.38 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.809, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2895034.76, "financial_exposure_usd": 5027877.6, "recoverable_pct": 0.809 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108083", "label": "benign", "label_confidence": 0.534, "severity": "high", "timestamp": "2026-01-06T14:43:00Z", "trace_id": "fcd9aae5-a899-6719-11e3-580248e1e987" }
{ "account_age_days": 766, "account_id": "ACCT-DF44866E34B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.242 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 284, "timestamp": "2026-01-06T06:48:00Z", "transaction_amount_usd": 15.36 }, { "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": 0.474, "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": 527.98, "financial_exposure_usd": 649.17, "recoverable_pct": 0.645 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107933", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-06T12:13:00Z", "trace_id": "fd25d5cb-28f4-f4cf-a496-0ca329a5647a" }
{ "account_age_days": 710, "account_id": "ACCT-E1BCDD26066B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.783 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 98, "timestamp": "2026-01-06T12:13:00Z", "transaction_amount_usd": 11294.22 }, { "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": 0.687, "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": 3414.88, "financial_exposure_usd": 4118.71, "recoverable_pct": 0.844 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100341", "label": "fraudulent", "label_confidence": 0.877, "severity": "high", "timestamp": "2026-01-01T05:41:00Z", "trace_id": "008f03ca-8a32-c05e-6b40-335213445e51" }
{ "account_age_days": 1901, "account_id": "ACCT-67B29AEC738B", "baseline_risk_score": 0.254, "kyc_tier": "tier_3", "session_entropy": 0.799 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 431, "timestamp": "2026-01-01T05:41:00Z", "transaction_amount_usd": 82408.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.5, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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 H...
{ "customer_funds_at_risk_usd": 278171.11, "financial_exposure_usd": 352376.21, "recoverable_pct": 0.382 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103883", "label": "fraudulent", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-03T16:43:00Z", "trace_id": "53b0e567-71e7-d333-f370-d35a3d30e8b2" }
{ "account_age_days": 104, "account_id": "ACCT-E3D85D370D6C", "baseline_risk_score": 0.11, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 687, "timestamp": "2026-01-03T16:43:00Z", "transaction_amount_usd": 777200.06 }, { "asset": "JPY", "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": 0.634, "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": 7202997.56, "financial_exposure_usd": 8535057.87, "recoverable_pct": 0.628 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104449", "label": "fraudulent", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-04T02:09:00Z", "trace_id": "a10ff8cc-e973-f9d0-0b07-0ed2a628b121" }
{ "account_age_days": 1100, "account_id": "ACCT-6ACC5A8F1FE0", "baseline_risk_score": 0.091, "kyc_tier": "tier_2", "session_entropy": 0.273 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 214, "timestamp": "2026-01-04T02:09:00Z", "transaction_amount_usd": 2848404.11 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.667, "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": 2183635.71, "financial_exposure_usd": 3319925.38, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104374", "label": "fraudulent", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-04T00:54:00Z", "trace_id": "0cdeda43-a0d2-b819-074e-6ea2915f4419" }
{ "account_age_days": 507, "account_id": "ACCT-13EAA02D2F69", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.592 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 178, "timestamp": "2026-01-03T21:40:00Z", "transaction_amount_usd": 3.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.896, "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": 4755249.5, "financial_exposure_usd": 7395750.24, "recoverable_pct": 0.804 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103526", "label": "fraudulent", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-03T10:46:00Z", "trace_id": "7548f756-120e-605a-0d76-55e4c9bada19" }
{ "account_age_days": 325, "account_id": "ACCT-0F2485176835", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.944 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1141, "timestamp": "2026-01-03T10:46:00Z", "transaction_amount_usd": 2965966.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.835, "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": 4159168.24, "financial_exposure_usd": 4531312.15, "recoverable_pct": 0.65 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105593", "label": "fraudulent", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-04T21:13:00Z", "trace_id": "d7a68cbd-91dc-3fb6-abd7-2e4a988d5e94" }
{ "account_age_days": 669, "account_id": "ACCT-81E158C164F1", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.407 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 129, "timestamp": "2026-01-04T12:49:00Z", "transaction_amount_usd": 16.14 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.868, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4474787.06, "financial_exposure_usd": 5953312.51, "recoverable_pct": 0.766 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101169", "label": "fraudulent", "label_confidence": 0.953, "severity": "critical", "timestamp": "2026-01-01T19:29:00Z", "trace_id": "7144380b-0436-9592-7989-6384febbfd51" }
{ "account_age_days": 1635, "account_id": "ACCT-0A4609DA9B49", "baseline_risk_score": 0.473, "kyc_tier": "tier_2", "session_entropy": 0.595 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 259, "timestamp": "2026-01-01T19:29:00Z", "transaction_amount_usd": 27858 }, { "asset": "SOL", "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": 0.498, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 582978.26, "financial_exposure_usd": 692806.15, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100771", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-01T12:51:00Z", "trace_id": "03ac34f8-2158-9df4-a338-2729cd4ebad8" }
{ "account_age_days": 1031, "account_id": "ACCT-4131D33E3290", "baseline_risk_score": 0.576, "kyc_tier": "tier_3", "session_entropy": 0.242 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 223, "timestamp": "2026-01-01T08:09:00Z", "transaction_amount_usd": 18.3 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 822105.17, "financial_exposure_usd": 1153548.92, "recoverable_pct": 0.722 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107361", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-06T02:41:00Z", "trace_id": "c64e07cf-f4e6-136f-b991-9abc856f009d" }
{ "account_age_days": 1211, "account_id": "ACCT-CF0A51BA0B38", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.519 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 135, "timestamp": "2026-01-05T18:08:00Z", "transaction_amount_usd": 2.58 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.486, "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": 1117.95, "financial_exposure_usd": 1703.48, "recoverable_pct": 0.76 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105938", "label": "fraudulent", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-05T02:58:00Z", "trace_id": "8e910647-5e1d-ff96-61b4-33594aa00619" }
{ "account_age_days": 1311, "account_id": "ACCT-8B0D313112FB", "baseline_risk_score": 0.162, "kyc_tier": "tier_3", "session_entropy": 0.769 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 815, "timestamp": "2026-01-05T02:58:00Z", "transaction_amount_usd": 1727577.59 }, { "asset": "USD", "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": 0.702, "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": 2377449.65, "financial_exposure_usd": 5855579.44, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108265", "label": "benign", "label_confidence": 0.542, "severity": "low", "timestamp": "2026-01-06T17:45:00Z", "trace_id": "0b7d307d-35e1-7475-1c3d-5394da6e5236" }
{ "account_age_days": 1594, "account_id": "ACCT-0D1B3721D0D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.549 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 918, "timestamp": "2026-01-06T17:45:00Z", "transaction_amount_usd": 8868.62 }, { "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": 0.729, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1332.14, "financial_exposure_usd": 1654.73, "recoverable_pct": 0.882 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105163", "label": "fraudulent", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-04T14:03:00Z", "trace_id": "98767c82-764f-2c74-de66-7535b29abb8a" }
{ "account_age_days": 1600, "account_id": "ACCT-A8CB16C81275", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.902 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 233, "timestamp": "2026-01-04T03:50:00Z", "transaction_amount_usd": 11.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.556, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 939093.23, "financial_exposure_usd": 2036476.47, "recoverable_pct": 0.491 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100375", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-01T06:15:00Z", "trace_id": "b340e35d-a3b9-fb3d-1e1e-fa474a0d7cd8" }
{ "account_age_days": 1488, "account_id": "ACCT-D2EB985F38CF", "baseline_risk_score": 0.484, "kyc_tier": "tier_3", "session_entropy": 0.662 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1153, "timestamp": "2026-01-01T06:15:00Z", "transaction_amount_usd": 58980.32 }, { "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": 0.5, "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 HAVI...
{ "customer_funds_at_risk_usd": 1159548.24, "financial_exposure_usd": 1298178.69, "recoverable_pct": 0.342 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104701", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-04T06:21:00Z", "trace_id": "dc8f937d-c8de-d277-7e6b-dca9e4c6828c" }
{ "account_age_days": 1450, "account_id": "ACCT-692697558C3B", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.622 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 965, "timestamp": "2026-01-04T06:21:00Z", "transaction_amount_usd": 1886934.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.749, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3792352.87, "financial_exposure_usd": 5907313.77, "recoverable_pct": 0.494 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109957", "label": "benign", "label_confidence": 0.65, "severity": "low", "timestamp": "2026-01-07T21:57:00Z", "trace_id": "66495730-39cd-8141-f642-213dd8ed2bc7" }
{ "account_age_days": 761, "account_id": "ACCT-180A4D4B8988", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 758, "timestamp": "2026-01-07T21:57:00Z", "transaction_amount_usd": 14099.65 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.451, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 2771.21, "financial_exposure_usd": 2987.77, "recoverable_pct": 0.675 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104135", "label": "fraudulent", "label_confidence": 0.858, "severity": "high", "timestamp": "2026-01-03T20:55:00Z", "trace_id": "1748c2f7-2f19-d4c7-2ab2-191923de0994" }
{ "account_age_days": 294, "account_id": "ACCT-7A6D9C7F6FF1", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 145, "timestamp": "2026-01-03T18:28:00Z", "transaction_amount_usd": 6.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.576, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1693564.46, "financial_exposure_usd": 2552733.82, "recoverable_pct": 0.977 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100054", "label": "fraudulent", "label_confidence": 0.894, "severity": "medium", "timestamp": "2026-01-01T00:54:00Z", "trace_id": "c9c04b7d-6ba4-170b-4e9d-23e9df162ec3" }
{ "account_age_days": 267, "account_id": "ACCT-E0821918B18A", "baseline_risk_score": 0.521, "kyc_tier": "tier_1", "session_entropy": 0.393 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 225, "timestamp": "2026-01-01T00:54:00Z", "transaction_amount_usd": 70475.7 }, { "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": 0.652, "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": 217829.03, "financial_exposure_usd": 435473.32, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100476", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-01T07:56:00Z", "trace_id": "9caf6869-92c5-d3fb-db5d-c575c27b2f57" }
{ "account_age_days": 1745, "account_id": "ACCT-2FBEBC777E2D", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.221 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 107, "timestamp": "2026-01-01T07:56:00Z", "transaction_amount_usd": 25090.02 }, { "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": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 566381.01, "financial_exposure_usd": 697910.61, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107800", "label": "benign", "label_confidence": 0.588, "severity": "medium", "timestamp": "2026-01-06T10:00:00Z", "trace_id": "d8115fab-6b15-7ac0-7a9c-3758b8098f45" }
{ "account_age_days": 1572, "account_id": "ACCT-B15DD066D272", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.841 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 392, "timestamp": "2026-01-06T02:51:00Z", "transaction_amount_usd": 1.63 }, { "asset": "USDT", "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": 0.501, "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": 852.78, "financial_exposure_usd": 2118.2, "recoverable_pct": 0.553 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103619", "label": "fraudulent", "label_confidence": 0.651, "severity": "high", "timestamp": "2026-01-03T12:19:00Z", "trace_id": "c483c792-7513-9928-fc93-b7a8ec4edda1" }
{ "account_age_days": 723, "account_id": "ACCT-2313DCDEBE3D", "baseline_risk_score": 0.081, "kyc_tier": "tier_1", "session_entropy": 0.236 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 133, "timestamp": "2026-01-03T08:07:00Z", "transaction_amount_usd": 16.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.49, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3008896.93, "financial_exposure_usd": 4540830.79, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101472", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-02T00:32:00Z", "trace_id": "22beb2c2-e12e-3431-3444-20d6a9c0c0c5" }
{ "account_age_days": 1631, "account_id": "ACCT-4B79D0C2D55E", "baseline_risk_score": 0.562, "kyc_tier": "tier_3", "session_entropy": 0.853 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 276, "timestamp": "2026-01-01T15:17:00Z", "transaction_amount_usd": 1.53 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.902, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 290522.98, "financial_exposure_usd": 547572.11, "recoverable_pct": 0.472 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103602", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-03T12:02:00Z", "trace_id": "6cb6e75f-2aaa-db39-f647-60b9dbfc1bd3" }
{ "account_age_days": 1987, "account_id": "ACCT-51016032CC95", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.456 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 128, "timestamp": "2026-01-03T12:02:00Z", "transaction_amount_usd": 2305873.07 }, { "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": 0.63, "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 AN...
{ "customer_funds_at_risk_usd": 2175923.04, "financial_exposure_usd": 4349978.93, "recoverable_pct": 0.432 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107395", "label": "benign", "label_confidence": 0.506, "severity": "low", "timestamp": "2026-01-06T03:15:00Z", "trace_id": "40de6815-8090-dfbb-2cfb-cdbe6afa0375" }
{ "account_age_days": 1322, "account_id": "ACCT-C4837667574B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 792, "timestamp": "2026-01-06T03:15:00Z", "transaction_amount_usd": 10040.73 }, { "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": 0.78, "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 prior...
{ "customer_funds_at_risk_usd": 291.63, "financial_exposure_usd": 390.38, "recoverable_pct": 0.675 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108582", "label": "benign", "label_confidence": 0.742, "severity": "medium", "timestamp": "2026-01-06T23:02:00Z", "trace_id": "7fb5dc36-127b-5102-95b5-e4fd908d2419" }
{ "account_age_days": 627, "account_id": "ACCT-72DB9C764E89", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.231 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1027, "timestamp": "2026-01-06T23:02:00Z", "transaction_amount_usd": 4083.94 }, { "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": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 5180.14, "financial_exposure_usd": 6626.93, "recoverable_pct": 0.698 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103969", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-03T18:09:00Z", "trace_id": "8e663e23-6896-8549-7d6e-b009375c1d9a" }
{ "account_age_days": 515, "account_id": "ACCT-44EF39C2CC6C", "baseline_risk_score": 0.145, "kyc_tier": "tier_2", "session_entropy": 0.694 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1137, "timestamp": "2026-01-03T18:09:00Z", "transaction_amount_usd": 2139322.25 }, { "asset": "ETH", "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": 0.384, "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": 2211731.73, "financial_exposure_usd": 3011191.56, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108865", "label": "benign", "label_confidence": 0.6, "severity": "low", "timestamp": "2026-01-07T03:45:00Z", "trace_id": "80c254a4-c233-79e1-d600-300941e9951d" }
{ "account_age_days": 1777, "account_id": "ACCT-38C873264727", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.939 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 487, "timestamp": "2026-01-07T03:45:00Z", "transaction_amount_usd": 6855.6 }, { "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": 0.778, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 952.97, "financial_exposure_usd": 1047.87, "recoverable_pct": 0.965 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105651", "label": "fraudulent", "label_confidence": 0.667, "severity": "high", "timestamp": "2026-01-04T22:11:00Z", "trace_id": "45364738-b61a-f119-4554-66028c5e2005" }
{ "account_age_days": 942, "account_id": "ACCT-186B3F0C7BAF", "baseline_risk_score": 0.408, "kyc_tier": "tier_2", "session_entropy": 0.591 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 514, "timestamp": "2026-01-04T22:11:00Z", "transaction_amount_usd": 2153313.53 }, { "asset": "SOL", "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": 0.557, "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": 3293778.81, "financial_exposure_usd": 4800431.81, "recoverable_pct": 0.453 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100417", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-01T06:57:00Z", "trace_id": "b14d94c0-662d-ffb1-cdfd-1fe9f461eef8" }
{ "account_age_days": 1263, "account_id": "ACCT-14636298E1D8", "baseline_risk_score": 0.486, "kyc_tier": "tier_1", "session_entropy": 0.741 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1109, "timestamp": "2026-01-01T06:57:00Z", "transaction_amount_usd": 5478.14 }, { "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": 0.655, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 728159.58, "financial_exposure_usd": 1218549.49, "recoverable_pct": 0.646 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100895", "label": "fraudulent", "label_confidence": 0.813, "severity": "critical", "timestamp": "2026-01-01T14:55:00Z", "trace_id": "8f733b58-d6ec-d10f-6c7d-f54b285cf32c" }
{ "account_age_days": 618, "account_id": "ACCT-D7D306135F96", "baseline_risk_score": 0.58, "kyc_tier": "tier_3", "session_entropy": 0.137 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 356, "timestamp": "2026-01-01T09:20:00Z", "transaction_amount_usd": 19.6 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "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": 779169.06, "financial_exposure_usd": 1137746.77, "recoverable_pct": 0.779 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107465", "label": "benign", "label_confidence": 0.499, "severity": "low", "timestamp": "2026-01-06T04:25:00Z", "trace_id": "47833866-d60a-af34-402a-3eb9a7335a23" }
{ "account_age_days": 498, "account_id": "ACCT-5408D787A781", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.876 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 231, "timestamp": "2026-01-05T20:25:00Z", "transaction_amount_usd": 22.64 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.785, "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": 1346.47, "financial_exposure_usd": 2223.58, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102127", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-02T11:27:00Z", "trace_id": "b8b47597-67ec-0737-7439-25b92b707625" }
{ "account_age_days": 1585, "account_id": "ACCT-C297AE1C212A", "baseline_risk_score": 0.596, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 132, "timestamp": "2026-01-02T11:27:00Z", "transaction_amount_usd": 14034.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 446855.59, "financial_exposure_usd": 578908.2, "recoverable_pct": 0.692 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102949", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T01:09:00Z", "trace_id": "838d9259-b734-4841-e5fb-3d4f17203609" }
{ "account_age_days": 1797, "account_id": "ACCT-ACBAB0225AE8", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.635 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1167, "timestamp": "2026-01-03T01:09:00Z", "transaction_amount_usd": 2740.73 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.627, "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": 1183202.83, "financial_exposure_usd": 1254420.49, "recoverable_pct": 0.758 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }