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-104735", "label": "fraudulent", "label_confidence": 0.641, "severity": "high", "timestamp": "2026-01-04T06:55:00Z", "trace_id": "93914915-115f-e5eb-170a-c8b4ed012953" }
{ "account_age_days": 32, "account_id": "ACCT-A663E1954F11", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 539, "timestamp": "2026-01-04T06:55:00Z", "transaction_amount_usd": 925286.65 }, { "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": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3814924.11, "financial_exposure_usd": 5248896.16, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100602", "label": "fraudulent", "label_confidence": 0.865, "severity": "critical", "timestamp": "2026-01-01T10:02:00Z", "trace_id": "986b4a55-a707-8710-3957-e42db0465056" }
{ "account_age_days": 1771, "account_id": "ACCT-A76EE5DDBDAB", "baseline_risk_score": 0.586, "kyc_tier": "tier_1", "session_entropy": 0.409 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 227, "timestamp": "2026-01-01T10:02:00Z", "transaction_amount_usd": 101015.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 479215.78, "financial_exposure_usd": 628388.05, "recoverable_pct": 0.31 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106549", "label": "fraudulent", "label_confidence": 0.837, "severity": "low", "timestamp": "2026-01-05T13:09:00Z", "trace_id": "93fdf383-c376-87d6-3f28-738c28a8559a" }
{ "account_age_days": 376, "account_id": "ACCT-2B908AA0777F", "baseline_risk_score": 0.37, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 523, "timestamp": "2026-01-05T13:09:00Z", "transaction_amount_usd": 326846.13 }, { "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": 0.676, "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": 1944185.65, "financial_exposure_usd": 4833511.29, "recoverable_pct": 0.897 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109745", "label": "benign", "label_confidence": 0.526, "severity": "high", "timestamp": "2026-01-07T18:25:00Z", "trace_id": "18555448-4c6a-ed2c-721b-ee7cbc580a18" }
{ "account_age_days": 1904, "account_id": "ACCT-70F4C350BC7B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 955, "timestamp": "2026-01-07T18:25:00Z", "transaction_amount_usd": 4998.31 }, { "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": 0.777, "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": 1462.53, "financial_exposure_usd": 2201.58, "recoverable_pct": 0.52 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104355", "label": "fraudulent", "label_confidence": 0.754, "severity": "critical", "timestamp": "2026-01-04T00:35:00Z", "trace_id": "ba8d8d08-cf1d-0436-7743-2599ed21dfac" }
{ "account_age_days": 1655, "account_id": "ACCT-40DB1E708C44", "baseline_risk_score": 0.206, "kyc_tier": "tier_1", "session_entropy": 0.264 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 200, "timestamp": "2026-01-03T20:27:00Z", "transaction_amount_usd": 12.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.591, "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": 7938997.66, "financial_exposure_usd": 8231756.32, "recoverable_pct": 0.893 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104556", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-04T03:56:00Z", "trace_id": "b422b4da-1141-05a8-f0d2-71900d175596" }
{ "account_age_days": 1786, "account_id": "ACCT-E8E7D58A61B2", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 401, "timestamp": "2026-01-04T03:56:00Z", "transaction_amount_usd": 1511023.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.467, "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": 5467944.31, "financial_exposure_usd": 6602652.94, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103041", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-03T02:41:00Z", "trace_id": "9f4c1048-9ecc-3377-ae23-108c9522bfdc" }
{ "account_age_days": 1275, "account_id": "ACCT-E7E215C2025F", "baseline_risk_score": 0.639, "kyc_tier": "tier_2", "session_entropy": 0.899 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1021, "timestamp": "2026-01-03T02:41:00Z", "transaction_amount_usd": 32674.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.756, "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": 789340.52, "financial_exposure_usd": 1007813.98, "recoverable_pct": 0.171 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102992", "label": "fraudulent", "label_confidence": 0.792, "severity": "low", "timestamp": "2026-01-03T01:52:00Z", "trace_id": "a24b0cd5-9d0d-4453-6f0d-bfbacdd49648" }
{ "account_age_days": 90, "account_id": "ACCT-0C2BB30AFF6B", "baseline_risk_score": 0.319, "kyc_tier": "tier_1", "session_entropy": 0.876 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 155, "timestamp": "2026-01-02T18:28:00Z", "transaction_amount_usd": 5.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.867, "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": 577545.62, "financial_exposure_usd": 700553.14, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103529", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-03T10:49:00Z", "trace_id": "9f9d3564-8770-70b2-860b-6a2bcc15df64" }
{ "account_age_days": 249, "account_id": "ACCT-1EDA24FF15F9", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.37 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 344, "timestamp": "2026-01-03T10:49:00Z", "transaction_amount_usd": 461575.04 }, { "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": 0.604, "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": 2662269.87, "financial_exposure_usd": 3851356.05, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105670", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-04T22:30:00Z", "trace_id": "3ed2cf7b-235a-1e6d-8f84-25acbbd6bd14" }
{ "account_age_days": 846, "account_id": "ACCT-37A1867312EA", "baseline_risk_score": 0.268, "kyc_tier": "tier_3", "session_entropy": 0.553 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 277, "timestamp": "2026-01-04T13:50:00Z", "transaction_amount_usd": 1.21 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.355, "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": 3272649.92, "financial_exposure_usd": 5087218.8, "recoverable_pct": 0.683 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107504", "label": "benign", "label_confidence": 0.503, "severity": "medium", "timestamp": "2026-01-06T05:04:00Z", "trace_id": "e1fdc6e3-b178-c0ff-0fac-2f8703f6d9cf" }
{ "account_age_days": 1051, "account_id": "ACCT-1F598C0775D4", "baseline_risk_score": 0.164, "kyc_tier": "tier_1", "session_entropy": 0.795 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 953, "timestamp": "2026-01-06T05:04:00Z", "transaction_amount_usd": 733.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.722, "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": 1756.36, "financial_exposure_usd": 2930.92, "recoverable_pct": 0.901 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105119", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-04T13:19:00Z", "trace_id": "218e1df1-0542-a621-9fd5-5de00852b114" }
{ "account_age_days": 1374, "account_id": "ACCT-33CA9AFE01C0", "baseline_risk_score": 0.3, "kyc_tier": "tier_3", "session_entropy": 0.368 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 353, "timestamp": "2026-01-04T11:37:00Z", "transaction_amount_usd": 1.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3604648.94, "financial_exposure_usd": 4579772.86, "recoverable_pct": 0.521 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104131", "label": "fraudulent", "label_confidence": 0.932, "severity": "low", "timestamp": "2026-01-03T20:51:00Z", "trace_id": "e52c2dc3-1b42-90dc-80e0-27079204aa5d" }
{ "account_age_days": 1467, "account_id": "ACCT-5CD5F05B4182", "baseline_risk_score": 0.06, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 264, "timestamp": "2026-01-03T15:41:00Z", "transaction_amount_usd": 2.96 }, { "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": 0.562, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1382189.72, "financial_exposure_usd": 1396612.53, "recoverable_pct": 0.619 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101304", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-01T21:44:00Z", "trace_id": "46c6f590-9c12-0321-4a5c-5a0f6f1bbbf7" }
{ "account_age_days": 205, "account_id": "ACCT-96F3006C6987", "baseline_risk_score": 0.51, "kyc_tier": "tier_3", "session_entropy": 0.61 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 175, "timestamp": "2026-01-01T18:02:00Z", "transaction_amount_usd": 1.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.883, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 203934.68, "financial_exposure_usd": 211485.24, "recoverable_pct": 0.012 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105345", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-04T17:05:00Z", "trace_id": "d2e4ffed-cd09-28a6-8c1e-62c555fa2ccd" }
{ "account_age_days": 1725, "account_id": "ACCT-3EB98E955085", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.181 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 417, "timestamp": "2026-01-04T17:05:00Z", "transaction_amount_usd": 1934638.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.617, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3548323.9, "financial_exposure_usd": 6265609.38, "recoverable_pct": 0.994 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109937", "label": "benign", "label_confidence": 0.539, "severity": "low", "timestamp": "2026-01-07T21:37:00Z", "trace_id": "f6f24f47-742b-e785-6e08-91e78119a46b" }
{ "account_age_days": 818, "account_id": "ACCT-AC2E379E6079", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.541 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 524, "timestamp": "2026-01-07T21:37:00Z", "transaction_amount_usd": 4785.19 }, { "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": 0.607, "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": 1195.54, "financial_exposure_usd": 1854.46, "recoverable_pct": 0.465 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109954", "label": "benign", "label_confidence": 0.485, "severity": "medium", "timestamp": "2026-01-07T21:54:00Z", "trace_id": "b71172fa-03a9-308a-3b92-5c843681ce34" }
{ "account_age_days": 242, "account_id": "ACCT-59D0A08D09B2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.279 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 651, "timestamp": "2026-01-07T21:54:00Z", "transaction_amount_usd": 2146.57 }, { "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": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 5779.08, "financial_exposure_usd": 8246.83, "recoverable_pct": 0.867 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103665", "label": "fraudulent", "label_confidence": 0.69, "severity": "medium", "timestamp": "2026-01-03T13:05:00Z", "trace_id": "df3f2040-d4c3-07e4-c6d1-7cd5ca46cf44" }
{ "account_age_days": 1899, "account_id": "ACCT-E342A9FB5E99", "baseline_risk_score": 0.12, "kyc_tier": "tier_2", "session_entropy": 0.634 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 89, "timestamp": "2026-01-03T03:00:00Z", "transaction_amount_usd": 22.79 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.768, "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": 1536616.27, "financial_exposure_usd": 1836023.1, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103046", "label": "fraudulent", "label_confidence": 0.773, "severity": "critical", "timestamp": "2026-01-03T02:46:00Z", "trace_id": "5ad3fe3d-625b-6ad2-e182-c3bb088b29e3" }
{ "account_age_days": 1895, "account_id": "ACCT-910154D2A3FB", "baseline_risk_score": 0.284, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 495, "timestamp": "2026-01-03T02:46:00Z", "transaction_amount_usd": 34953.9 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.551, "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": 275075.44, "financial_exposure_usd": 309070.2, "recoverable_pct": 0.408 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105455", "label": "fraudulent", "label_confidence": 0.81, "severity": "medium", "timestamp": "2026-01-04T18:55:00Z", "trace_id": "e92e4fbb-b6a4-f067-72d5-4d1e270e83df" }
{ "account_age_days": 1391, "account_id": "ACCT-B8295552D04E", "baseline_risk_score": 0.287, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 434, "timestamp": "2026-01-04T18:55:00Z", "transaction_amount_usd": 1711400.93 }, { "asset": "ETH", "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": 0.838, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 708100.47, "financial_exposure_usd": 967166.32, "recoverable_pct": 0.445 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109165", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-07T08:45:00Z", "trace_id": "35e51a11-efca-dc41-4aa8-0f4011f47d1d" }
{ "account_age_days": 587, "account_id": "ACCT-87041A9F434C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.218 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1007, "timestamp": "2026-01-07T08:45:00Z", "transaction_amount_usd": 13857.63 }, { "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": 0.687, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 5462.71, "financial_exposure_usd": 6332.88, "recoverable_pct": 0.414 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106792", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-05T17:12:00Z", "trace_id": "66fe261e-3d0c-5161-3685-92e080816db8" }
{ "account_age_days": 1168, "account_id": "ACCT-1FFEBA0F5284", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.549 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 713, "timestamp": "2026-01-05T17:12:00Z", "transaction_amount_usd": 5378.15 }, { "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": 0.742, "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": 1789.8, "financial_exposure_usd": 2449.59, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109828", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-07T19:48:00Z", "trace_id": "ab9b4c6f-ade8-1be2-2bf2-24846fc2a751" }
{ "account_age_days": 783, "account_id": "ACCT-65D20FE63BA5", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.336 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1148, "timestamp": "2026-01-07T19:48:00Z", "transaction_amount_usd": 14480.89 }, { "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": 0.648, "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": 692.19, "financial_exposure_usd": 1723.04, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104604", "label": "fraudulent", "label_confidence": 0.766, "severity": "medium", "timestamp": "2026-01-04T04:44:00Z", "trace_id": "05da884b-dd59-c122-1e91-eef47b809bfb" }
{ "account_age_days": 1913, "account_id": "ACCT-7B5515ABBC76", "baseline_risk_score": 0.169, "kyc_tier": "tier_3", "session_entropy": 0.473 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1104, "timestamp": "2026-01-04T04:44:00Z", "transaction_amount_usd": 2323141.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.554, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2944807.48, "financial_exposure_usd": 6330419.25, "recoverable_pct": 0.714 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100302", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-01T05:02:00Z", "trace_id": "c6e79a7b-f712-e813-4e01-009d8d59b363" }
{ "account_age_days": 1501, "account_id": "ACCT-FD9CED090442", "baseline_risk_score": 0.39, "kyc_tier": "tier_1", "session_entropy": 0.709 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 182, "timestamp": "2026-01-01T02:13:00Z", "transaction_amount_usd": 12.65 }, { "asset": "BTC", "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": 0.576, "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": 616487.5, "financial_exposure_usd": 855852.32, "recoverable_pct": 0.649 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103515", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-03T10:35:00Z", "trace_id": "1341e93d-d482-e93f-c542-c61382bddcfa" }
{ "account_age_days": 1296, "account_id": "ACCT-4FBE18E80AED", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.649 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 140, "timestamp": "2026-01-03T00:03:00Z", "transaction_amount_usd": 0.99 }, { "asset": "USD", "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": 0.709, "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": 4284107.56, "financial_exposure_usd": 4966557.9, "recoverable_pct": 0.948 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108259", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-06T17:39:00Z", "trace_id": "b7044d2c-9007-ba0d-a102-31073f07d689" }
{ "account_age_days": 132, "account_id": "ACCT-65F567267DB6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 277, "timestamp": "2026-01-06T17:39:00Z", "transaction_amount_usd": 7787.86 }, { "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": 0.496, "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": 3067.51, "financial_exposure_usd": 5494.47, "recoverable_pct": 0.558 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105804", "label": "fraudulent", "label_confidence": 0.635, "severity": "critical", "timestamp": "2026-01-05T00:44:00Z", "trace_id": "f5df751f-6cbf-e342-0f98-aedc7e25d06d" }
{ "account_age_days": 1623, "account_id": "ACCT-CFE819968ECB", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.629 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 510, "timestamp": "2026-01-05T00:44:00Z", "transaction_amount_usd": 1608714.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.693, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2057372.77, "financial_exposure_usd": 2423988.04, "recoverable_pct": 0.907 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102235", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-02T13:15:00Z", "trace_id": "f5afbaff-5530-20e8-9a0a-58edef5955b9" }
{ "account_age_days": 291, "account_id": "ACCT-8A325CB67EC3", "baseline_risk_score": 0.446, "kyc_tier": "tier_2", "session_entropy": 0.751 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1184, "timestamp": "2026-01-02T13:15:00Z", "transaction_amount_usd": 16170.32 }, { "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": 0.896, "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": 647028.36, "financial_exposure_usd": 863727.97, "recoverable_pct": 0.154 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105372", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-04T17:32:00Z", "trace_id": "0be34740-b45d-7fa1-bac2-db7119a5b0ed" }
{ "account_age_days": 817, "account_id": "ACCT-683A6AA3402E", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.62 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 866, "timestamp": "2026-01-04T17:32:00Z", "transaction_amount_usd": 355036.46 }, { "asset": "USDT", "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": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4417456.28, "financial_exposure_usd": 4510169.6, "recoverable_pct": 0.605 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103403", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-03T08:43:00Z", "trace_id": "ba02a0f4-a69e-4cf5-fadc-dd88820d020f" }
{ "account_age_days": 1261, "account_id": "ACCT-03244A6ADCAA", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.724 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 589, "timestamp": "2026-01-03T08:43:00Z", "transaction_amount_usd": 1621395.75 }, { "asset": "GBP", "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": 0.512, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2162739.72, "financial_exposure_usd": 4438625.84, "recoverable_pct": 0.627 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108353", "label": "benign", "label_confidence": 0.749, "severity": "medium", "timestamp": "2026-01-06T19:13:00Z", "trace_id": "21d093e0-5d7e-9d78-5970-a8ec08d987ff" }
{ "account_age_days": 168, "account_id": "ACCT-4D6F01A99BEE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.895 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 757, "timestamp": "2026-01-06T19:13:00Z", "transaction_amount_usd": 3048.76 }, { "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": 0.564, "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": 1456.87, "financial_exposure_usd": 2349.68, "recoverable_pct": 0.928 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103938", "label": "fraudulent", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-03T17:38:00Z", "trace_id": "0dd5c9ae-0b72-94da-f76a-b95475203730" }
{ "account_age_days": 501, "account_id": "ACCT-AA501DF4222A", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.659 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 588, "timestamp": "2026-01-03T17:38:00Z", "transaction_amount_usd": 135385.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2722791.08, "financial_exposure_usd": 3281195.37, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100620", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-01T10:20:00Z", "trace_id": "1055a10d-01ff-4957-1afb-be0b30b797cb" }
{ "account_age_days": 1907, "account_id": "ACCT-DD1E46087EF9", "baseline_risk_score": 0.449, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 318, "timestamp": "2026-01-01T01:11:00Z", "transaction_amount_usd": 14.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.766, "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": 572628.68, "financial_exposure_usd": 1150021.22, "recoverable_pct": 0.837 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105947", "label": "fraudulent", "label_confidence": 0.92, "severity": "low", "timestamp": "2026-01-05T03:07:00Z", "trace_id": "5da4735b-737e-5b95-1f0b-79cc9defe52d" }
{ "account_age_days": 1408, "account_id": "ACCT-179A352C23CB", "baseline_risk_score": 0.174, "kyc_tier": "tier_1", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 221, "timestamp": "2026-01-04T17:32:00Z", "transaction_amount_usd": 11.32 }, { "asset": "BTC", "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": 0.383, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2989814.33, "financial_exposure_usd": 4141699.62, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100192", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-01T03:12:00Z", "trace_id": "72624be8-0c99-4ec1-6162-faf83565c8a2" }
{ "account_age_days": 1224, "account_id": "ACCT-C3254BC37845", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.133 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 438, "timestamp": "2026-01-01T03:12:00Z", "transaction_amount_usd": 25073.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.573, "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": 675706.02, "financial_exposure_usd": 755865.2, "recoverable_pct": 0.356 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104437", "label": "fraudulent", "label_confidence": 0.6, "severity": "low", "timestamp": "2026-01-04T01:57:00Z", "trace_id": "d7e739ce-d6c6-a822-9e7b-2ca15f82f309" }
{ "account_age_days": 426, "account_id": "ACCT-E72415172CFF", "baseline_risk_score": 0.258, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 214, "timestamp": "2026-01-03T18:25:00Z", "transaction_amount_usd": 5.08 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.889, "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": 3107895.45, "financial_exposure_usd": 4891372.1, "recoverable_pct": 0.918 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100480", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-01T08:00:00Z", "trace_id": "2f22c9f6-95c7-83cb-51a5-04c3c052aeb5" }
{ "account_age_days": 1139, "account_id": "ACCT-A88F311F67C7", "baseline_risk_score": 0.464, "kyc_tier": "tier_1", "session_entropy": 0.518 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 412, "timestamp": "2026-01-01T08:00:00Z", "transaction_amount_usd": 14546.39 }, { "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": 0.379, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 560869, "financial_exposure_usd": 864559.81, "recoverable_pct": 0.277 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100774", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-01T12:54:00Z", "trace_id": "304e6c65-a0e5-f6d8-69be-9ddea4ab86aa" }
{ "account_age_days": 1799, "account_id": "ACCT-957E3EE9CA5D", "baseline_risk_score": 0.364, "kyc_tier": "tier_2", "session_entropy": 0.349 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 307, "timestamp": "2026-01-01T02:42:00Z", "transaction_amount_usd": 23.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 780259.19, "financial_exposure_usd": 885977.18, "recoverable_pct": 0.138 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103194", "label": "fraudulent", "label_confidence": 0.861, "severity": "medium", "timestamp": "2026-01-03T05:14:00Z", "trace_id": "db29da9c-2996-210e-8c12-ed85d3645112" }
{ "account_age_days": 1547, "account_id": "ACCT-DE25CBCB2C3F", "baseline_risk_score": 0.614, "kyc_tier": "tier_3", "session_entropy": 0.182 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 844, "timestamp": "2026-01-03T05:14:00Z", "transaction_amount_usd": 73585.73 }, { "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": 0.669, "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": 494619.01, "financial_exposure_usd": 771353.91, "recoverable_pct": 0.419 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105207", "label": "fraudulent", "label_confidence": 0.664, "severity": "high", "timestamp": "2026-01-04T14:47:00Z", "trace_id": "6cb08f76-4e21-b39f-daa4-a9faa56ccd42" }
{ "account_age_days": 1523, "account_id": "ACCT-8C8D96EADBEC", "baseline_risk_score": 0.283, "kyc_tier": "tier_1", "session_entropy": 0.931 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 184, "timestamp": "2026-01-04T06:08:00Z", "transaction_amount_usd": 20.9 }, { "asset": "BTC", "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": 0.933, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2875172.68, "financial_exposure_usd": 5190221.29, "recoverable_pct": 0.624 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102345", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-02T15:05:00Z", "trace_id": "bbf7c7b2-b156-d974-45e8-f8301c1d37c1" }
{ "account_age_days": 97, "account_id": "ACCT-FA21556AFF5E", "baseline_risk_score": 0.37, "kyc_tier": "tier_1", "session_entropy": 0.515 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 789, "timestamp": "2026-01-02T15:05:00Z", "transaction_amount_usd": 59615.18 }, { "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": 0.475, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.26 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100629", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-01T10:29:00Z", "trace_id": "7e2e5641-7cd7-aea8-3af9-40f50e9c4a6b" }
{ "account_age_days": 1645, "account_id": "ACCT-9180B5E01945", "baseline_risk_score": 0.531, "kyc_tier": "tier_2", "session_entropy": 0.614 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 188, "timestamp": "2025-12-31T22:42:00Z", "transaction_amount_usd": 5.37 }, { "asset": "USDC", "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": 0.866, "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": 446080.11, "financial_exposure_usd": 787282.26, "recoverable_pct": 0.37 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108700", "label": "benign", "label_confidence": 0.634, "severity": "low", "timestamp": "2026-01-07T01:00:00Z", "trace_id": "11bb77ca-d3fd-c611-93df-774aa75850fa" }
{ "account_age_days": 1261, "account_id": "ACCT-6763731AE815", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.656 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 514, "timestamp": "2026-01-07T01:00:00Z", "transaction_amount_usd": 9891.09 }, { "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": 0.644, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1621.03, "financial_exposure_usd": 2747.74, "recoverable_pct": 0.738 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105675", "label": "fraudulent", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-04T22:35:00Z", "trace_id": "a4dba566-4b3c-f5e2-6fe1-4001b496fedf" }
{ "account_age_days": 1575, "account_id": "ACCT-AC4B3E7203BB", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.175 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 203, "timestamp": "2026-01-04T16:51:00Z", "transaction_amount_usd": 12.51 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.372, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3935418.27, "financial_exposure_usd": 6219215, "recoverable_pct": 0.475 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100636", "label": "fraudulent", "label_confidence": 0.854, "severity": "high", "timestamp": "2026-01-01T10:36:00Z", "trace_id": "a515a2c2-1e34-2c86-1e29-a57b9cf8e2e0" }
{ "account_age_days": 98, "account_id": "ACCT-66A9F9FA131A", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.235 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 134, "timestamp": "2025-12-31T22:02:00Z", "transaction_amount_usd": 0.99 }, { "asset": "BTC", "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": 0.469, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 934654.74, "financial_exposure_usd": 1403156.75, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103718", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-03T13:58:00Z", "trace_id": "641c9862-6b4f-1429-b406-73e0a396fe35" }
{ "account_age_days": 1982, "account_id": "ACCT-E71FFC5DEF0B", "baseline_risk_score": 0.203, "kyc_tier": "tier_3", "session_entropy": 0.888 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 748, "timestamp": "2026-01-03T13:58:00Z", "transaction_amount_usd": 2079971.64 }, { "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": 0.411, "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": 2930049.42, "financial_exposure_usd": 4990153.15, "recoverable_pct": 0.516 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108190", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-06T16:30:00Z", "trace_id": "cff015f4-f406-4a55-c60c-4e963b76f81e" }
{ "account_age_days": 926, "account_id": "ACCT-98C01A88FACD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.472 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1070, "timestamp": "2026-01-06T16:30:00Z", "transaction_amount_usd": 4830.17 }, { "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": 0.61, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 717.06, "financial_exposure_usd": 1729.95, "recoverable_pct": 0.935 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104527", "label": "fraudulent", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-04T03:27:00Z", "trace_id": "2d00a8e6-2527-8203-cabf-fa0542d1157b" }
{ "account_age_days": 1037, "account_id": "ACCT-737044C887AC", "baseline_risk_score": 0.23, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 724, "timestamp": "2026-01-04T03:27:00Z", "transaction_amount_usd": 2133594.36 }, { "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": 0.722, "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": 4054273.21, "financial_exposure_usd": 6716456.35, "recoverable_pct": 0.909 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104965", "label": "fraudulent", "label_confidence": 0.688, "severity": "low", "timestamp": "2026-01-04T10:45:00Z", "trace_id": "99e00ad5-11da-ebe7-2c4c-fb735fbdf142" }
{ "account_age_days": 1950, "account_id": "ACCT-2F89B1AB433B", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.935 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 211, "timestamp": "2026-01-04T00:48:00Z", "transaction_amount_usd": 2.59 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.881, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1040734.63, "financial_exposure_usd": 2169664.27, "recoverable_pct": 0.934 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108504", "label": "benign", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-06T21:44:00Z", "trace_id": "d643f995-1c47-2639-0e6d-e9e141455303" }
{ "account_age_days": 850, "account_id": "ACCT-5CDFC19439AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.781 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 519, "timestamp": "2026-01-06T21:44:00Z", "transaction_amount_usd": 8517.6 }, { "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": 0.741, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4896.21, "financial_exposure_usd": 4907.14, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103699", "label": "fraudulent", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-03T13:39:00Z", "trace_id": "7f7c2d67-8b1a-2796-1d8d-c074516c4c0e" }
{ "account_age_days": 163, "account_id": "ACCT-E173978C378C", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.115 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 463, "timestamp": "2026-01-03T13:39:00Z", "transaction_amount_usd": 2460591.11 }, { "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": 0.708, "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": 1439735.81, "financial_exposure_usd": 2302129.56, "recoverable_pct": 0.711 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102909", "label": "fraudulent", "label_confidence": 0.907, "severity": "critical", "timestamp": "2026-01-03T00:29:00Z", "trace_id": "73fbeab5-988b-38ef-739e-185af3ef7a45" }
{ "account_age_days": 1900, "account_id": "ACCT-7B393CD5A60D", "baseline_risk_score": 0.477, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1195, "timestamp": "2026-01-03T00:29:00Z", "transaction_amount_usd": 111467.56 }, { "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": 0.524, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 754843.66, "financial_exposure_usd": 1354283.91, "recoverable_pct": 0.185 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105222", "label": "fraudulent", "label_confidence": 0.843, "severity": "low", "timestamp": "2026-01-04T15:02:00Z", "trace_id": "b7aebc60-0847-20ac-b84e-fe751fc8a143" }
{ "account_age_days": 437, "account_id": "ACCT-61A44F10D1DA", "baseline_risk_score": 0.335, "kyc_tier": "tier_3", "session_entropy": 0.453 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 556, "timestamp": "2026-01-04T15:02:00Z", "transaction_amount_usd": 1939168.16 }, { "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": 0.426, "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": 6932821.12, "financial_exposure_usd": 7513089.56, "recoverable_pct": 0.926 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108993", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-07T05:53:00Z", "trace_id": "e2b87ed1-ba91-b94b-b0b4-d41d54a1e345" }
{ "account_age_days": 468, "account_id": "ACCT-C2B83A644139", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.715 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 178, "timestamp": "2026-01-07T05:53:00Z", "transaction_amount_usd": 7366.92 }, { "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": 0.632, "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": 1888.1, "financial_exposure_usd": 4360.37, "recoverable_pct": 0.976 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109907", "label": "benign", "label_confidence": 0.661, "severity": "medium", "timestamp": "2026-01-07T21:07:00Z", "trace_id": "8b601dc3-938d-adc9-1ead-9eeb79a521a5" }
{ "account_age_days": 442, "account_id": "ACCT-5ABA0B47E134", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.358 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1123, "timestamp": "2026-01-07T21:07:00Z", "transaction_amount_usd": 4346.12 }, { "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": 0.635, "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": 859.68, "financial_exposure_usd": 1038.27, "recoverable_pct": 0.719 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105417", "label": "fraudulent", "label_confidence": 0.617, "severity": "medium", "timestamp": "2026-01-04T18:17:00Z", "trace_id": "fd1a84a2-e7b0-75ab-a56e-d5e9125875d1" }
{ "account_age_days": 1982, "account_id": "ACCT-79F9B5FCAAE7", "baseline_risk_score": 0.285, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 374, "timestamp": "2026-01-04T18:17:00Z", "transaction_amount_usd": 999094 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.381, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4002205.99, "financial_exposure_usd": 6936015.05, "recoverable_pct": 0.981 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102075", "label": "fraudulent", "label_confidence": 0.828, "severity": "critical", "timestamp": "2026-01-02T10:35:00Z", "trace_id": "7c46c840-afe3-91b7-398b-8c245c1d67d2" }
{ "account_age_days": 1652, "account_id": "ACCT-53AE23BE92CD", "baseline_risk_score": 0.489, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 415, "timestamp": "2026-01-02T10:35:00Z", "transaction_amount_usd": 74208.44 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.75, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 297572.03, "financial_exposure_usd": 598608.35, "recoverable_pct": 0.384 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104137", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-03T20:57:00Z", "trace_id": "7ebe6139-c422-71a1-1641-28d989bddeca" }
{ "account_age_days": 1007, "account_id": "ACCT-15E2F976E2B3", "baseline_risk_score": 0.352, "kyc_tier": "tier_1", "session_entropy": 0.487 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 477, "timestamp": "2026-01-03T20:57:00Z", "transaction_amount_usd": 997789.03 }, { "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": 0.441, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4864839.78, "financial_exposure_usd": 7668702.16, "recoverable_pct": 0.614 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104857", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-04T08:57:00Z", "trace_id": "db91f12b-0b5d-d3bd-2c3e-6bb9a5154843" }
{ "account_age_days": 1569, "account_id": "ACCT-EFB5323756E5", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.104 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 943, "timestamp": "2026-01-04T08:57:00Z", "transaction_amount_usd": 2137146.3 }, { "asset": "GBP", "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": 0.762, "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": 2813529, "financial_exposure_usd": 5949456.05, "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-108894", "label": "benign", "label_confidence": 0.475, "severity": "low", "timestamp": "2026-01-07T04:14:00Z", "trace_id": "579722d2-d292-7f6a-94ef-840e2a8a256c" }
{ "account_age_days": 1700, "account_id": "ACCT-4044EE95D851", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.715 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 845, "timestamp": "2026-01-07T04:14:00Z", "transaction_amount_usd": 4863.3 }, { "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": 0.684, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 601.85, "financial_exposure_usd": 1056.64, "recoverable_pct": 0.479 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104445", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-04T02:05:00Z", "trace_id": "1c2be39c-48bd-f815-7ba5-7da61bc9f949" }
{ "account_age_days": 582, "account_id": "ACCT-C204925456E3", "baseline_risk_score": 0.243, "kyc_tier": "tier_2", "session_entropy": 0.405 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 485, "timestamp": "2026-01-04T02:05:00Z", "transaction_amount_usd": 2214722.09 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.677, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1065801.37, "financial_exposure_usd": 1507904.76, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109873", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-07T20:33:00Z", "trace_id": "33bc1291-2107-f601-25bf-db19c5fdd257" }
{ "account_age_days": 1024, "account_id": "ACCT-C9CB9A051DC6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.826 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1136, "timestamp": "2026-01-07T20:33:00Z", "transaction_amount_usd": 10138.32 }, { "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1277.96, "financial_exposure_usd": 1415, "recoverable_pct": 0.75 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107894", "label": "benign", "label_confidence": 0.458, "severity": "low", "timestamp": "2026-01-06T11:34:00Z", "trace_id": "96959f6f-954c-6caf-9d30-1d6b88c79c21" }
{ "account_age_days": 239, "account_id": "ACCT-903F13330B36", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.68 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 206, "timestamp": "2026-01-06T05:09:00Z", "transaction_amount_usd": 16.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.493, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1269.33, "financial_exposure_usd": 3123.91, "recoverable_pct": 0.96 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108905", "label": "benign", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-07T04:25:00Z", "trace_id": "b9a2507b-ab14-a27a-e309-414039ae5c92" }
{ "account_age_days": 104, "account_id": "ACCT-7515D38D0919", "baseline_risk_score": 0.193, "kyc_tier": "tier_3", "session_entropy": 0.236 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 347, "timestamp": "2026-01-07T04:25:00Z", "transaction_amount_usd": 13552.13 }, { "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": 0.661, "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": 3488.85, "financial_exposure_usd": 4129.92, "recoverable_pct": 0.511 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102495", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-02T17:35:00Z", "trace_id": "c3fc5d86-c9ef-18c1-ed13-85f6f4273a5a" }
{ "account_age_days": 1104, "account_id": "ACCT-23E45A1D151B", "baseline_risk_score": 0.56, "kyc_tier": "tier_1", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 856, "timestamp": "2026-01-02T17:35:00Z", "transaction_amount_usd": 16775.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.615, "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": 262914.36, "financial_exposure_usd": 369395.86, "recoverable_pct": 0.658 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100232", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-01T03:52:00Z", "trace_id": "c9fbe7f1-5b33-cb3f-1551-0ef5c91654e6" }
{ "account_age_days": 241, "account_id": "ACCT-85406ADB983A", "baseline_risk_score": 0.595, "kyc_tier": "tier_3", "session_entropy": 0.577 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 256, "timestamp": "2026-01-01T03:52:00Z", "transaction_amount_usd": 46851.74 }, { "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": 0.634, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 481478.75, "financial_exposure_usd": 1020402.42, "recoverable_pct": 0.689 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107635", "label": "benign", "label_confidence": 0.501, "severity": "low", "timestamp": "2026-01-06T07:15:00Z", "trace_id": "36a93b9e-1cb9-d196-8bec-b7282ea8a673" }
{ "account_age_days": 1452, "account_id": "ACCT-EE59D0AE4BF4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.261 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 950, "timestamp": "2026-01-06T07:15:00Z", "transaction_amount_usd": 14061.57 }, { "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": 0.509, "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": 2031.3, "financial_exposure_usd": 3896.29, "recoverable_pct": 0.541 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104394", "label": "fraudulent", "label_confidence": 0.748, "severity": "low", "timestamp": "2026-01-04T01:14:00Z", "trace_id": "9bc4146a-daca-3525-f24d-2afeacbd2793" }
{ "account_age_days": 993, "account_id": "ACCT-3496938AE257", "baseline_risk_score": 0.076, "kyc_tier": "tier_2", "session_entropy": 0.376 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1098, "timestamp": "2026-01-04T01:14:00Z", "transaction_amount_usd": 794406.84 }, { "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": 0.489, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2280367.57, "financial_exposure_usd": 4716480.09, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108443", "label": "benign", "label_confidence": 0.471, "severity": "critical", "timestamp": "2026-01-06T20:43:00Z", "trace_id": "60ef10cd-a747-2e4a-0490-61b66b56289b" }
{ "account_age_days": 1237, "account_id": "ACCT-2F28800B94E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 436, "timestamp": "2026-01-06T20:43:00Z", "transaction_amount_usd": 311.62 }, { "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": 0.621, "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": 1229.01, "financial_exposure_usd": 2160.39, "recoverable_pct": 0.82 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104955", "label": "fraudulent", "label_confidence": 0.743, "severity": "high", "timestamp": "2026-01-04T10:35:00Z", "trace_id": "1c2990dd-3fc5-5c25-3b53-59374760ba34" }
{ "account_age_days": 22, "account_id": "ACCT-1B5E896FA3BB", "baseline_risk_score": 0.145, "kyc_tier": "tier_1", "session_entropy": 0.905 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1058, "timestamp": "2026-01-04T10:35:00Z", "transaction_amount_usd": 2907595.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.745, "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": 2311142.33, "financial_exposure_usd": 5244786.28, "recoverable_pct": 0.881 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104887", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-04T09:27:00Z", "trace_id": "a29ea0e4-9aa8-adba-8fe2-a36c5960f830" }
{ "account_age_days": 652, "account_id": "ACCT-F0722F18B31B", "baseline_risk_score": 0.409, "kyc_tier": "tier_1", "session_entropy": 0.417 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 476, "timestamp": "2026-01-04T09:27:00Z", "transaction_amount_usd": 1619549.56 }, { "asset": "EUR", "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": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5841410.74, "financial_exposure_usd": 6039839.48, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104430", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-04T01:50:00Z", "trace_id": "b89c7e81-ced9-e11b-bb9b-3b2bae6df387" }
{ "account_age_days": 723, "account_id": "ACCT-48289C254F76", "baseline_risk_score": 0.178, "kyc_tier": "tier_2", "session_entropy": 0.335 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 768, "timestamp": "2026-01-04T01:50:00Z", "transaction_amount_usd": 1052266.37 }, { "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": 0.758, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4164878.84, "financial_exposure_usd": 4752419.51, "recoverable_pct": 0.967 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102499", "label": "fraudulent", "label_confidence": 0.815, "severity": "medium", "timestamp": "2026-01-02T17:39:00Z", "trace_id": "0307d76f-2e20-4763-884c-a7b83b321425" }
{ "account_age_days": 48, "account_id": "ACCT-043F87F71140", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.112 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 591, "timestamp": "2026-01-02T17:39:00Z", "transaction_amount_usd": 15455.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.562, "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": 1052223.78, "financial_exposure_usd": 1221903.65, "recoverable_pct": 0.713 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102103", "label": "fraudulent", "label_confidence": 0.975, "severity": "low", "timestamp": "2026-01-02T11:03:00Z", "trace_id": "b632de48-7cd9-2a71-cd4e-ba23a456c455" }
{ "account_age_days": 201, "account_id": "ACCT-6779F6DF2DD4", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.177 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 826, "timestamp": "2026-01-02T11:03:00Z", "transaction_amount_usd": 93032.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "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": 499115.19, "financial_exposure_usd": 750559, "recoverable_pct": 0.226 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105665", "label": "fraudulent", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-04T22:25:00Z", "trace_id": "97deaff3-e4bd-8958-95b6-c39935920eab" }
{ "account_age_days": 773, "account_id": "ACCT-0097963670CE", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.122 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 373, "timestamp": "2026-01-04T15:44:00Z", "transaction_amount_usd": 3.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.806, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 925259.42, "financial_exposure_usd": 1940369.32, "recoverable_pct": 0.736 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105426", "label": "fraudulent", "label_confidence": 0.729, "severity": "critical", "timestamp": "2026-01-04T18:26:00Z", "trace_id": "7cb4ad35-b107-6014-8e43-0a9af1b8f677" }
{ "account_age_days": 748, "account_id": "ACCT-E69C2EAE282C", "baseline_risk_score": 0.059, "kyc_tier": "tier_2", "session_entropy": 0.604 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 84, "timestamp": "2026-01-04T18:26:00Z", "transaction_amount_usd": 1883907.52 }, { "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": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3086122.18, "financial_exposure_usd": 4118847.3, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104514", "label": "fraudulent", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-04T03:14:00Z", "trace_id": "af0b52fb-5471-fa8e-8729-41d4b487fddc" }
{ "account_age_days": 719, "account_id": "ACCT-C83B10B87AAF", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.177 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 739, "timestamp": "2026-01-04T03:14:00Z", "transaction_amount_usd": 2851001.36 }, { "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": 0.909, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 518863.34, "financial_exposure_usd": 542578.19, "recoverable_pct": 0.783 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107329", "label": "benign", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-06T02:09:00Z", "trace_id": "2833029f-f72c-68dd-01cd-d01be4977511" }
{ "account_age_days": 1436, "account_id": "ACCT-BFDC7A892E9C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.316 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1173, "timestamp": "2026-01-06T02:09:00Z", "transaction_amount_usd": 14532.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.461, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 968.78, "financial_exposure_usd": 1251.38, "recoverable_pct": 0.531 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104152", "label": "fraudulent", "label_confidence": 0.703, "severity": "high", "timestamp": "2026-01-03T21:12:00Z", "trace_id": "c54eb4b3-566d-d83b-ccba-c4f0bb1ab8c1" }
{ "account_age_days": 358, "account_id": "ACCT-D29CBECB8ACA", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.128 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 304, "timestamp": "2026-01-03T13:19:00Z", "transaction_amount_usd": 4.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.427, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1493380.15, "financial_exposure_usd": 1992669.34, "recoverable_pct": 0.806 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100032", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-01T00:32:00Z", "trace_id": "a96b3c42-f6d2-2a7b-aec7-6a82148b4376" }
{ "account_age_days": 99, "account_id": "ACCT-6D5D0477ADC2", "baseline_risk_score": 0.487, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 145, "timestamp": "2025-12-31T14:17:00Z", "transaction_amount_usd": 13.43 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.821, "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": 985257.81, "financial_exposure_usd": 1204788.25, "recoverable_pct": 0.347 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104008", "label": "fraudulent", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-03T18:48:00Z", "trace_id": "5664e2d4-2ba3-be20-97a3-fb617ae8f070" }
{ "account_age_days": 1093, "account_id": "ACCT-186ADAE6DD9F", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 136, "timestamp": "2026-01-03T18:48:00Z", "transaction_amount_usd": 2401997.82 }, { "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": 0.41, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3225499, "financial_exposure_usd": 4831579.3, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100673", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-01T11:13:00Z", "trace_id": "0d96c7d6-cfd5-c248-3998-4dc38a908312" }
{ "account_age_days": 544, "account_id": "ACCT-37EBB07079D2", "baseline_risk_score": 0.322, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1052, "timestamp": "2026-01-01T11:13:00Z", "transaction_amount_usd": 63511.65 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.804, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 893339.3, "financial_exposure_usd": 1108590.14, "recoverable_pct": 0.539 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107573", "label": "benign", "label_confidence": 0.541, "severity": "critical", "timestamp": "2026-01-06T06:13:00Z", "trace_id": "9a38e14a-bd67-9cf9-a9a3-ab2d6c5b78ea" }
{ "account_age_days": 1146, "account_id": "ACCT-7AD14440C62B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.907 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1023, "timestamp": "2026-01-06T06:13:00Z", "transaction_amount_usd": 11723.99 }, { "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": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2264.5, "financial_exposure_usd": 3920.17, "recoverable_pct": 0.792 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102623", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-02T19:43:00Z", "trace_id": "cc61c4a8-1cc9-172d-494b-ede5742597d9" }
{ "account_age_days": 933, "account_id": "ACCT-EB1A426FD18F", "baseline_risk_score": 0.338, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 967, "timestamp": "2026-01-02T19:43:00Z", "transaction_amount_usd": 91459.54 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 150011.9, "financial_exposure_usd": 262966.15, "recoverable_pct": 0.647 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109677", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-07T17:17:00Z", "trace_id": "b8a018bd-78d3-6313-4e7d-aa5bf885dced" }
{ "account_age_days": 1071, "account_id": "ACCT-CFD336D0654A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.822 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 331, "timestamp": "2026-01-07T17:17:00Z", "transaction_amount_usd": 10824.13 }, { "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4563.07, "financial_exposure_usd": 5704.29, "recoverable_pct": 0.91 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106096", "label": "fraudulent", "label_confidence": 0.666, "severity": "low", "timestamp": "2026-01-05T05:36:00Z", "trace_id": "02b9f778-c68b-4d5f-f5fc-3ac27e048420" }
{ "account_age_days": 1525, "account_id": "ACCT-FDCED3C8FD5F", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 939, "timestamp": "2026-01-05T05:36:00Z", "transaction_amount_usd": 1074558.64 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4440056.31, "financial_exposure_usd": 5018882.4, "recoverable_pct": 0.967 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100497", "label": "fraudulent", "label_confidence": 0.797, "severity": "low", "timestamp": "2026-01-01T08:17:00Z", "trace_id": "8e31aa5e-63d8-bdcc-e94b-5574b77f1264" }
{ "account_age_days": 1231, "account_id": "ACCT-4B63E19A39ED", "baseline_risk_score": 0.268, "kyc_tier": "tier_2", "session_entropy": 0.356 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 275, "timestamp": "2026-01-01T08:17:00Z", "transaction_amount_usd": 12775.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 847266.21, "financial_exposure_usd": 953877.51, "recoverable_pct": 0.609 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102401", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-02T16:01:00Z", "trace_id": "e66e19b4-b41c-326b-b8b5-6d08602e30d9" }
{ "account_age_days": 1307, "account_id": "ACCT-EB27D25D2A77", "baseline_risk_score": 0.321, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 235, "timestamp": "2026-01-02T16:01:00Z", "transaction_amount_usd": 12230.13 }, { "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": 0.732, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 716324.34, "financial_exposure_usd": 769391.03, "recoverable_pct": 0.277 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104127", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T20:47:00Z", "trace_id": "35f5363e-6450-48aa-1b2d-3f0e6ef9a018" }
{ "account_age_days": 958, "account_id": "ACCT-52FB72768406", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.863 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 589, "timestamp": "2026-01-03T20:47:00Z", "transaction_amount_usd": 2015189.07 }, { "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": 0.469, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2718384.64, "financial_exposure_usd": 4733853.01, "recoverable_pct": 0.745 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108198", "label": "benign", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-06T16:38:00Z", "trace_id": "c0720f75-6d59-2c07-d251-d9c443cab94c" }
{ "account_age_days": 796, "account_id": "ACCT-49147CDECB3F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.105 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 739, "timestamp": "2026-01-06T16:38:00Z", "transaction_amount_usd": 10173.61 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1759.27, "financial_exposure_usd": 1810.68, "recoverable_pct": 0.46 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105140", "label": "fraudulent", "label_confidence": 0.604, "severity": "critical", "timestamp": "2026-01-04T13:40:00Z", "trace_id": "8c29589a-58e1-de01-3cac-2e47652a8f49" }
{ "account_age_days": 1782, "account_id": "ACCT-31D327026EA0", "baseline_risk_score": 0.2, "kyc_tier": "tier_3", "session_entropy": 0.46 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1084, "timestamp": "2026-01-04T13:40:00Z", "transaction_amount_usd": 1118826.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.832, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2459066.74, "financial_exposure_usd": 5748504.81, "recoverable_pct": 0.996 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109154", "label": "benign", "label_confidence": 0.701, "severity": "low", "timestamp": "2026-01-07T08:34:00Z", "trace_id": "f7497f56-5d93-f8a6-44a0-747ed6c5b682" }
{ "account_age_days": 1964, "account_id": "ACCT-0A3AEAA41B8E", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.886 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1013, "timestamp": "2026-01-07T08:34:00Z", "transaction_amount_usd": 5110.76 }, { "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": 0.497, "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": 4963.46, "financial_exposure_usd": 7786.33, "recoverable_pct": 0.477 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105386", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-04T17:46:00Z", "trace_id": "0bab6dc9-7beb-c79c-e024-3a899f5b793f" }
{ "account_age_days": 979, "account_id": "ACCT-DE82C75B8942", "baseline_risk_score": 0.432, "kyc_tier": "tier_1", "session_entropy": 0.321 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 419, "timestamp": "2026-01-04T17:46:00Z", "transaction_amount_usd": 2936430.14 }, { "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": 0.458, "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": 6035332.4, "financial_exposure_usd": 8068214.19, "recoverable_pct": 0.807 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108340", "label": "benign", "label_confidence": 0.517, "severity": "medium", "timestamp": "2026-01-06T19:00:00Z", "trace_id": "f362ddde-d4a0-8fe1-0bdf-1cbd28b0466a" }
{ "account_age_days": 259, "account_id": "ACCT-093ED4D2D213", "baseline_risk_score": 0.072, "kyc_tier": "tier_3", "session_entropy": 0.27 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 515, "timestamp": "2026-01-06T19:00:00Z", "transaction_amount_usd": 8543.83 }, { "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": 0.775, "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": 888.62, "financial_exposure_usd": 1237.11, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101502", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-02T01:02:00Z", "trace_id": "73de3b89-fb49-2a84-6778-ef0b47f2ed06" }
{ "account_age_days": 1409, "account_id": "ACCT-11EE47ECEF7D", "baseline_risk_score": 0.566, "kyc_tier": "tier_1", "session_entropy": 0.295 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 93, "timestamp": "2026-01-02T01:02:00Z", "transaction_amount_usd": 32689.28 }, { "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": 0.418, "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": 213744.39, "financial_exposure_usd": 360979.44, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100946", "label": "fraudulent", "label_confidence": 0.958, "severity": "critical", "timestamp": "2026-01-01T15:46:00Z", "trace_id": "6171dc26-f3bd-e14b-b221-b4eb19a219ea" }
{ "account_age_days": 1165, "account_id": "ACCT-597BA302268F", "baseline_risk_score": 0.419, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 668, "timestamp": "2026-01-01T15:46:00Z", "transaction_amount_usd": 3402.25 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 463807.69, "financial_exposure_usd": 925965.99, "recoverable_pct": 0.729 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101716", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-02T04:36:00Z", "trace_id": "bf915ce3-8d43-f20d-61dd-2acbb6d93fe2" }
{ "account_age_days": 1187, "account_id": "ACCT-9AA4AA06D74C", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.178 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 130, "timestamp": "2026-01-02T04:36:00Z", "transaction_amount_usd": 103410.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.698, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 744503.09, "financial_exposure_usd": 865893.83, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100176", "label": "fraudulent", "label_confidence": 0.83, "severity": "high", "timestamp": "2026-01-01T02:56:00Z", "trace_id": "c41c233d-a513-964e-965a-693e85b69e95" }
{ "account_age_days": 1375, "account_id": "ACCT-DAF9AE1B5D9D", "baseline_risk_score": 0.424, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1049, "timestamp": "2026-01-01T02:56:00Z", "transaction_amount_usd": 92751.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.478, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 722630.69, "financial_exposure_usd": 1147990.5, "recoverable_pct": 0.152 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101623", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-02T03:03:00Z", "trace_id": "b78aac9c-24d6-1c71-c92b-ef7c88729028" }
{ "account_age_days": 1379, "account_id": "ACCT-FDCD1EC804EE", "baseline_risk_score": 0.466, "kyc_tier": "tier_3", "session_entropy": 0.207 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 216, "timestamp": "2026-01-02T03:03:00Z", "transaction_amount_usd": 103177.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.615, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 749721.35, "financial_exposure_usd": 753284.87, "recoverable_pct": 0.729 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }