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-108778", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-07T02:18:00Z", "trace_id": "091a298f-7eec-0d86-205c-6be953958f11" }
{ "account_age_days": 514, "account_id": "ACCT-C53D16FC8A34", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 137, "timestamp": "2026-01-06T19:55:00Z", "transaction_amount_usd": 18.46 }, { "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": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 5542.06, "financial_exposure_usd": 5734.41, "recoverable_pct": 0.899 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109496", "label": "benign", "label_confidence": 0.728, "severity": "low", "timestamp": "2026-01-07T14:16:00Z", "trace_id": "2a840dbc-0032-0cc6-61b0-70b9ee502044" }
{ "account_age_days": 757, "account_id": "ACCT-A568357CA7BC", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.468 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 124, "timestamp": "2026-01-07T13:51:00Z", "transaction_amount_usd": 11.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.627, "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": 768.89, "financial_exposure_usd": 1031.47, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105271", "label": "fraudulent", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-04T15:51:00Z", "trace_id": "abb3e235-d9a5-4c63-9281-a15bf0f256d5" }
{ "account_age_days": 626, "account_id": "ACCT-0949DD88FB06", "baseline_risk_score": 0.38, "kyc_tier": "tier_1", "session_entropy": 0.416 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 82, "timestamp": "2026-01-04T10:03:00Z", "transaction_amount_usd": 12.09 }, { "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": 0.508, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 6438492.6, "financial_exposure_usd": 7075194.76, "recoverable_pct": 0.97 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108450", "label": "benign", "label_confidence": 0.475, "severity": "low", "timestamp": "2026-01-06T20:50:00Z", "trace_id": "59a70151-57ca-8079-b091-7725bdd081d5" }
{ "account_age_days": 175, "account_id": "ACCT-436036C924EC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 797, "timestamp": "2026-01-06T20:50:00Z", "transaction_amount_usd": 10319.6 }, { "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": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2683.47, "financial_exposure_usd": 2943.34, "recoverable_pct": 0.781 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100706", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-01T11:46:00Z", "trace_id": "faeefe01-e70f-56b0-cb72-06308ffa0683" }
{ "account_age_days": 1416, "account_id": "ACCT-0FAEA29A04A5", "baseline_risk_score": 0.318, "kyc_tier": "tier_1", "session_entropy": 0.439 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 269, "timestamp": "2025-12-31T23:39:00Z", "transaction_amount_usd": 10.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.413, "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": 1554594.43, "financial_exposure_usd": 1735097.31, "recoverable_pct": 0.725 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102298", "label": "fraudulent", "label_confidence": 0.966, "severity": "medium", "timestamp": "2026-01-02T14:18:00Z", "trace_id": "6f8f9d51-2f61-bfca-0ff9-c57b07f9121f" }
{ "account_age_days": 967, "account_id": "ACCT-9442075A306C", "baseline_risk_score": 0.253, "kyc_tier": "tier_2", "session_entropy": 0.19 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 144, "timestamp": "2026-01-02T14:18:00Z", "transaction_amount_usd": 41213.91 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.559, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 197009.81, "financial_exposure_usd": 198360.3, "recoverable_pct": 0.157 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106008", "label": "fraudulent", "label_confidence": 0.665, "severity": "critical", "timestamp": "2026-01-05T04:08:00Z", "trace_id": "733c558e-b040-daf3-f6b7-e56a62d031f0" }
{ "account_age_days": 1206, "account_id": "ACCT-6F00EE4B2475", "baseline_risk_score": 0.244, "kyc_tier": "tier_2", "session_entropy": 0.67 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 148, "timestamp": "2026-01-05T00:54:00Z", "transaction_amount_usd": 24.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.892, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5028577.17, "financial_exposure_usd": 8684726.15, "recoverable_pct": 0.533 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107678", "label": "benign", "label_confidence": 0.552, "severity": "medium", "timestamp": "2026-01-06T07:58:00Z", "trace_id": "9f62f269-59ce-d802-8d9e-f062c0f1efc3" }
{ "account_age_days": 1424, "account_id": "ACCT-51E92A20E437", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 272, "timestamp": "2026-01-06T04:43:00Z", "transaction_amount_usd": 6.09 }, { "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": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 293.99, "financial_exposure_usd": 513.67, "recoverable_pct": 0.881 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101302", "label": "fraudulent", "label_confidence": 0.967, "severity": "medium", "timestamp": "2026-01-01T21:42:00Z", "trace_id": "cedb2f98-90d2-9bfa-2a93-f811f21e0d5f" }
{ "account_age_days": 2000, "account_id": "ACCT-481E914D4969", "baseline_risk_score": 0.277, "kyc_tier": "tier_2", "session_entropy": 0.397 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1118, "timestamp": "2026-01-01T21:42:00Z", "transaction_amount_usd": 36212.54 }, { "asset": "JPY", "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": 0.545, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 502157.54, "financial_exposure_usd": 581684.94, "recoverable_pct": 0.166 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104031", "label": "fraudulent", "label_confidence": 0.727, "severity": "high", "timestamp": "2026-01-03T19:11:00Z", "trace_id": "8045864a-baec-8618-160f-d7e684a4b88c" }
{ "account_age_days": 1242, "account_id": "ACCT-E8751DD92317", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.86 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 325, "timestamp": "2026-01-03T19:11:00Z", "transaction_amount_usd": 2880559.19 }, { "asset": "JPY", "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": 0.577, "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": 2023597.07, "financial_exposure_usd": 4311225.96, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101425", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-01T23:45:00Z", "trace_id": "8739620f-10b8-e0b4-e6b9-197f48fd16e1" }
{ "account_age_days": 1545, "account_id": "ACCT-22AD4E788F81", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.725 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 323, "timestamp": "2026-01-01T21:25:00Z", "transaction_amount_usd": 19.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 456464, "financial_exposure_usd": 812962.88, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103713", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-03T13:53:00Z", "trace_id": "a8de2ad7-7cc4-2299-a920-b52f298cd455" }
{ "account_age_days": 622, "account_id": "ACCT-035DD560EC60", "baseline_risk_score": 0.334, "kyc_tier": "tier_3", "session_entropy": 0.9 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 278, "timestamp": "2026-01-03T09:16:00Z", "transaction_amount_usd": 17.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.748, "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": 5909148.72, "financial_exposure_usd": 6268003.2, "recoverable_pct": 0.483 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104165", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-03T21:25:00Z", "trace_id": "dcf1d7bf-6ddd-3915-98d7-e1c4e841a5b1" }
{ "account_age_days": 1613, "account_id": "ACCT-65F7AB857420", "baseline_risk_score": 0.244, "kyc_tier": "tier_2", "session_entropy": 0.367 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 293, "timestamp": "2026-01-03T09:36:00Z", "transaction_amount_usd": 18.58 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.603, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5368090.99, "financial_exposure_usd": 5610398.49, "recoverable_pct": 0.976 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102789", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-02T22:29:00Z", "trace_id": "9434049e-459c-41a7-f8f2-b1b96cdc82ac" }
{ "account_age_days": 816, "account_id": "ACCT-174F5A375337", "baseline_risk_score": 0.628, "kyc_tier": "tier_1", "session_entropy": 0.296 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 302, "timestamp": "2026-01-02T19:46:00Z", "transaction_amount_usd": 1.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.682, "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": 404716.81, "financial_exposure_usd": 636713.91, "recoverable_pct": 0.607 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104077", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-03T19:57:00Z", "trace_id": "26448627-7853-b3bc-d451-d4c978d0abe1" }
{ "account_age_days": 1763, "account_id": "ACCT-29BF72584E43", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.772 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 579, "timestamp": "2026-01-03T19:57:00Z", "transaction_amount_usd": 1230038.68 }, { "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": 0.44, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2336011.36, "financial_exposure_usd": 3450992.09, "recoverable_pct": 0.482 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108510", "label": "benign", "label_confidence": 0.633, "severity": "high", "timestamp": "2026-01-06T21:50:00Z", "trace_id": "4dfaff5b-4950-1893-6451-a47a11e6daea" }
{ "account_age_days": 1841, "account_id": "ACCT-A46B8E4DA063", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.363 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 156, "timestamp": "2026-01-06T11:27:00Z", "transaction_amount_usd": 16.23 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.451, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1285.65, "financial_exposure_usd": 1859.99, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106536", "label": "fraudulent", "label_confidence": 0.9, "severity": "low", "timestamp": "2026-01-05T12:56:00Z", "trace_id": "83572ecd-1073-b8e9-0ba6-969dbebf2848" }
{ "account_age_days": 271, "account_id": "ACCT-DCD9893044B2", "baseline_risk_score": 0.189, "kyc_tier": "tier_3", "session_entropy": 0.245 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 102, "timestamp": "2026-01-05T08:47:00Z", "transaction_amount_usd": 12.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.572, "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": 3289951.03, "financial_exposure_usd": 5221483.88, "recoverable_pct": 0.441 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106665", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-05T15:05:00Z", "trace_id": "dfb75404-3470-ce58-a1b3-32a7f91c8947" }
{ "account_age_days": 607, "account_id": "ACCT-B3007E135405", "baseline_risk_score": 0.082, "kyc_tier": "tier_1", "session_entropy": 0.615 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 158, "timestamp": "2026-01-05T15:05:00Z", "transaction_amount_usd": 2009140.1 }, { "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": 0.539, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2017058.49, "financial_exposure_usd": 3615436.61, "recoverable_pct": 0.699 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104889", "label": "fraudulent", "label_confidence": 0.816, "severity": "critical", "timestamp": "2026-01-04T09:29:00Z", "trace_id": "52546c64-94c1-715f-639a-04ea0b3a8ae7" }
{ "account_age_days": 291, "account_id": "ACCT-84BEFEED9FB9", "baseline_risk_score": 0.241, "kyc_tier": "tier_2", "session_entropy": 0.542 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 308, "timestamp": "2026-01-04T09:29:00Z", "transaction_amount_usd": 2206748.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.838, "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": 5388871.49, "financial_exposure_usd": 7440010.48, "recoverable_pct": 0.84 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107046", "label": "benign", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-05T21:26:00Z", "trace_id": "ca0549f4-2eed-5317-3183-03aec7e24ecd" }
{ "account_age_days": 1376, "account_id": "ACCT-6A0EE81040D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.397 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 716, "timestamp": "2026-01-05T21:26:00Z", "transaction_amount_usd": 14520.98 }, { "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": 0.639, "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": 1266.01, "financial_exposure_usd": 2894.46, "recoverable_pct": 0.936 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109974", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-07T22:14:00Z", "trace_id": "d340d0d8-0b25-bd28-f41a-b6913f1b92f5" }
{ "account_age_days": 1058, "account_id": "ACCT-2FA1FF47D169", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.935 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 84, "timestamp": "2026-01-07T13:37:00Z", "transaction_amount_usd": 20.04 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 2558.42, "financial_exposure_usd": 3956.63, "recoverable_pct": 0.915 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106156", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-05T06:36:00Z", "trace_id": "e734ca11-936f-79e2-7924-e6e9d9277add" }
{ "account_age_days": 155, "account_id": "ACCT-59D591D31B4F", "baseline_risk_score": 0.343, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 371, "timestamp": "2026-01-05T04:08:00Z", "transaction_amount_usd": 10.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.925, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3260399.33, "financial_exposure_usd": 4981668.84, "recoverable_pct": 0.988 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101215", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-01T20:15:00Z", "trace_id": "c4732847-2503-23fc-5111-3de8e942c1d2" }
{ "account_age_days": 170, "account_id": "ACCT-3F20785A0D2B", "baseline_risk_score": 0.557, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 308, "timestamp": "2026-01-01T14:36:00Z", "transaction_amount_usd": 19.71 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.809, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 538198.5, "financial_exposure_usd": 549857.76, "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-109794", "label": "benign", "label_confidence": 0.684, "severity": "high", "timestamp": "2026-01-07T19:14:00Z", "trace_id": "bf6a2d8a-53ce-a7de-2850-e6272ee9ccd1" }
{ "account_age_days": 1143, "account_id": "ACCT-5C03735403C9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 290, "timestamp": "2026-01-07T19:14:00Z", "transaction_amount_usd": 14129.19 }, { "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": 0.673, "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": 3917.13, "financial_exposure_usd": 4055.59, "recoverable_pct": 0.706 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102250", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-02T13:30:00Z", "trace_id": "c36d873d-e1b8-0ab7-06c6-5548a423d375" }
{ "account_age_days": 1668, "account_id": "ACCT-9BCC35B3AF50", "baseline_risk_score": 0.33, "kyc_tier": "tier_1", "session_entropy": 0.473 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 545, "timestamp": "2026-01-02T13:30:00Z", "transaction_amount_usd": 66801.15 }, { "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": 0.623, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 317721.64, "financial_exposure_usd": 378298.39, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107601", "label": "benign", "label_confidence": 0.539, "severity": "low", "timestamp": "2026-01-06T06:41:00Z", "trace_id": "c67e03b6-27e3-7f32-f539-b6e2c7e2a31a" }
{ "account_age_days": 730, "account_id": "ACCT-C950203F98E5", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.566 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 165, "timestamp": "2026-01-05T19:08:00Z", "transaction_amount_usd": 20.63 }, { "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": 0.516, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6461.11, "financial_exposure_usd": 6551.57, "recoverable_pct": 0.534 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102171", "label": "fraudulent", "label_confidence": 0.857, "severity": "high", "timestamp": "2026-01-02T12:11:00Z", "trace_id": "50b2cc98-3c77-5736-f975-a9fb436656ea" }
{ "account_age_days": 27, "account_id": "ACCT-CD51CDBB61E5", "baseline_risk_score": 0.383, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1101, "timestamp": "2026-01-02T12:11:00Z", "transaction_amount_usd": 76499.63 }, { "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 233249.12, "financial_exposure_usd": 299148.97, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102947", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-03T01:07:00Z", "trace_id": "1bf3198d-20cc-e14a-2481-0ad090e58ff9" }
{ "account_age_days": 1230, "account_id": "ACCT-10239E3D28AD", "baseline_risk_score": 0.525, "kyc_tier": "tier_2", "session_entropy": 0.561 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 210, "timestamp": "2026-01-02T13:17:00Z", "transaction_amount_usd": 10.22 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.815, "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": 861711.62, "financial_exposure_usd": 1024089.81, "recoverable_pct": 0.343 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107958", "label": "benign", "label_confidence": 0.488, "severity": "low", "timestamp": "2026-01-06T12:38:00Z", "trace_id": "50635a38-817e-4fe1-5217-71f7ebe3c54f" }
{ "account_age_days": 1262, "account_id": "ACCT-B5CB86F5068D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.508 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1084, "timestamp": "2026-01-06T12:38:00Z", "transaction_amount_usd": 13444.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1924.65, "financial_exposure_usd": 2926.45, "recoverable_pct": 0.953 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100849", "label": "fraudulent", "label_confidence": 0.911, "severity": "critical", "timestamp": "2026-01-01T14:09:00Z", "trace_id": "f15a2799-a890-64e2-deac-719041038dc4" }
{ "account_age_days": 1984, "account_id": "ACCT-4C296360A4EE", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 269, "timestamp": "2026-01-01T14:09:00Z", "transaction_amount_usd": 41752.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 551711.79, "financial_exposure_usd": 801336.11, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107942", "label": "benign", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-06T12:22:00Z", "trace_id": "3cb2e67b-3b86-4ff4-986a-86ef298cc87f" }
{ "account_age_days": 888, "account_id": "ACCT-6115FA654725", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 130, "timestamp": "2026-01-06T02:19:00Z", "transaction_amount_usd": 24.57 }, { "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": 0.48, "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": 1170.94, "financial_exposure_usd": 2792.54, "recoverable_pct": 0.781 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109207", "label": "benign", "label_confidence": 0.562, "severity": "high", "timestamp": "2026-01-07T09:27:00Z", "trace_id": "07b0f76a-32aa-e175-74c0-f264432cceb8" }
{ "account_age_days": 1061, "account_id": "ACCT-80651599C886", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.775 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 270, "timestamp": "2026-01-07T09:27:00Z", "transaction_amount_usd": 5035.2 }, { "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": 0.476, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2029.29, "financial_exposure_usd": 2318.23, "recoverable_pct": 0.492 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106081", "label": "fraudulent", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-05T05:21:00Z", "trace_id": "9674a11f-c9cd-10ce-9f68-9255c8f6ae31" }
{ "account_age_days": 1152, "account_id": "ACCT-F87CD74172CD", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.271 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 371, "timestamp": "2026-01-05T05:21:00Z", "transaction_amount_usd": 201864.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.62, "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 post...
{ "customer_funds_at_risk_usd": 1728262.96, "financial_exposure_usd": 1822374.55, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105314", "label": "fraudulent", "label_confidence": 0.821, "severity": "medium", "timestamp": "2026-01-04T16:34:00Z", "trace_id": "d714b5b7-4fcb-ef59-cc0e-584e083727fc" }
{ "account_age_days": 729, "account_id": "ACCT-AB56E9B4098D", "baseline_risk_score": 0.153, "kyc_tier": "tier_3", "session_entropy": 0.359 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 478, "timestamp": "2026-01-04T16:34:00Z", "transaction_amount_usd": 1253596.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.835, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2046421.92, "financial_exposure_usd": 4797314.4, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105460", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-04T19:00:00Z", "trace_id": "60e7f036-0861-c617-2eed-ccfdaaf6500a" }
{ "account_age_days": 1275, "account_id": "ACCT-3CDFE800B16C", "baseline_risk_score": 0.236, "kyc_tier": "tier_3", "session_entropy": 0.233 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1108, "timestamp": "2026-01-04T19:00:00Z", "transaction_amount_usd": 2260220.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.361, "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": 3269086.47, "financial_exposure_usd": 3335431.78, "recoverable_pct": 0.915 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100439", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-01T07:19:00Z", "trace_id": "7fa7f07d-dbf4-7ef7-88c9-49cb53031bdb" }
{ "account_age_days": 571, "account_id": "ACCT-A1BDE1AC83D2", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.652 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 391, "timestamp": "2026-01-01T07:19:00Z", "transaction_amount_usd": 114744.65 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.36, "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": 508896.15, "financial_exposure_usd": 1077725.1, "recoverable_pct": 0.349 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104202", "label": "fraudulent", "label_confidence": 0.822, "severity": "high", "timestamp": "2026-01-03T22:02:00Z", "trace_id": "1473b91b-bbbe-1c52-e790-bb3f6d1011ff" }
{ "account_age_days": 540, "account_id": "ACCT-B6D8ECE4C063", "baseline_risk_score": 0.416, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 587, "timestamp": "2026-01-03T22:02:00Z", "transaction_amount_usd": 1447160.33 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.789, "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": 2508539.91, "financial_exposure_usd": 5590832.63, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109841", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-07T20:01:00Z", "trace_id": "e2f37104-2696-4e04-8889-099a6ad560c1" }
{ "account_age_days": 30, "account_id": "ACCT-248E8E171B56", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.345 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 261, "timestamp": "2026-01-07T20:01:00Z", "transaction_amount_usd": 820.31 }, { "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": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4564.22, "financial_exposure_usd": 4606.47, "recoverable_pct": 0.677 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100257", "label": "fraudulent", "label_confidence": 0.913, "severity": "critical", "timestamp": "2026-01-01T04:17:00Z", "trace_id": "4d9e6b9f-a3ee-785f-134a-fb2395ce2483" }
{ "account_age_days": 1940, "account_id": "ACCT-945F42812366", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.909 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 580, "timestamp": "2026-01-01T04:17:00Z", "transaction_amount_usd": 17692.82 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.428, "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": 914057.91, "financial_exposure_usd": 1030049.22, "recoverable_pct": 0.64 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101693", "label": "fraudulent", "label_confidence": 0.957, "severity": "low", "timestamp": "2026-01-02T04:13:00Z", "trace_id": "6f49a2d4-70f1-6a38-9b36-ce36307bd708" }
{ "account_age_days": 1760, "account_id": "ACCT-07D96A700444", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.862 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 331, "timestamp": "2026-01-02T04:13:00Z", "transaction_amount_usd": 40065.26 }, { "asset": "BTC", "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": 0.431, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 553310.01, "financial_exposure_usd": 571250.91, "recoverable_pct": 0.496 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102293", "label": "fraudulent", "label_confidence": 0.849, "severity": "medium", "timestamp": "2026-01-02T14:13:00Z", "trace_id": "35c9bc43-3ad3-2b36-88b1-1bec5a6eae2c" }
{ "account_age_days": 1984, "account_id": "ACCT-37C33133F682", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.902 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 739, "timestamp": "2026-01-02T14:13:00Z", "transaction_amount_usd": 48891.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.463, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 385537.87, "financial_exposure_usd": 723850.49, "recoverable_pct": 0.762 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107273", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-06T01:13:00Z", "trace_id": "96e82c48-eadd-0cac-a996-a72c43ea69dd" }
{ "account_age_days": 499, "account_id": "ACCT-41E3B52BC035", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.704 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 452, "timestamp": "2026-01-06T01:13:00Z", "transaction_amount_usd": 1296.69 }, { "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": 0.501, "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": 6103.01, "financial_exposure_usd": 6509.34, "recoverable_pct": 0.583 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108119", "label": "benign", "label_confidence": 0.607, "severity": "medium", "timestamp": "2026-01-06T15:19:00Z", "trace_id": "f634d5e7-6516-44ce-1350-69ec77051ca8" }
{ "account_age_days": 55, "account_id": "ACCT-A78CFE49ABD8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.642 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1177, "timestamp": "2026-01-06T15:19:00Z", "transaction_amount_usd": 4541.78 }, { "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": 0.551, "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": 1169.07, "financial_exposure_usd": 1236.7, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106981", "label": "benign", "label_confidence": 0.549, "severity": "medium", "timestamp": "2026-01-05T20:21:00Z", "trace_id": "333b4dca-62a4-5bc0-1b2c-2fb5545b860f" }
{ "account_age_days": 1789, "account_id": "ACCT-F4565340B429", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.567 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 156, "timestamp": "2026-01-05T20:21:00Z", "transaction_amount_usd": 10139.62 }, { "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": 0.545, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1125.16, "financial_exposure_usd": 2317.91, "recoverable_pct": 0.887 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103595", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-03T11:55:00Z", "trace_id": "840aeac0-469e-c2a3-6478-a0547c2acd26" }
{ "account_age_days": 1789, "account_id": "ACCT-65C0B700AED3", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.631 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 539, "timestamp": "2026-01-03T11:55:00Z", "transaction_amount_usd": 109065.78 }, { "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": 0.507, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2796232.34, "financial_exposure_usd": 2944980.68, "recoverable_pct": 0.627 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106920", "label": "benign", "label_confidence": 0.596, "severity": "low", "timestamp": "2026-01-05T19:20:00Z", "trace_id": "5fa016b3-b4fc-c731-4378-de90a3e7e5a7" }
{ "account_age_days": 105, "account_id": "ACCT-5B2F08A00BEA", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.566 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 102, "timestamp": "2026-01-05T13:42:00Z", "transaction_amount_usd": 1.47 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 2426.49, "financial_exposure_usd": 3152.61, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108007", "label": "benign", "label_confidence": 0.469, "severity": "high", "timestamp": "2026-01-06T13:27:00Z", "trace_id": "a7f9c70b-3786-33d4-72a3-f3438da71175" }
{ "account_age_days": 1375, "account_id": "ACCT-ED63722BD1EA", "baseline_risk_score": 0.168, "kyc_tier": "tier_3", "session_entropy": 0.912 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 236, "timestamp": "2026-01-06T13:27:00Z", "transaction_amount_usd": 10715.44 }, { "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": 0.577, "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": 640.61, "financial_exposure_usd": 1113.07, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102743", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-02T21:43:00Z", "trace_id": "e0c062ca-fc33-740f-72e6-d7ff11973b06" }
{ "account_age_days": 1943, "account_id": "ACCT-B5643E70383D", "baseline_risk_score": 0.296, "kyc_tier": "tier_1", "session_entropy": 0.389 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 255, "timestamp": "2026-01-02T13:39:00Z", "transaction_amount_usd": 11.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.508, "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": 291280.77, "financial_exposure_usd": 577565.22, "recoverable_pct": 0.343 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104360", "label": "fraudulent", "label_confidence": 0.84, "severity": "high", "timestamp": "2026-01-04T00:40:00Z", "trace_id": "1013f616-b125-6713-218c-6bb30df6a420" }
{ "account_age_days": 495, "account_id": "ACCT-3F56E3203408", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 126, "timestamp": "2026-01-04T00:40:00Z", "transaction_amount_usd": 2051960.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.549, "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": 2381440.68, "financial_exposure_usd": 5197530.14, "recoverable_pct": 0.437 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107708", "label": "benign", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-06T08:28:00Z", "trace_id": "7fc25252-46ff-7f0d-894c-5a3cc4c105a9" }
{ "account_age_days": 227, "account_id": "ACCT-198A4A73B2EC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.816 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 860, "timestamp": "2026-01-06T08:28:00Z", "transaction_amount_usd": 836.19 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.565, "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": 2323.88, "financial_exposure_usd": 4214.84, "recoverable_pct": 0.437 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100449", "label": "fraudulent", "label_confidence": 0.767, "severity": "low", "timestamp": "2026-01-01T07:29:00Z", "trace_id": "e17e7d37-1e52-3ceb-2013-5be69b86c124" }
{ "account_age_days": 531, "account_id": "ACCT-75AD231B95DE", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 464, "timestamp": "2026-01-01T07:29:00Z", "transaction_amount_usd": 41010.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 398998.67, "financial_exposure_usd": 825077.98, "recoverable_pct": 0.075 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100828", "label": "fraudulent", "label_confidence": 0.94, "severity": "low", "timestamp": "2026-01-01T13:48:00Z", "trace_id": "4bb14b83-cde8-5a6b-631f-cff32845b26c" }
{ "account_age_days": 1402, "account_id": "ACCT-00AD1B729ED8", "baseline_risk_score": 0.509, "kyc_tier": "tier_3", "session_entropy": 0.719 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 955, "timestamp": "2026-01-01T13:48:00Z", "transaction_amount_usd": 96384.42 }, { "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": 0.688, "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": 759713.22, "financial_exposure_usd": 952239.22, "recoverable_pct": 0.695 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109494", "label": "benign", "label_confidence": 0.593, "severity": "critical", "timestamp": "2026-01-07T14:14:00Z", "trace_id": "df55e810-f8a4-22a8-aa67-f0bffdfa51de" }
{ "account_age_days": 178, "account_id": "ACCT-97FD5E67C666", "baseline_risk_score": 0.146, "kyc_tier": "tier_2", "session_entropy": 0.152 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 306, "timestamp": "2026-01-07T01:34:00Z", "transaction_amount_usd": 9.79 }, { "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": 0.589, "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": 1945.7, "financial_exposure_usd": 4065.03, "recoverable_pct": 0.755 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102185", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-02T12:25:00Z", "trace_id": "e05077bd-ce4f-d8a0-a667-1338a0c7e3ee" }
{ "account_age_days": 647, "account_id": "ACCT-D20D81C01A87", "baseline_risk_score": 0.456, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 927, "timestamp": "2026-01-02T12:25:00Z", "transaction_amount_usd": 118799.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.568, "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": 380509.86, "financial_exposure_usd": 892877.74, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108831", "label": "benign", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-07T03:11:00Z", "trace_id": "c1f85524-bf65-717d-857b-7f7b58c9d395" }
{ "account_age_days": 212, "account_id": "ACCT-59F56B99EAFD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.362 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 226, "timestamp": "2026-01-06T20:07:00Z", "transaction_amount_usd": 14.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tra...
{ "customer_funds_at_risk_usd": 1943.4, "financial_exposure_usd": 2137.57, "recoverable_pct": 0.872 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103347", "label": "fraudulent", "label_confidence": 0.648, "severity": "critical", "timestamp": "2026-01-03T07:47:00Z", "trace_id": "5e1d3e35-d3ba-8f19-8707-80dc2daca231" }
{ "account_age_days": 432, "account_id": "ACCT-C7DE60BD83C8", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.935 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 481, "timestamp": "2026-01-03T07:47:00Z", "transaction_amount_usd": 1613539.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1568500.63, "financial_exposure_usd": 3257886.14, "recoverable_pct": 0.515 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107260", "label": "benign", "label_confidence": 0.649, "severity": "medium", "timestamp": "2026-01-06T01:00:00Z", "trace_id": "40236fb2-ad21-6591-481c-30c322b428a1" }
{ "account_age_days": 1255, "account_id": "ACCT-7B1E4C71935E", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.415 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 368, "timestamp": "2026-01-06T01:00:00Z", "transaction_amount_usd": 3116.39 }, { "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": 0.509, "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": 2830.19, "financial_exposure_usd": 4765.78, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104790", "label": "fraudulent", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-04T07:50:00Z", "trace_id": "9ee20e43-ee3b-9efa-7241-905a781ac729" }
{ "account_age_days": 1279, "account_id": "ACCT-25DD8EBD416B", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 387, "timestamp": "2026-01-03T21:20:00Z", "transaction_amount_usd": 3.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "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": 4344587.93, "financial_exposure_usd": 6575834.94, "recoverable_pct": 0.645 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101558", "label": "fraudulent", "label_confidence": 0.887, "severity": "critical", "timestamp": "2026-01-02T01:58:00Z", "trace_id": "263592fb-1a7a-eabb-cd3f-264912ded809" }
{ "account_age_days": 1830, "account_id": "ACCT-B52A38708E21", "baseline_risk_score": 0.419, "kyc_tier": "tier_3", "session_entropy": 0.331 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1031, "timestamp": "2026-01-02T01:58:00Z", "transaction_amount_usd": 83334.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.64, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 248156.55, "financial_exposure_usd": 273199.05, "recoverable_pct": 0.03 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105212", "label": "fraudulent", "label_confidence": 0.663, "severity": "low", "timestamp": "2026-01-04T14:52:00Z", "trace_id": "cd23f67a-3384-b6fa-b680-ce50e5f4ad39" }
{ "account_age_days": 810, "account_id": "ACCT-84F396C4101F", "baseline_risk_score": 0.071, "kyc_tier": "tier_2", "session_entropy": 0.247 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 246, "timestamp": "2026-01-04T14:52:00Z", "transaction_amount_usd": 2901395.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.761, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5210255.31, "financial_exposure_usd": 5396429.38, "recoverable_pct": 0.464 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103079", "label": "fraudulent", "label_confidence": 0.893, "severity": "critical", "timestamp": "2026-01-03T03:19:00Z", "trace_id": "fdc82b6d-c703-eef2-fbad-2291a68fa253" }
{ "account_age_days": 1459, "account_id": "ACCT-9CCD6CC957F2", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.799 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 760, "timestamp": "2026-01-03T03:19:00Z", "transaction_amount_usd": 78992.33 }, { "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": 0.754, "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": 430629.73, "financial_exposure_usd": 794228.33, "recoverable_pct": 0.677 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108799", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-07T02:39:00Z", "trace_id": "59469db1-c8da-6128-7b40-bd5b98605b39" }
{ "account_age_days": 1668, "account_id": "ACCT-42B8AD9C1E51", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.303 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 97, "timestamp": "2026-01-06T18:14:00Z", "transaction_amount_usd": 3.02 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.795, "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": 648.21, "financial_exposure_usd": 1418.09, "recoverable_pct": 0.681 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107627", "label": "benign", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-06T07:07:00Z", "trace_id": "7d5983b7-0579-713e-698b-553e0a6b8c9b" }
{ "account_age_days": 547, "account_id": "ACCT-3D3A37A9F036", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.841 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 197, "timestamp": "2026-01-06T07:07:00Z", "transaction_amount_usd": 3616.54 }, { "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": 0.735, "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": 2329, "financial_exposure_usd": 3276.9, "recoverable_pct": 0.892 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103781", "label": "fraudulent", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-03T15:01:00Z", "trace_id": "e896698f-ae92-7d08-505c-8eae29bece7f" }
{ "account_age_days": 1213, "account_id": "ACCT-8F9B71CA236C", "baseline_risk_score": 0.167, "kyc_tier": "tier_3", "session_entropy": 0.223 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 222, "timestamp": "2026-01-03T04:17:00Z", "transaction_amount_usd": 20.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.946, "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": 3851553.38, "financial_exposure_usd": 3965140.5, "recoverable_pct": 0.439 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104696", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-04T06:16:00Z", "trace_id": "56a28efd-f61a-36b2-cbbb-5c2ce6e502d0" }
{ "account_age_days": 1002, "account_id": "ACCT-CD3BD1436838", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.365 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 720, "timestamp": "2026-01-04T06:16:00Z", "transaction_amount_usd": 970085.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.369, "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": 4945643.3, "financial_exposure_usd": 5645971.12, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100978", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-01T16:18:00Z", "trace_id": "265f8a10-ae0d-ff0e-ca4d-11c05594b6b4" }
{ "account_age_days": 459, "account_id": "ACCT-6B55633BC51C", "baseline_risk_score": 0.563, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 290, "timestamp": "2026-01-01T09:11:00Z", "transaction_amount_usd": 6.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.49, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 119516.29, "financial_exposure_usd": 202947.57, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102348", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-02T15:08:00Z", "trace_id": "15c5e128-1b8b-278a-7df0-0ffd944ccfd2" }
{ "account_age_days": 1426, "account_id": "ACCT-32FC04C167E4", "baseline_risk_score": 0.607, "kyc_tier": "tier_1", "session_entropy": 0.766 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 386, "timestamp": "2026-01-02T10:40:00Z", "transaction_amount_usd": 12.72 }, { "asset": "USDC", "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": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 565040.79, "financial_exposure_usd": 906014.07, "recoverable_pct": 0.128 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107696", "label": "benign", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-06T08:16:00Z", "trace_id": "f963c19e-d3e4-3b0e-de67-3f48dd9dbaf2" }
{ "account_age_days": 413, "account_id": "ACCT-86834506892D", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.18 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 856, "timestamp": "2026-01-06T08:16:00Z", "transaction_amount_usd": 10703.06 }, { "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": 0.643, "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": 4381.57, "financial_exposure_usd": 5343.71, "recoverable_pct": 0.46 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105596", "label": "fraudulent", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-04T21:16:00Z", "trace_id": "54a23d02-296d-a2e7-ceed-950d482648d3" }
{ "account_age_days": 1049, "account_id": "ACCT-67CB5690D416", "baseline_risk_score": 0.304, "kyc_tier": "tier_2", "session_entropy": 0.464 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 899, "timestamp": "2026-01-04T21:16:00Z", "transaction_amount_usd": 2530499.71 }, { "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": 0.799, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2697437.58, "financial_exposure_usd": 3069283, "recoverable_pct": 0.718 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104712", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-04T06:32:00Z", "trace_id": "afe9e6c5-e2af-a621-5ec8-3205a65c5cec" }
{ "account_age_days": 765, "account_id": "ACCT-B92CA1972A44", "baseline_risk_score": 0.407, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 116, "timestamp": "2026-01-03T22:13:00Z", "transaction_amount_usd": 12.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.687, "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": 3947831.96, "financial_exposure_usd": 4668952.72, "recoverable_pct": 0.574 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105847", "label": "fraudulent", "label_confidence": 0.721, "severity": "critical", "timestamp": "2026-01-05T01:27:00Z", "trace_id": "0346c3ca-e233-f75e-506e-d2c9d7b7b686" }
{ "account_age_days": 1764, "account_id": "ACCT-2A3064690F32", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1183, "timestamp": "2026-01-05T01:27:00Z", "transaction_amount_usd": 2330580.81 }, { "asset": "USD", "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": 0.903, "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": 2703606.79, "financial_exposure_usd": 4479890.76, "recoverable_pct": 0.423 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104882", "label": "fraudulent", "label_confidence": 0.814, "severity": "critical", "timestamp": "2026-01-04T09:22:00Z", "trace_id": "c81dabf1-04ba-21ad-90e9-15b6d36eff76" }
{ "account_age_days": 444, "account_id": "ACCT-C042A9E67A76", "baseline_risk_score": 0.099, "kyc_tier": "tier_2", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 675, "timestamp": "2026-01-04T09:22:00Z", "transaction_amount_usd": 759495.58 }, { "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": 0.426, "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": 3725669.98, "financial_exposure_usd": 4341502.38, "recoverable_pct": 0.717 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102521", "label": "fraudulent", "label_confidence": 0.821, "severity": "medium", "timestamp": "2026-01-02T18:01:00Z", "trace_id": "5d2f31b6-3b2d-d086-5695-7e0987d4c4b6" }
{ "account_age_days": 965, "account_id": "ACCT-F2601E4DAB21", "baseline_risk_score": 0.569, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 320, "timestamp": "2026-01-02T13:05:00Z", "transaction_amount_usd": 20.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.835, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 387671.45, "financial_exposure_usd": 555840.79, "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-109784", "label": "benign", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-07T19:04:00Z", "trace_id": "3f2921b8-de48-70dc-078d-be0e6d96cae6" }
{ "account_age_days": 1091, "account_id": "ACCT-F30654BAD14D", "baseline_risk_score": 0.159, "kyc_tier": "tier_1", "session_entropy": 0.875 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1189, "timestamp": "2026-01-07T19:04:00Z", "transaction_amount_usd": 4282.84 }, { "asset": "GBP", "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": 0.526, "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": 1483.61, "financial_exposure_usd": 1690.75, "recoverable_pct": 0.801 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101462", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-02T00:22:00Z", "trace_id": "1c9c546c-b3e6-5385-b342-f8bc6ae3113a" }
{ "account_age_days": 128, "account_id": "ACCT-277F4AE42F54", "baseline_risk_score": 0.385, "kyc_tier": "tier_2", "session_entropy": 0.463 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1086, "timestamp": "2026-01-02T00:22:00Z", "transaction_amount_usd": 95909.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.415, "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": 522250.42, "financial_exposure_usd": 846601.47, "recoverable_pct": 0.235 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105310", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-04T16:30:00Z", "trace_id": "18e1f0a8-c382-ca5c-2a0d-8a5a5be4372d" }
{ "account_age_days": 1873, "account_id": "ACCT-2122AD838588", "baseline_risk_score": 0.237, "kyc_tier": "tier_2", "session_entropy": 0.701 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 238, "timestamp": "2026-01-04T16:30:00Z", "transaction_amount_usd": 615544.04 }, { "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": 0.459, "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": 3182009.91, "financial_exposure_usd": 4140626.31, "recoverable_pct": 0.81 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105287", "label": "fraudulent", "label_confidence": 0.72, "severity": "critical", "timestamp": "2026-01-04T16:07:00Z", "trace_id": "1076840b-65c3-e721-7298-92511a429010" }
{ "account_age_days": 482, "account_id": "ACCT-A7248421C739", "baseline_risk_score": 0.275, "kyc_tier": "tier_1", "session_entropy": 0.368 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 357, "timestamp": "2026-01-04T07:32:00Z", "transaction_amount_usd": 21.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.723, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3523033.85, "financial_exposure_usd": 5795108.69, "recoverable_pct": 0.6 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107441", "label": "benign", "label_confidence": 0.502, "severity": "medium", "timestamp": "2026-01-06T04:01:00Z", "trace_id": "d227e825-a5a3-b7c1-a249-1d45259d663c" }
{ "account_age_days": 1329, "account_id": "ACCT-13B0AAC300C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 270, "timestamp": "2026-01-05T20:58:00Z", "transaction_amount_usd": 22.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.605, "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": 2340.51, "financial_exposure_usd": 5162.02, "recoverable_pct": 0.716 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108489", "label": "benign", "label_confidence": 0.503, "severity": "high", "timestamp": "2026-01-06T21:29:00Z", "trace_id": "8b6d93a4-e8d9-7978-bd85-5332aa47bedb" }
{ "account_age_days": 794, "account_id": "ACCT-1081083A35EA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 285, "timestamp": "2026-01-06T18:11:00Z", "transaction_amount_usd": 23.45 }, { "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": 0.521, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 483.42, "financial_exposure_usd": 960.88, "recoverable_pct": 0.989 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105528", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-04T20:08:00Z", "trace_id": "9b47a735-50b5-68c1-d567-66b59b8c3ef8" }
{ "account_age_days": 697, "account_id": "ACCT-1F9DB4908E49", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.306 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 921, "timestamp": "2026-01-04T20:08:00Z", "transaction_amount_usd": 1318463 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.584, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5183192.86, "financial_exposure_usd": 7301111.99, "recoverable_pct": 0.741 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100251", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-01T04:11:00Z", "trace_id": "09ac7ba5-eb28-73e6-e465-aed7207ad1d4" }
{ "account_age_days": 1734, "account_id": "ACCT-817C781A6FBC", "baseline_risk_score": 0.467, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1190, "timestamp": "2026-01-01T04:11:00Z", "transaction_amount_usd": 114192.3 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.542, "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": 490378.86, "financial_exposure_usd": 704218.97, "recoverable_pct": 0.637 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104456", "label": "fraudulent", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-04T02:16:00Z", "trace_id": "4a09be17-6d1f-f8a8-b26d-4b70cad3100c" }
{ "account_age_days": 607, "account_id": "ACCT-8D9EF752CE4D", "baseline_risk_score": 0.219, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 102, "timestamp": "2026-01-03T21:35:00Z", "transaction_amount_usd": 8.42 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.581, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3844042.74, "financial_exposure_usd": 6184504.69, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107611", "label": "benign", "label_confidence": 0.529, "severity": "high", "timestamp": "2026-01-06T06:51:00Z", "trace_id": "d087029c-5b3c-758a-e524-8413efdc24eb" }
{ "account_age_days": 1705, "account_id": "ACCT-3309DE697BDF", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1051, "timestamp": "2026-01-06T06:51:00Z", "transaction_amount_usd": 5916.37 }, { "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": 0.718, "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": 3813.22, "financial_exposure_usd": 3906.16, "recoverable_pct": 0.741 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108505", "label": "benign", "label_confidence": 0.631, "severity": "high", "timestamp": "2026-01-06T21:45:00Z", "trace_id": "1814b5ed-6b40-7fa9-6253-66e97fe02860" }
{ "account_age_days": 433, "account_id": "ACCT-0698F0E0D500", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 889, "timestamp": "2026-01-06T21:45:00Z", "transaction_amount_usd": 5621.71 }, { "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": 0.525, "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": 4512.1, "financial_exposure_usd": 6370.83, "recoverable_pct": 0.626 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109648", "label": "benign", "label_confidence": 0.454, "severity": "low", "timestamp": "2026-01-07T16:48:00Z", "trace_id": "470ab196-6f60-eb59-5876-7894ee3f288f" }
{ "account_age_days": 1678, "account_id": "ACCT-3A688F2D50FE", "baseline_risk_score": 0.06, "kyc_tier": "tier_1", "session_entropy": 0.385 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 174, "timestamp": "2026-01-07T15:02:00Z", "transaction_amount_usd": 12.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 982.15, "financial_exposure_usd": 2207.4, "recoverable_pct": 0.846 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102225", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-02T13:05:00Z", "trace_id": "a9544ed3-505d-5291-d35b-06bb73701ffe" }
{ "account_age_days": 1652, "account_id": "ACCT-8D69E638A5C4", "baseline_risk_score": 0.559, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 218, "timestamp": "2026-01-02T06:54:00Z", "transaction_amount_usd": 15.78 }, { "asset": "JPY", "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": 0.687, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 935577.2, "financial_exposure_usd": 1016584.54, "recoverable_pct": 0.039 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108887", "label": "benign", "label_confidence": 0.484, "severity": "low", "timestamp": "2026-01-07T04:07:00Z", "trace_id": "411614b1-f777-7a8f-38a3-5cb16bf8ef2c" }
{ "account_age_days": 82, "account_id": "ACCT-834433A9DDBB", "baseline_risk_score": 0.134, "kyc_tier": "tier_1", "session_entropy": 0.882 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 162, "timestamp": "2026-01-07T04:07:00Z", "transaction_amount_usd": 1643.2 }, { "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": 0.653, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 544.87, "financial_exposure_usd": 856.41, "recoverable_pct": 0.625 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103110", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-03T03:50:00Z", "trace_id": "45453d86-9bad-57ad-205f-5caf369675a3" }
{ "account_age_days": 250, "account_id": "ACCT-D0F45ABA2886", "baseline_risk_score": 0.49, "kyc_tier": "tier_2", "session_entropy": 0.693 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 438, "timestamp": "2026-01-03T03:50:00Z", "transaction_amount_usd": 34188.23 }, { "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": 0.438, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 639565.22, "financial_exposure_usd": 1421052.6, "recoverable_pct": 0.223 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106583", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-05T13:43:00Z", "trace_id": "1e0645cf-5e2d-448f-548b-29750b191b66" }
{ "account_age_days": 529, "account_id": "ACCT-8EA894B2D271", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.183 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1193, "timestamp": "2026-01-05T13:43:00Z", "transaction_amount_usd": 969256.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.483, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1327039.1, "financial_exposure_usd": 2527669.21, "recoverable_pct": 0.859 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106768", "label": "benign", "label_confidence": 0.632, "severity": "medium", "timestamp": "2026-01-05T16:48:00Z", "trace_id": "6af39328-a048-ee42-6407-12e6b26d77bf" }
{ "account_age_days": 724, "account_id": "ACCT-73BF84E2D1AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.62 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 81, "timestamp": "2026-01-05T05:28:00Z", "transaction_amount_usd": 7.63 }, { "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": 0.594, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 7106.98, "financial_exposure_usd": 7760.83, "recoverable_pct": 0.966 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109579", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-07T15:39:00Z", "trace_id": "f8924d5d-3d8c-f391-7d46-9066699ad721" }
{ "account_age_days": 430, "account_id": "ACCT-2F4839E335F0", "baseline_risk_score": 0.131, "kyc_tier": "tier_2", "session_entropy": 0.166 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1118, "timestamp": "2026-01-07T15:39:00Z", "transaction_amount_usd": 4008.27 }, { "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": 0.667, "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": 3439.41, "financial_exposure_usd": 4644.48, "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-108166", "label": "benign", "label_confidence": 0.544, "severity": "medium", "timestamp": "2026-01-06T16:06:00Z", "trace_id": "41003fab-bdab-2e0b-c5a9-76512c09c777" }
{ "account_age_days": 501, "account_id": "ACCT-8E6C2FDE3D81", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.862 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 372, "timestamp": "2026-01-06T14:53:00Z", "transaction_amount_usd": 6.68 }, { "asset": "GBP", "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": 0.498, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1218.73, "financial_exposure_usd": 1441.66, "recoverable_pct": 0.441 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106617", "label": "fraudulent", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-05T14:17:00Z", "trace_id": "bdbd0904-f2ff-7536-878b-cc2ac63ae790" }
{ "account_age_days": 1183, "account_id": "ACCT-F13A187B4929", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.375 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1070, "timestamp": "2026-01-05T14:17:00Z", "transaction_amount_usd": 2096791.92 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.599, "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": 3823288.56, "financial_exposure_usd": 7749827.08, "recoverable_pct": 0.476 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101665", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-02T03:45:00Z", "trace_id": "2e6edf0c-bb22-d683-ad82-3fa212a89e5b" }
{ "account_age_days": 177, "account_id": "ACCT-1DCD82818A90", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.183 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 700, "timestamp": "2026-01-02T03:45:00Z", "transaction_amount_usd": 89970.81 }, { "asset": "BTC", "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": 0.639, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 268805.55, "financial_exposure_usd": 487117.1, "recoverable_pct": 0.697 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102918", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-03T00:38:00Z", "trace_id": "44427d9b-02b0-0be8-d9d8-a877efc72d02" }
{ "account_age_days": 1022, "account_id": "ACCT-F9279C81A155", "baseline_risk_score": 0.264, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 336, "timestamp": "2026-01-03T00:38:00Z", "transaction_amount_usd": 45020.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.796, "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": 504118.66, "financial_exposure_usd": 792812.72, "recoverable_pct": 0.332 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108755", "label": "benign", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-07T01:55:00Z", "trace_id": "1118fc92-1a96-ea44-df52-354c4c4cde98" }
{ "account_age_days": 393, "account_id": "ACCT-71160FC7FC68", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 117, "timestamp": "2026-01-07T01:55:00Z", "transaction_amount_usd": 5249.01 }, { "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": 0.63, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1459.55, "financial_exposure_usd": 3349.71, "recoverable_pct": 0.776 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104749", "label": "fraudulent", "label_confidence": 0.93, "severity": "low", "timestamp": "2026-01-04T07:09:00Z", "trace_id": "fdd3a9c7-ee9f-db87-30ba-1f45c315df16" }
{ "account_age_days": 430, "account_id": "ACCT-4DBC291C4BC7", "baseline_risk_score": 0.223, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 265, "timestamp": "2026-01-03T22:01:00Z", "transaction_amount_usd": 7.15 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.408, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2759796.79, "financial_exposure_usd": 2797046.37, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107253", "label": "benign", "label_confidence": 0.546, "severity": "low", "timestamp": "2026-01-06T00:53:00Z", "trace_id": "1a141a72-ff74-bdb9-00ab-412f7e781fd2" }
{ "account_age_days": 571, "account_id": "ACCT-FFD6C7FA8068", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1184, "timestamp": "2026-01-06T00:53:00Z", "transaction_amount_usd": 7811.98 }, { "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": 0.78, "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 pr...
{ "customer_funds_at_risk_usd": 1740.28, "financial_exposure_usd": 3679.48, "recoverable_pct": 0.764 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107346", "label": "benign", "label_confidence": 0.509, "severity": "medium", "timestamp": "2026-01-06T02:26:00Z", "trace_id": "6f0801c2-4e6a-c40e-04d6-4eebc105c23d" }
{ "account_age_days": 161, "account_id": "ACCT-BF163460D250", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.635 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 356, "timestamp": "2026-01-05T14:21:00Z", "transaction_amount_usd": 18.73 }, { "asset": "ETH", "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": 0.721, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1583.81, "financial_exposure_usd": 3419.54, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100940", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-01T15:40:00Z", "trace_id": "988e9651-feeb-10cc-3301-6eb34e0ce7ad" }
{ "account_age_days": 85, "account_id": "ACCT-1639F7CA16FC", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 207, "timestamp": "2026-01-01T11:05:00Z", "transaction_amount_usd": 12.88 }, { "asset": "ETH", "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": 0.737, "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": 761458.65, "financial_exposure_usd": 813418.36, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }