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-107909", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-06T11:49:00Z", "trace_id": "4b9d1ec6-fa4b-9162-aba6-e05baf4e71c4" }
{ "account_age_days": 577, "account_id": "ACCT-AFFBBEFC0831", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 522, "timestamp": "2026-01-06T11:49:00Z", "transaction_amount_usd": 5953.96 }, { "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": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2786.8, "financial_exposure_usd": 3069.28, "recoverable_pct": 0.808 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104993", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-04T11:13:00Z", "trace_id": "e29a9b61-6220-3959-68f7-002cbaedd14d" }
{ "account_age_days": 1547, "account_id": "ACCT-2EB62AB756EA", "baseline_risk_score": 0.065, "kyc_tier": "tier_1", "session_entropy": 0.222 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 937, "timestamp": "2026-01-04T11:13:00Z", "transaction_amount_usd": 703623.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.814, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4359292.95, "financial_exposure_usd": 5724856.43, "recoverable_pct": 0.732 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104622", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-04T05:02:00Z", "trace_id": "d50225d8-b710-13f0-f084-5d9ffe80a52f" }
{ "account_age_days": 1604, "account_id": "ACCT-7BD28EBDC85F", "baseline_risk_score": 0.333, "kyc_tier": "tier_1", "session_entropy": 0.307 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1189, "timestamp": "2026-01-04T05:02:00Z", "transaction_amount_usd": 2136518.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.398, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6812352.18, "financial_exposure_usd": 7904682.86, "recoverable_pct": 0.565 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101310", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-01T21:50:00Z", "trace_id": "8b4f7de7-4aab-1963-c964-fb4fc678b0c7" }
{ "account_age_days": 1246, "account_id": "ACCT-A1E2C99569D2", "baseline_risk_score": 0.633, "kyc_tier": "tier_2", "session_entropy": 0.648 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 166, "timestamp": "2026-01-01T15:14:00Z", "transaction_amount_usd": 13.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.673, "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": 1071381.52, "financial_exposure_usd": 1103942.15, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101946", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-02T08:26:00Z", "trace_id": "754a8e26-6cd0-393f-741a-ae61f863658e" }
{ "account_age_days": 341, "account_id": "ACCT-5F9932765177", "baseline_risk_score": 0.403, "kyc_tier": "tier_2", "session_entropy": 0.723 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 997, "timestamp": "2026-01-02T08:26:00Z", "transaction_amount_usd": 118577.93 }, { "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": 0.836, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 272843.62, "financial_exposure_usd": 499399.38, "recoverable_pct": 0.214 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105191", "label": "fraudulent", "label_confidence": 0.723, "severity": "medium", "timestamp": "2026-01-04T14:31:00Z", "trace_id": "1fb5c0f3-bccb-eaeb-4cba-34901d873823" }
{ "account_age_days": 1759, "account_id": "ACCT-24B540099C00", "baseline_risk_score": 0.412, "kyc_tier": "tier_1", "session_entropy": 0.305 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 581, "timestamp": "2026-01-04T14:31:00Z", "transaction_amount_usd": 268482.49 }, { "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": 0.579, "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": 3897734.76, "financial_exposure_usd": 5759692.33, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105634", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-04T21:54:00Z", "trace_id": "53437a95-2c54-7f7a-fe8a-4cea1cc01e5e" }
{ "account_age_days": 1905, "account_id": "ACCT-75AD8130C46B", "baseline_risk_score": 0.212, "kyc_tier": "tier_3", "session_entropy": 0.435 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 622, "timestamp": "2026-01-04T21:54:00Z", "transaction_amount_usd": 1560599.79 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.918, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3332309.6, "financial_exposure_usd": 6034644.38, "recoverable_pct": 0.742 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107127", "label": "benign", "label_confidence": 0.657, "severity": "low", "timestamp": "2026-01-05T22:47:00Z", "trace_id": "7e0a9847-fb1a-9a20-369f-c4c42cf633a4" }
{ "account_age_days": 1379, "account_id": "ACCT-52244FDA5F0F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 267, "timestamp": "2026-01-05T14:39:00Z", "transaction_amount_usd": 21.77 }, { "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": 0.654, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4265.77, "financial_exposure_usd": 5287.58, "recoverable_pct": 0.654 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100158", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-01T02:38:00Z", "trace_id": "b5ccdbe6-4d17-1ebc-5a45-b8ead3e763d1" }
{ "account_age_days": 1982, "account_id": "ACCT-AE50F96E7760", "baseline_risk_score": 0.638, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 632, "timestamp": "2026-01-01T02:38:00Z", "transaction_amount_usd": 93055.89 }, { "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": 0.685, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 237253.81, "financial_exposure_usd": 407521.4, "recoverable_pct": 0.245 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106342", "label": "fraudulent", "label_confidence": 0.719, "severity": "low", "timestamp": "2026-01-05T09:42:00Z", "trace_id": "d8dbfdb8-bd82-5d96-8685-348b59471d51" }
{ "account_age_days": 1386, "account_id": "ACCT-768A27A3636E", "baseline_risk_score": 0.446, "kyc_tier": "tier_1", "session_entropy": 0.399 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 310, "timestamp": "2026-01-05T09:42:00Z", "transaction_amount_usd": 1570831.09 }, { "asset": "ETH", "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": 0.595, "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": 3108280.78, "financial_exposure_usd": 4215793.65, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106001", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-05T04:01:00Z", "trace_id": "b12d097e-8b13-57a6-50e8-74b12297e79f" }
{ "account_age_days": 1719, "account_id": "ACCT-796E242760A1", "baseline_risk_score": 0.164, "kyc_tier": "tier_1", "session_entropy": 0.124 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1141, "timestamp": "2026-01-05T04:01:00Z", "transaction_amount_usd": 891764.61 }, { "asset": "USDT", "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": 0.656, "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": 4655586.12, "financial_exposure_usd": 5405156.73, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103020", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-03T02:20:00Z", "trace_id": "f1ed5c99-1fc5-6fc9-1b48-3d230c470e44" }
{ "account_age_days": 650, "account_id": "ACCT-0175F618C34B", "baseline_risk_score": 0.47, "kyc_tier": "tier_3", "session_entropy": 0.567 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1196, "timestamp": "2026-01-03T02:20:00Z", "transaction_amount_usd": 16351.57 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.435, "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": 575453.59, "financial_exposure_usd": 988825.79, "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-104483", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-04T02:43:00Z", "trace_id": "5f84bb7a-2b8d-00a7-1332-7b2c02615ac3" }
{ "account_age_days": 1509, "account_id": "ACCT-8B2CBF880AA2", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 361, "timestamp": "2026-01-04T00:14:00Z", "transaction_amount_usd": 5.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 4521175.75, "financial_exposure_usd": 5560315.49, "recoverable_pct": 0.73 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105785", "label": "fraudulent", "label_confidence": 0.816, "severity": "medium", "timestamp": "2026-01-05T00:25:00Z", "trace_id": "5ac4ee1c-0373-d82b-7092-6a9a260951c0" }
{ "account_age_days": 474, "account_id": "ACCT-7BB4ED0FFAFE", "baseline_risk_score": 0.085, "kyc_tier": "tier_2", "session_entropy": 0.856 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 405, "timestamp": "2026-01-05T00:25:00Z", "transaction_amount_usd": 2107632.24 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.598, "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": 2232208.8, "financial_exposure_usd": 3181377.2, "recoverable_pct": 0.448 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105469", "label": "fraudulent", "label_confidence": 0.733, "severity": "high", "timestamp": "2026-01-04T19:09:00Z", "trace_id": "351084ba-e506-0130-bb20-242cc19e1f90" }
{ "account_age_days": 896, "account_id": "ACCT-B4BFF4AEFD9E", "baseline_risk_score": 0.082, "kyc_tier": "tier_2", "session_entropy": 0.506 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 253, "timestamp": "2026-01-04T14:04:00Z", "transaction_amount_usd": 10.76 }, { "asset": "EUR", "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": 0.911, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4689160.88, "financial_exposure_usd": 5555051.24, "recoverable_pct": 0.957 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100951", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-01T15:51:00Z", "trace_id": "2c4622e9-4abf-3028-904f-ec88d9485610" }
{ "account_age_days": 193, "account_id": "ACCT-F6D6D025416D", "baseline_risk_score": 0.448, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 293, "timestamp": "2026-01-01T07:34:00Z", "transaction_amount_usd": 7.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.772, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 191069, "financial_exposure_usd": 300517.23, "recoverable_pct": 0.497 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107420", "label": "benign", "label_confidence": 0.71, "severity": "high", "timestamp": "2026-01-06T03:40:00Z", "trace_id": "a490b322-7c32-22dc-d260-45eb160fb3d4" }
{ "account_age_days": 1460, "account_id": "ACCT-7F4D123329B1", "baseline_risk_score": 0.099, "kyc_tier": "tier_2", "session_entropy": 0.563 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 934, "timestamp": "2026-01-06T03:40:00Z", "transaction_amount_usd": 8085.25 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 2476.58, "financial_exposure_usd": 2711.38, "recoverable_pct": 0.886 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107713", "label": "benign", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-06T08:33:00Z", "trace_id": "6600d403-29bd-a1ef-c771-692ef11958aa" }
{ "account_age_days": 1987, "account_id": "ACCT-44F99F6D2FDC", "baseline_risk_score": 0.187, "kyc_tier": "tier_2", "session_entropy": 0.506 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 464, "timestamp": "2026-01-06T08:33:00Z", "transaction_amount_usd": 10408.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.759, "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": 1370.53, "financial_exposure_usd": 2455.61, "recoverable_pct": 0.644 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106426", "label": "fraudulent", "label_confidence": 0.921, "severity": "medium", "timestamp": "2026-01-05T11:06:00Z", "trace_id": "05712263-43a5-28ff-f2b1-dfb10fe8b64c" }
{ "account_age_days": 840, "account_id": "ACCT-54B68B0F5AA1", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.766 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 478, "timestamp": "2026-01-05T11:06:00Z", "transaction_amount_usd": 967798.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.883, "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": 3086730.76, "financial_exposure_usd": 3173507.64, "recoverable_pct": 0.729 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109642", "label": "benign", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-07T16:42:00Z", "trace_id": "08f4afa0-ea9d-0da0-d7be-6c23ef5e7ef9" }
{ "account_age_days": 621, "account_id": "ACCT-168324570943", "baseline_risk_score": 0.155, "kyc_tier": "tier_3", "session_entropy": 0.889 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 922, "timestamp": "2026-01-07T16:42:00Z", "transaction_amount_usd": 4946.56 }, { "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": 0.797, "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": 467.28, "financial_exposure_usd": 1110.98, "recoverable_pct": 0.979 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103288", "label": "fraudulent", "label_confidence": 0.957, "severity": "critical", "timestamp": "2026-01-03T06:48:00Z", "trace_id": "6c3511d0-bfc8-8d71-afa0-fa84cf57ea0b" }
{ "account_age_days": 263, "account_id": "ACCT-6437AD2066CA", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.33 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 222, "timestamp": "2026-01-02T22:47:00Z", "transaction_amount_usd": 2.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 332662.21, "financial_exposure_usd": 824909, "recoverable_pct": 0.266 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108958", "label": "benign", "label_confidence": 0.62, "severity": "medium", "timestamp": "2026-01-07T05:18:00Z", "trace_id": "be85da72-0cae-b67b-6c5c-074507bc6344" }
{ "account_age_days": 282, "account_id": "ACCT-1D695478602F", "baseline_risk_score": 0.063, "kyc_tier": "tier_1", "session_entropy": 0.409 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 667, "timestamp": "2026-01-07T05:18:00Z", "transaction_amount_usd": 11243.72 }, { "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": 0.618, "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": 5349.41, "financial_exposure_usd": 6146.65, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100289", "label": "fraudulent", "label_confidence": 0.751, "severity": "medium", "timestamp": "2026-01-01T04:49:00Z", "trace_id": "6f4b3d1a-a159-2b44-d781-27e8cb3394d7" }
{ "account_age_days": 627, "account_id": "ACCT-DB55667B3AA7", "baseline_risk_score": 0.581, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 617, "timestamp": "2026-01-01T04:49:00Z", "transaction_amount_usd": 31363.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1272153.63, "financial_exposure_usd": 1363381.32, "recoverable_pct": 0.061 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101991", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-02T09:11:00Z", "trace_id": "810a22f8-81b1-7a06-dd47-3cf424c1c152" }
{ "account_age_days": 1862, "account_id": "ACCT-BC4A58C3EC23", "baseline_risk_score": 0.454, "kyc_tier": "tier_3", "session_entropy": 0.593 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 751, "timestamp": "2026-01-02T09:11:00Z", "transaction_amount_usd": 103169.06 }, { "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": 0.615, "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": 173998.64, "financial_exposure_usd": 314987.59, "recoverable_pct": 0.049 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109904", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T21:04:00Z", "trace_id": "f12fa52c-369d-1c56-5875-eb05ead00a49" }
{ "account_age_days": 1791, "account_id": "ACCT-BB00FF80C6CC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.807 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 368, "timestamp": "2026-01-07T17:57:00Z", "transaction_amount_usd": 0.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.742, "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": 1125.05, "financial_exposure_usd": 1188.8, "recoverable_pct": 0.874 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105835", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-05T01:15:00Z", "trace_id": "8e24eaa6-1caf-7ddd-fe62-997931fdc6c4" }
{ "account_age_days": 734, "account_id": "ACCT-D55F03E295BD", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.437 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 324, "timestamp": "2026-01-04T17:12:00Z", "transaction_amount_usd": 15 }, { "asset": "USDC", "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": 0.737, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1551252.18, "financial_exposure_usd": 2488000.65, "recoverable_pct": 0.619 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102029", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-02T09:49:00Z", "trace_id": "fd4b41b3-d4d8-0fea-2c8c-96d2f4b7062b" }
{ "account_age_days": 769, "account_id": "ACCT-2AAD0E89F24D", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 456, "timestamp": "2026-01-02T09:49:00Z", "transaction_amount_usd": 27914.34 }, { "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": 0.596, "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": 169778.63, "financial_exposure_usd": 362772.67, "recoverable_pct": 0.849 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100139", "label": "fraudulent", "label_confidence": 0.939, "severity": "critical", "timestamp": "2026-01-01T02:19:00Z", "trace_id": "89534e15-2ea3-7b78-e466-c9376da7c95b" }
{ "account_age_days": 1438, "account_id": "ACCT-C86022C4B4DA", "baseline_risk_score": 0.349, "kyc_tier": "tier_3", "session_entropy": 0.788 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 302, "timestamp": "2025-12-31T21:16:00Z", "transaction_amount_usd": 4.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.717, "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": 312885.53, "financial_exposure_usd": 314290.09, "recoverable_pct": 0.503 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107960", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-06T12:40:00Z", "trace_id": "6bdab5c3-865a-f104-ab54-1fde8809ba73" }
{ "account_age_days": 761, "account_id": "ACCT-FC4CE5161DC7", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.745 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 260, "timestamp": "2026-01-06T10:46:00Z", "transaction_amount_usd": 10.43 }, { "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": 0.477, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2283.57, "financial_exposure_usd": 2758.51, "recoverable_pct": 0.748 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106355", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-05T09:55:00Z", "trace_id": "3aa5ad57-14b5-0638-cf30-4864479ebcb8" }
{ "account_age_days": 587, "account_id": "ACCT-0595F7904F9D", "baseline_risk_score": 0.434, "kyc_tier": "tier_1", "session_entropy": 0.514 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 638, "timestamp": "2026-01-05T09:55:00Z", "transaction_amount_usd": 1809636.38 }, { "asset": "GBP", "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": 0.665, "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": 3782811.55, "financial_exposure_usd": 7458174.65, "recoverable_pct": 0.647 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101884", "label": "fraudulent", "label_confidence": 0.774, "severity": "critical", "timestamp": "2026-01-02T07:24:00Z", "trace_id": "9188429b-ef3c-b4e4-2e06-a2d0ea5c2c83" }
{ "account_age_days": 1746, "account_id": "ACCT-2C70FED0381A", "baseline_risk_score": 0.465, "kyc_tier": "tier_2", "session_entropy": 0.309 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 709, "timestamp": "2026-01-02T07:24:00Z", "transaction_amount_usd": 51477.59 }, { "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": 0.799, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 246152.74, "financial_exposure_usd": 539374.45, "recoverable_pct": 0.681 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107860", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T11:00:00Z", "trace_id": "fec7d653-a624-454d-8967-65da9dd1e70f" }
{ "account_age_days": 1487, "account_id": "ACCT-DC73346CC97F", "baseline_risk_score": 0.108, "kyc_tier": "tier_1", "session_entropy": 0.794 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 546, "timestamp": "2026-01-06T11:00:00Z", "transaction_amount_usd": 13154.28 }, { "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": 0.709, "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": 1286.39, "financial_exposure_usd": 1508.89, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108006", "label": "benign", "label_confidence": 0.524, "severity": "medium", "timestamp": "2026-01-06T13:26:00Z", "trace_id": "b3efda79-1e43-a089-81b1-e75e4489fc3d" }
{ "account_age_days": 1500, "account_id": "ACCT-A382CF4FDC47", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.393 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 354, "timestamp": "2026-01-06T12:32:00Z", "transaction_amount_usd": 20.18 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "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": 1489.6, "financial_exposure_usd": 1580.09, "recoverable_pct": 0.668 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102962", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-03T01:22:00Z", "trace_id": "03798917-8595-37b9-9152-8071053d48dc" }
{ "account_age_days": 711, "account_id": "ACCT-BA236D201463", "baseline_risk_score": 0.391, "kyc_tier": "tier_2", "session_entropy": 0.319 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 1040, "timestamp": "2026-01-03T01:22:00Z", "transaction_amount_usd": 85332.7 }, { "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": 0.654, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 188987.88, "financial_exposure_usd": 375139.13, "recoverable_pct": 0.047 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103250", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-03T06:10:00Z", "trace_id": "06685fed-9966-c40a-bb4e-f4ae811ca035" }
{ "account_age_days": 1155, "account_id": "ACCT-2DCFCEF50C0C", "baseline_risk_score": 0.494, "kyc_tier": "tier_3", "session_entropy": 0.684 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 187, "timestamp": "2026-01-03T04:14:00Z", "transaction_amount_usd": 4.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "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 HAV...
{ "customer_funds_at_risk_usd": 363669.91, "financial_exposure_usd": 869549.25, "recoverable_pct": 0.49 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102334", "label": "fraudulent", "label_confidence": 0.755, "severity": "medium", "timestamp": "2026-01-02T14:54:00Z", "trace_id": "5183f291-d04d-f489-8c13-bfd5968f226d" }
{ "account_age_days": 474, "account_id": "ACCT-D5D7CDE2529E", "baseline_risk_score": 0.629, "kyc_tier": "tier_2", "session_entropy": 0.624 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1139, "timestamp": "2026-01-02T14:54:00Z", "transaction_amount_usd": 95121.66 }, { "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": 0.749, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 146659.63, "financial_exposure_usd": 291736.39, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105084", "label": "fraudulent", "label_confidence": 0.929, "severity": "high", "timestamp": "2026-01-04T12:44:00Z", "trace_id": "d03b2189-c703-095e-e46d-ad69c038d865" }
{ "account_age_days": 1870, "account_id": "ACCT-9FC8B48B5BA6", "baseline_risk_score": 0.138, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 379, "timestamp": "2026-01-04T12:44:00Z", "transaction_amount_usd": 2257261.78 }, { "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": 0.646, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2942627.41, "financial_exposure_usd": 4692578.23, "recoverable_pct": 0.746 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101932", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-02T08:12:00Z", "trace_id": "a95b4f46-17c9-8d26-9509-d4de0bd36424" }
{ "account_age_days": 336, "account_id": "ACCT-3D2A7C8A6695", "baseline_risk_score": 0.587, "kyc_tier": "tier_1", "session_entropy": 0.361 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 953, "timestamp": "2026-01-02T08:12:00Z", "transaction_amount_usd": 21157.59 }, { "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": 0.653, "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": 370149.66, "financial_exposure_usd": 520926.23, "recoverable_pct": 0.005 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106938", "label": "benign", "label_confidence": 0.57, "severity": "critical", "timestamp": "2026-01-05T19:38:00Z", "trace_id": "cdc483c7-e302-325c-ba04-64bc2a48183f" }
{ "account_age_days": 118, "account_id": "ACCT-642998228187", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 247, "timestamp": "2026-01-05T10:00:00Z", "transaction_amount_usd": 3.16 }, { "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": 0.622, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 1152.91, "financial_exposure_usd": 2255.81, "recoverable_pct": 0.865 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103293", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-03T06:53:00Z", "trace_id": "7b876743-a9b9-2311-a3e2-279084b65708" }
{ "account_age_days": 1077, "account_id": "ACCT-5C29E4DBA475", "baseline_risk_score": 0.625, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 925, "timestamp": "2026-01-03T06:53:00Z", "transaction_amount_usd": 10025.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "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": 378079.9, "financial_exposure_usd": 827809.49, "recoverable_pct": 0.453 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104817", "label": "fraudulent", "label_confidence": 0.728, "severity": "high", "timestamp": "2026-01-04T08:17:00Z", "trace_id": "572265a6-e0dd-c92f-449e-156b1e601330" }
{ "account_age_days": 1263, "account_id": "ACCT-F00B2F7B2C34", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.812 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1098, "timestamp": "2026-01-04T08:17:00Z", "transaction_amount_usd": 431134.79 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.872, "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": 1444618.45, "financial_exposure_usd": 2836223.01, "recoverable_pct": 0.76 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102189", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-02T12:29:00Z", "trace_id": "64500e9f-8070-9dc2-c18f-2986deda4502" }
{ "account_age_days": 1968, "account_id": "ACCT-54F8BD5339C1", "baseline_risk_score": 0.388, "kyc_tier": "tier_2", "session_entropy": 0.345 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 306, "timestamp": "2026-01-02T12:29:00Z", "transaction_amount_usd": 13064.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.809, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 294191.34, "financial_exposure_usd": 550238.95, "recoverable_pct": 0.002 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102319", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-02T14:39:00Z", "trace_id": "4ca97362-b0a0-f449-d207-301df941b281" }
{ "account_age_days": 587, "account_id": "ACCT-AF809C35A862", "baseline_risk_score": 0.624, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 954, "timestamp": "2026-01-02T14:39:00Z", "transaction_amount_usd": 100044.1 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.727, "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": 548448.27, "financial_exposure_usd": 929125.12, "recoverable_pct": 0.638 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107023", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-05T21:03:00Z", "trace_id": "0a094161-57ac-a29f-9bbd-01c1f5d62164" }
{ "account_age_days": 1956, "account_id": "ACCT-6A2F28F8EDAB", "baseline_risk_score": 0.09, "kyc_tier": "tier_3", "session_entropy": 0.296 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 926, "timestamp": "2026-01-05T21:03:00Z", "transaction_amount_usd": 10932.58 }, { "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": 0.781, "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": 3499.62, "financial_exposure_usd": 6067.81, "recoverable_pct": 0.808 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102186", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-02T12:26:00Z", "trace_id": "da7a3179-1e10-7058-0f74-92fbba1b3b1a" }
{ "account_age_days": 711, "account_id": "ACCT-FABF0B728BBE", "baseline_risk_score": 0.471, "kyc_tier": "tier_1", "session_entropy": 0.51 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 103, "timestamp": "2026-01-02T09:26:00Z", "transaction_amount_usd": 11.43 }, { "asset": "USD", "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": 0.485, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 721975.31, "financial_exposure_usd": 925038.67, "recoverable_pct": 0.414 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103632", "label": "fraudulent", "label_confidence": 0.734, "severity": "high", "timestamp": "2026-01-03T12:32:00Z", "trace_id": "e3390f0a-ee48-226f-f8f6-e23695d4d72e" }
{ "account_age_days": 349, "account_id": "ACCT-44202F5BB3A0", "baseline_risk_score": 0.205, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 706, "timestamp": "2026-01-03T12:32:00Z", "transaction_amount_usd": 376077.21 }, { "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": 0.903, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4068834, "financial_exposure_usd": 5491154, "recoverable_pct": 0.831 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105330", "label": "fraudulent", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-04T16:50:00Z", "trace_id": "a6a58aab-c60e-dcbb-b278-83463325b18e" }
{ "account_age_days": 1514, "account_id": "ACCT-893FFA539CE0", "baseline_risk_score": 0.34, "kyc_tier": "tier_2", "session_entropy": 0.475 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 264, "timestamp": "2026-01-04T13:47:00Z", "transaction_amount_usd": 10.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.624, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3450057.77, "financial_exposure_usd": 3834375.15, "recoverable_pct": 0.884 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101149", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-01T19:09:00Z", "trace_id": "59f1edb5-37d2-f891-3d6d-56675c9dc7fb" }
{ "account_age_days": 1083, "account_id": "ACCT-BD6E9D590D83", "baseline_risk_score": 0.376, "kyc_tier": "tier_3", "session_entropy": 0.181 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 579, "timestamp": "2026-01-01T19:09:00Z", "transaction_amount_usd": 31305.97 }, { "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": 0.603, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 411540.7, "financial_exposure_usd": 414579, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100488", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-01T08:08:00Z", "trace_id": "1763be41-4786-4f3d-f07f-79b0a14e4b5f" }
{ "account_age_days": 91, "account_id": "ACCT-D0B6BA753ED9", "baseline_risk_score": 0.466, "kyc_tier": "tier_3", "session_entropy": 0.324 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 485, "timestamp": "2026-01-01T08:08:00Z", "transaction_amount_usd": 95497.65 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.655, "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": 516518.14, "financial_exposure_usd": 735761.6, "recoverable_pct": 0.336 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104802", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-04T08:02:00Z", "trace_id": "b0db64b5-2128-b3ba-df12-212a3edd93f9" }
{ "account_age_days": 1122, "account_id": "ACCT-871161492BF7", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.548 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 167, "timestamp": "2026-01-04T05:28:00Z", "transaction_amount_usd": 12.85 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.762, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 877124.53, "financial_exposure_usd": 1928928.09, "recoverable_pct": 0.428 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109822", "label": "benign", "label_confidence": 0.575, "severity": "medium", "timestamp": "2026-01-07T19:42:00Z", "trace_id": "91042088-8d4b-cd39-7a99-e1edec4bdcac" }
{ "account_age_days": 201, "account_id": "ACCT-F968FE24E9BB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.495 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 263, "timestamp": "2026-01-07T19:42:00Z", "transaction_amount_usd": 6934.39 }, { "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": 0.453, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3213.21, "financial_exposure_usd": 3987.25, "recoverable_pct": 0.886 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104710", "label": "fraudulent", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-04T06:30:00Z", "trace_id": "5bc054f3-d001-79b8-0df0-7873058fbc94" }
{ "account_age_days": 1409, "account_id": "ACCT-28046123155F", "baseline_risk_score": 0.134, "kyc_tier": "tier_2", "session_entropy": 0.125 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 267, "timestamp": "2026-01-04T03:25:00Z", "transaction_amount_usd": 10.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "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": 3404325.73, "financial_exposure_usd": 4362625.83, "recoverable_pct": 0.612 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108559", "label": "benign", "label_confidence": 0.602, "severity": "critical", "timestamp": "2026-01-06T22:39:00Z", "trace_id": "037a1b8c-47bf-a2e3-c611-8b256b2dde02" }
{ "account_age_days": 1942, "account_id": "ACCT-17F7EFEAA86B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 324, "timestamp": "2026-01-06T14:08:00Z", "transaction_amount_usd": 11.07 }, { "asset": "GBP", "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": 0.518, "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": 2465.95, "financial_exposure_usd": 5432.03, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104679", "label": "fraudulent", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-04T05:59:00Z", "trace_id": "50c55d8d-2b22-be6b-6ae3-dc2d186a572c" }
{ "account_age_days": 300, "account_id": "ACCT-15F64209C8AB", "baseline_risk_score": 0.24, "kyc_tier": "tier_1", "session_entropy": 0.601 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 409, "timestamp": "2026-01-04T05:59:00Z", "transaction_amount_usd": 331513.9 }, { "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": 0.497, "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": 2304542.09, "financial_exposure_usd": 4564631.55, "recoverable_pct": 0.948 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104045", "label": "fraudulent", "label_confidence": 0.831, "severity": "low", "timestamp": "2026-01-03T19:25:00Z", "trace_id": "f3d8c607-05fa-7098-7746-466446657898" }
{ "account_age_days": 532, "account_id": "ACCT-5138BEBF13DB", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 711, "timestamp": "2026-01-03T19:25:00Z", "transaction_amount_usd": 2853346.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.86, "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 AN...
{ "customer_funds_at_risk_usd": 7512698.19, "financial_exposure_usd": 7566492.91, "recoverable_pct": 0.514 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101787", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-02T05:47:00Z", "trace_id": "2e7a75fc-1848-8462-a719-a5c3e85604c7" }
{ "account_age_days": 1403, "account_id": "ACCT-3BB9A44F634F", "baseline_risk_score": 0.595, "kyc_tier": "tier_1", "session_entropy": 0.287 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 512, "timestamp": "2026-01-02T05:47:00Z", "transaction_amount_usd": 74295.8 }, { "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": 0.592, "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": 260503.16, "financial_exposure_usd": 295421.75, "recoverable_pct": 0.289 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101430", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-01T23:50:00Z", "trace_id": "b6912c55-1180-a2a4-6716-36444c27d121" }
{ "account_age_days": 1750, "account_id": "ACCT-1243C604FEF8", "baseline_risk_score": 0.401, "kyc_tier": "tier_2", "session_entropy": 0.561 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 460, "timestamp": "2026-01-01T23:50:00Z", "transaction_amount_usd": 41448.36 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.814, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1010207.74, "financial_exposure_usd": 1058097.5, "recoverable_pct": 0.82 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104105", "label": "fraudulent", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-03T20:25:00Z", "trace_id": "1e2af8be-28b1-8b01-1db0-bddc4655301b" }
{ "account_age_days": 1398, "account_id": "ACCT-9D7E3FA44475", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 831, "timestamp": "2026-01-03T20:25:00Z", "transaction_amount_usd": 2735949.7 }, { "asset": "GBP", "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": 0.63, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3372156.26, "financial_exposure_usd": 3882161.53, "recoverable_pct": 0.949 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104874", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-04T09:14:00Z", "trace_id": "e95de58c-4393-7a3f-3e19-003de9b34186" }
{ "account_age_days": 265, "account_id": "ACCT-01CDA941BC77", "baseline_risk_score": 0.331, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 280, "timestamp": "2026-01-04T07:09:00Z", "transaction_amount_usd": 15.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.379, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2278229.23, "financial_exposure_usd": 4701862.34, "recoverable_pct": 0.584 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108909", "label": "benign", "label_confidence": 0.579, "severity": "low", "timestamp": "2026-01-07T04:29:00Z", "trace_id": "f1c62009-5b45-a4b1-4609-b44fd88bcf30" }
{ "account_age_days": 870, "account_id": "ACCT-150EFF3EB8E3", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.354 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 281, "timestamp": "2026-01-07T03:30:00Z", "transaction_amount_usd": 15.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.784, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 574.81, "financial_exposure_usd": 1370.08, "recoverable_pct": 0.638 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107425", "label": "benign", "label_confidence": 0.661, "severity": "low", "timestamp": "2026-01-06T03:45:00Z", "trace_id": "057ffb5b-81cb-16fe-00c9-a04aca741d49" }
{ "account_age_days": 1909, "account_id": "ACCT-B6B568DCBDDE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.693 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 398, "timestamp": "2026-01-06T03:45:00Z", "transaction_amount_usd": 6672.56 }, { "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": 0.679, "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": 2908.69, "financial_exposure_usd": 4812.87, "recoverable_pct": 0.52 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107966", "label": "benign", "label_confidence": 0.742, "severity": "medium", "timestamp": "2026-01-06T12:46:00Z", "trace_id": "cd8e475c-eee8-81eb-2ce7-6b6466995b20" }
{ "account_age_days": 1402, "account_id": "ACCT-06DC275210FC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.915 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1076, "timestamp": "2026-01-06T12:46:00Z", "transaction_amount_usd": 11007.54 }, { "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": 0.571, "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": 2474.53, "financial_exposure_usd": 3604.43, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109456", "label": "benign", "label_confidence": 0.485, "severity": "medium", "timestamp": "2026-01-07T13:36:00Z", "trace_id": "2d2b2eef-614f-eec4-dcff-61cac5f70157" }
{ "account_age_days": 706, "account_id": "ACCT-A916E012F357", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.611 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 488, "timestamp": "2026-01-07T13:36:00Z", "transaction_amount_usd": 11112.18 }, { "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": 0.652, "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": 1263.86, "financial_exposure_usd": 1869.95, "recoverable_pct": 0.434 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109255", "label": "benign", "label_confidence": 0.515, "severity": "high", "timestamp": "2026-01-07T10:15:00Z", "trace_id": "1e7b9ff9-aa9b-73c0-cc69-af0155ea5d08" }
{ "account_age_days": 1276, "account_id": "ACCT-3F47D6749C20", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.939 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 186, "timestamp": "2026-01-07T04:05:00Z", "transaction_amount_usd": 17.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "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": 704.15, "financial_exposure_usd": 732.12, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102990", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-03T01:50:00Z", "trace_id": "f2db6049-52e1-e9ee-572b-ea1d25a2e71c" }
{ "account_age_days": 1864, "account_id": "ACCT-7249240C2F47", "baseline_risk_score": 0.34, "kyc_tier": "tier_3", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 92, "timestamp": "2026-01-02T22:29:00Z", "transaction_amount_usd": 19.63 }, { "asset": "USDT", "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": 0.712, "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": 405131.61, "financial_exposure_usd": 424343.29, "recoverable_pct": 0.246 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103169", "label": "fraudulent", "label_confidence": 0.871, "severity": "critical", "timestamp": "2026-01-03T04:49:00Z", "trace_id": "52198b51-0fcf-a9bd-36d0-87db9681e239" }
{ "account_age_days": 232, "account_id": "ACCT-B06FF2715B0C", "baseline_risk_score": 0.535, "kyc_tier": "tier_3", "session_entropy": 0.662 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 669, "timestamp": "2026-01-03T04:49:00Z", "transaction_amount_usd": 52799.58 }, { "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": 0.777, "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": 714736.35, "financial_exposure_usd": 947633.99, "recoverable_pct": 0.085 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105206", "label": "fraudulent", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-04T14:46:00Z", "trace_id": "464b1ae7-c576-6bef-e699-d00ac427c827" }
{ "account_age_days": 51, "account_id": "ACCT-8E8ED5326D25", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1038, "timestamp": "2026-01-04T14:46:00Z", "transaction_amount_usd": 2351634.47 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.829, "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": 1909835.86, "financial_exposure_usd": 2584715.42, "recoverable_pct": 0.769 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105073", "label": "fraudulent", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-04T12:33:00Z", "trace_id": "9064975a-d39a-9402-1e6b-c6ee8951fb5e" }
{ "account_age_days": 984, "account_id": "ACCT-E5489CFCBBF9", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 186, "timestamp": "2026-01-04T08:39:00Z", "transaction_amount_usd": 2.51 }, { "asset": "USD", "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": 0.943, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4277314.44, "financial_exposure_usd": 5326992.86, "recoverable_pct": 0.87 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106799", "label": "benign", "label_confidence": 0.678, "severity": "low", "timestamp": "2026-01-05T17:19:00Z", "trace_id": "0d29dff1-ac83-f5ab-5cfe-8473a7d58502" }
{ "account_age_days": 398, "account_id": "ACCT-F34BBBC94A9E", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.445 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 161, "timestamp": "2026-01-05T17:19:00Z", "transaction_amount_usd": 11749.96 }, { "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": 0.596, "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": 2632.71, "financial_exposure_usd": 3910.58, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108067", "label": "benign", "label_confidence": 0.724, "severity": "low", "timestamp": "2026-01-06T14:27:00Z", "trace_id": "1050f828-58fd-7cfb-2337-50ebd4d17c4b" }
{ "account_age_days": 1104, "account_id": "ACCT-5EAD8E2A09F0", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.698 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 111, "timestamp": "2026-01-06T02:46:00Z", "transaction_amount_usd": 6.42 }, { "asset": "ETH", "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": 0.783, "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": 1677.31, "financial_exposure_usd": 2167.89, "recoverable_pct": 0.616 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107371", "label": "benign", "label_confidence": 0.515, "severity": "medium", "timestamp": "2026-01-06T02:51:00Z", "trace_id": "32f97c2d-2fbc-10d4-a79a-47efeeb5ee63" }
{ "account_age_days": 1315, "account_id": "ACCT-A6CDDD59D3BB", "baseline_risk_score": 0.053, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 311, "timestamp": "2026-01-06T02:51:00Z", "transaction_amount_usd": 11214.03 }, { "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": 0.509, "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": 3122.99, "financial_exposure_usd": 4133.27, "recoverable_pct": 0.533 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107183", "label": "benign", "label_confidence": 0.495, "severity": "high", "timestamp": "2026-01-05T23:43:00Z", "trace_id": "c52db4dd-3c94-f10f-a004-b77d0ca12e23" }
{ "account_age_days": 947, "account_id": "ACCT-1B9076A96607", "baseline_risk_score": 0.136, "kyc_tier": "tier_1", "session_entropy": 0.74 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 99, "timestamp": "2026-01-05T22:04:00Z", "transaction_amount_usd": 16.19 }, { "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": 0.451, "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": 548.96, "financial_exposure_usd": 770.48, "recoverable_pct": 0.507 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100069", "label": "fraudulent", "label_confidence": 0.937, "severity": "critical", "timestamp": "2026-01-01T01:09:00Z", "trace_id": "c3a58237-01b2-16cf-9d23-c3cf7e1f48c4" }
{ "account_age_days": 1756, "account_id": "ACCT-3C5DBA42CDD8", "baseline_risk_score": 0.524, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 642, "timestamp": "2026-01-01T01:09:00Z", "transaction_amount_usd": 101837.27 }, { "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": 0.438, "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": 541411.43, "financial_exposure_usd": 791777.71, "recoverable_pct": 0.008 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108714", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-07T01:14:00Z", "trace_id": "206e4e65-6578-00ae-f9b3-7aac0c68165b" }
{ "account_age_days": 1764, "account_id": "ACCT-26F513EB7511", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.441 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 416, "timestamp": "2026-01-07T01:14:00Z", "transaction_amount_usd": 11991.06 }, { "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": 0.705, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 536.29, "financial_exposure_usd": 909.38, "recoverable_pct": 0.534 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105474", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-04T19:14:00Z", "trace_id": "9691c1d9-407d-87c6-5810-bf3fb4fdc534" }
{ "account_age_days": 1634, "account_id": "ACCT-C86EC1FAD1BF", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.649 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 169, "timestamp": "2026-01-04T19:14:00Z", "transaction_amount_usd": 2939132.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.624, "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": 4531241.4, "financial_exposure_usd": 4619398.98, "recoverable_pct": 0.575 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105042", "label": "fraudulent", "label_confidence": 0.688, "severity": "medium", "timestamp": "2026-01-04T12:02:00Z", "trace_id": "8021d852-ad2f-1ff9-8163-f5d83f44e3ec" }
{ "account_age_days": 293, "account_id": "ACCT-5FB1F8D7175D", "baseline_risk_score": 0.104, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 92, "timestamp": "2026-01-04T12:02:00Z", "transaction_amount_usd": 2109959.89 }, { "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2279543.01, "financial_exposure_usd": 3745918.18, "recoverable_pct": 0.402 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101217", "label": "fraudulent", "label_confidence": 0.857, "severity": "high", "timestamp": "2026-01-01T20:17:00Z", "trace_id": "5178ea42-4301-b664-e4b5-88793acd55f3" }
{ "account_age_days": 861, "account_id": "ACCT-7F31DEADC466", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.856 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 126, "timestamp": "2026-01-01T17:52:00Z", "transaction_amount_usd": 20.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.503, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 565428.41, "financial_exposure_usd": 570512.2, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102677", "label": "fraudulent", "label_confidence": 0.954, "severity": "high", "timestamp": "2026-01-02T20:37:00Z", "trace_id": "522a1264-ca21-a27c-cbc6-7d90c8f127d7" }
{ "account_age_days": 1830, "account_id": "ACCT-BF9D214261AB", "baseline_risk_score": 0.377, "kyc_tier": "tier_1", "session_entropy": 0.539 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 831, "timestamp": "2026-01-02T20:37:00Z", "transaction_amount_usd": 115256.21 }, { "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": 0.546, "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": 755398.69, "financial_exposure_usd": 1268365.53, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106122", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-05T06:02:00Z", "trace_id": "1d5409b2-f3bf-404b-84f3-44e67df3f044" }
{ "account_age_days": 1570, "account_id": "ACCT-DE8D2CF6EF82", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.309 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 244, "timestamp": "2026-01-05T06:02:00Z", "transaction_amount_usd": 1704487.17 }, { "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": 0.763, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2691761.84, "financial_exposure_usd": 3730970.56, "recoverable_pct": 0.611 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106517", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-05T12:37:00Z", "trace_id": "068068a6-0d65-539b-86ea-1c18c3730b7e" }
{ "account_age_days": 1501, "account_id": "ACCT-3E9ECC60B06D", "baseline_risk_score": 0.238, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 495, "timestamp": "2026-01-05T12:37:00Z", "transaction_amount_usd": 1905202.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.623, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3378647.26, "financial_exposure_usd": 3790826.6, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105346", "label": "fraudulent", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-04T17:06:00Z", "trace_id": "87633f87-53e0-e12f-fa06-84b9bb701031" }
{ "account_age_days": 1659, "account_id": "ACCT-CEF2A04015EF", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.736 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 159, "timestamp": "2026-01-04T05:29:00Z", "transaction_amount_usd": 0.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.646, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5685583.56, "financial_exposure_usd": 6603596.51, "recoverable_pct": 0.707 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102854", "label": "fraudulent", "label_confidence": 0.815, "severity": "medium", "timestamp": "2026-01-02T23:34:00Z", "trace_id": "3f6f0408-af95-90f2-7afe-200e2bdbfce1" }
{ "account_age_days": 1882, "account_id": "ACCT-00AF1797DDF7", "baseline_risk_score": 0.443, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1167, "timestamp": "2026-01-02T23:34:00Z", "transaction_amount_usd": 40635.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.357, "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": 589415.66, "financial_exposure_usd": 669305.48, "recoverable_pct": 0.821 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107756", "label": "benign", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-06T09:16:00Z", "trace_id": "7e7d2458-46f2-dc00-be87-d38f505458c5" }
{ "account_age_days": 1370, "account_id": "ACCT-B896B246905E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.431 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 742, "timestamp": "2026-01-06T09:16:00Z", "transaction_amount_usd": 10081.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.56, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 279.96, "financial_exposure_usd": 457.98, "recoverable_pct": 0.83 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105127", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-04T13:27:00Z", "trace_id": "b0909fa8-b428-08c7-a804-da358c1fd806" }
{ "account_age_days": 834, "account_id": "ACCT-7C1EB2CCFF3E", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.466 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 503, "timestamp": "2026-01-04T13:27:00Z", "transaction_amount_usd": 471038.18 }, { "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": 0.36, "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 pos...
{ "customer_funds_at_risk_usd": 2885919.68, "financial_exposure_usd": 4858532.9, "recoverable_pct": 0.935 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105421", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-04T18:21:00Z", "trace_id": "f0d3570a-c5fd-274f-45e8-924dd7bd1f9d" }
{ "account_age_days": 1756, "account_id": "ACCT-DB9DBFB70EC2", "baseline_risk_score": 0.373, "kyc_tier": "tier_3", "session_entropy": 0.167 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 161, "timestamp": "2026-01-04T18:21:00Z", "transaction_amount_usd": 2120214.55 }, { "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": 0.655, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1122163.84, "financial_exposure_usd": 1810170.95, "recoverable_pct": 0.802 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101929", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-02T08:09:00Z", "trace_id": "dcd7a8fe-6f2f-43a5-9463-82692314b234" }
{ "account_age_days": 806, "account_id": "ACCT-D0FB2C709EE5", "baseline_risk_score": 0.454, "kyc_tier": "tier_2", "session_entropy": 0.783 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 976, "timestamp": "2026-01-02T08:09:00Z", "transaction_amount_usd": 7698.56 }, { "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": 0.582, "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": 287929.17, "financial_exposure_usd": 421498.4, "recoverable_pct": 0.519 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107011", "label": "benign", "label_confidence": 0.468, "severity": "low", "timestamp": "2026-01-05T20:51:00Z", "trace_id": "e09b3f7a-8bb5-0d77-c644-44cad2fca9ab" }
{ "account_age_days": 955, "account_id": "ACCT-9D14BA165961", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.129 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 266, "timestamp": "2026-01-05T11:41:00Z", "transaction_amount_usd": 22.36 }, { "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": 0.503, "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": 676.89, "financial_exposure_usd": 867.43, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107229", "label": "benign", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-06T00:29:00Z", "trace_id": "79df1c3c-0ccf-67e5-d820-7083ed6fc3b2" }
{ "account_age_days": 1888, "account_id": "ACCT-92BCF3DB8CD4", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.932 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 784, "timestamp": "2026-01-06T00:29:00Z", "transaction_amount_usd": 14449.51 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 925.24, "financial_exposure_usd": 1661.55, "recoverable_pct": 0.464 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107773", "label": "benign", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-06T09:33:00Z", "trace_id": "b676b799-265e-12f8-b227-3c886459b927" }
{ "account_age_days": 1556, "account_id": "ACCT-E4F7E4009FAF", "baseline_risk_score": 0.148, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1103, "timestamp": "2026-01-06T09:33:00Z", "transaction_amount_usd": 3561.39 }, { "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": 0.629, "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": 1039.95, "financial_exposure_usd": 2227.7, "recoverable_pct": 0.733 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104455", "label": "fraudulent", "label_confidence": 0.711, "severity": "critical", "timestamp": "2026-01-04T02:15:00Z", "trace_id": "a6e09c28-18ce-3fb1-f778-9fe5efb121b8" }
{ "account_age_days": 247, "account_id": "ACCT-874B9C21F835", "baseline_risk_score": 0.344, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 177, "timestamp": "2026-01-03T13:51:00Z", "transaction_amount_usd": 4.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.704, "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": 1060358.16, "financial_exposure_usd": 2548969.01, "recoverable_pct": 0.563 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102702", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-02T21:02:00Z", "trace_id": "0079dcdf-3115-e234-967d-b27388dcc9a0" }
{ "account_age_days": 1531, "account_id": "ACCT-95D10DFD7895", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.751 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 475, "timestamp": "2026-01-02T21:02:00Z", "transaction_amount_usd": 41480.83 }, { "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": 0.613, "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": 635962.99, "financial_exposure_usd": 1151650.99, "recoverable_pct": 0.554 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105774", "label": "fraudulent", "label_confidence": 0.733, "severity": "high", "timestamp": "2026-01-05T00:14:00Z", "trace_id": "7ea6e4f8-3924-8f9a-4c1c-808d637fc050" }
{ "account_age_days": 1637, "account_id": "ACCT-99529708C151", "baseline_risk_score": 0.405, "kyc_tier": "tier_3", "session_entropy": 0.495 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1082, "timestamp": "2026-01-05T00:14:00Z", "transaction_amount_usd": 1009617.37 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.852, "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": 7010022.95, "financial_exposure_usd": 8267797.3, "recoverable_pct": 0.568 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106364", "label": "fraudulent", "label_confidence": 0.615, "severity": "critical", "timestamp": "2026-01-05T10:04:00Z", "trace_id": "192b2cd5-6360-531b-15ae-6fdd0f2fc01f" }
{ "account_age_days": 1520, "account_id": "ACCT-BA40795FA753", "baseline_risk_score": 0.208, "kyc_tier": "tier_3", "session_entropy": 0.702 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 799, "timestamp": "2026-01-05T10:04:00Z", "transaction_amount_usd": 1721660 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.351, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6208617.13, "financial_exposure_usd": 7830197.27, "recoverable_pct": 0.93 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101305", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-01T21:45:00Z", "trace_id": "7dc55f44-d9f0-ade0-c344-49af36bc85e6" }
{ "account_age_days": 1534, "account_id": "ACCT-14E55E747BDC", "baseline_risk_score": 0.409, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 446, "timestamp": "2026-01-01T21:45:00Z", "transaction_amount_usd": 106421.98 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.551, "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": 514968.41, "financial_exposure_usd": 1274161.82, "recoverable_pct": 0.764 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107278", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-06T01:18:00Z", "trace_id": "f1d6d4df-44cf-bef4-98ca-a693c7deca6e" }
{ "account_age_days": 851, "account_id": "ACCT-4AB346D71345", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.217 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1192, "timestamp": "2026-01-06T01:18:00Z", "transaction_amount_usd": 6294.77 }, { "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": 0.738, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3183.29, "financial_exposure_usd": 4350.49, "recoverable_pct": 0.432 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107466", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-06T04:26:00Z", "trace_id": "0b7c5cd0-9619-67bf-e49c-fac6a784fb1e" }
{ "account_age_days": 953, "account_id": "ACCT-6986CB802ACD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.14 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 736, "timestamp": "2026-01-06T04:26:00Z", "transaction_amount_usd": 4601.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.575, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.952 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109877", "label": "benign", "label_confidence": 0.666, "severity": "critical", "timestamp": "2026-01-07T20:37:00Z", "trace_id": "3f60104b-c715-0775-7e49-bb6ee623c9ee" }
{ "account_age_days": 1704, "account_id": "ACCT-E6229F36AA06", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.914 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 266, "timestamp": "2026-01-07T17:08:00Z", "transaction_amount_usd": 24.73 }, { "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": 0.541, "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": 1548.67, "financial_exposure_usd": 3137.37, "recoverable_pct": 0.994 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106403", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-05T10:43:00Z", "trace_id": "73f972c1-5604-46d9-baf1-39565e9d407c" }
{ "account_age_days": 227, "account_id": "ACCT-C37A0A41C127", "baseline_risk_score": 0.082, "kyc_tier": "tier_2", "session_entropy": 0.157 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 225, "timestamp": "2026-01-05T10:43:00Z", "transaction_amount_usd": 50428.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.416, "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": 5601562.69, "financial_exposure_usd": 6344542.66, "recoverable_pct": 0.782 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107876", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-06T11:16:00Z", "trace_id": "2863fce4-a45a-571d-297e-970d16ce70ec" }
{ "account_age_days": 194, "account_id": "ACCT-83525AE2ABA2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.101 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 100, "timestamp": "2026-01-05T23:47:00Z", "transaction_amount_usd": 17.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.522, "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": 1505.69, "financial_exposure_usd": 2261.15, "recoverable_pct": 0.659 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105790", "label": "fraudulent", "label_confidence": 0.754, "severity": "medium", "timestamp": "2026-01-05T00:30:00Z", "trace_id": "7cec6b66-454d-8b8f-4c1f-ec23b3ad56bb" }
{ "account_age_days": 1894, "account_id": "ACCT-8EDBA40794FC", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.146 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1119, "timestamp": "2026-01-05T00:30:00Z", "transaction_amount_usd": 2868317.8 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.927, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4647363.12, "financial_exposure_usd": 5385563.99, "recoverable_pct": 0.822 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }