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-107870", "label": "benign", "label_confidence": 0.463, "severity": "medium", "timestamp": "2026-01-06T11:10:00Z", "trace_id": "cd6286f2-9865-84f7-fab6-6f52ef859dfe" }
{ "account_age_days": 990, "account_id": "ACCT-5CE0A3081FDF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.583 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 94, "timestamp": "2026-01-06T11:10:00Z", "transaction_amount_usd": 10609.21 }, { "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": 0.522, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 3044.59, "financial_exposure_usd": 5399.63, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109730", "label": "benign", "label_confidence": 0.73, "severity": "medium", "timestamp": "2026-01-07T18:10:00Z", "trace_id": "a848bb02-c7ee-0b2e-3420-af3a77d8521b" }
{ "account_age_days": 173, "account_id": "ACCT-8B2E34CEB87E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.324 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 999, "timestamp": "2026-01-07T18:10:00Z", "transaction_amount_usd": 11054.88 }, { "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": 0.588, "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": 911.74, "financial_exposure_usd": 1005.1, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102494", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-02T17:34:00Z", "trace_id": "01985392-76fe-eb71-8e74-bab52618059b" }
{ "account_age_days": 1829, "account_id": "ACCT-CF9FF7529747", "baseline_risk_score": 0.629, "kyc_tier": "tier_3", "session_entropy": 0.596 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 90, "timestamp": "2026-01-02T15:16:00Z", "transaction_amount_usd": 4.12 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.606, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 807855.54, "financial_exposure_usd": 819712.37, "recoverable_pct": 0.336 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102925", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-03T00:45:00Z", "trace_id": "90382cf5-e6d2-3f58-613f-3917f1dd11f1" }
{ "account_age_days": 1129, "account_id": "ACCT-205F5DB469B9", "baseline_risk_score": 0.411, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1102, "timestamp": "2026-01-03T00:45:00Z", "transaction_amount_usd": 114204.21 }, { "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": 0.416, "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": 147677.99, "financial_exposure_usd": 266867.43, "recoverable_pct": 0.693 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107054", "label": "benign", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-05T21:34:00Z", "trace_id": "119f5ecd-a2f7-a597-0e45-f08841768ccf" }
{ "account_age_days": 868, "account_id": "ACCT-C7A108C7AB83", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.894 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 633, "timestamp": "2026-01-05T21:34:00Z", "transaction_amount_usd": 14173.65 }, { "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": 0.586, "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": 2579.74, "financial_exposure_usd": 3380.55, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109581", "label": "benign", "label_confidence": 0.554, "severity": "medium", "timestamp": "2026-01-07T15:41:00Z", "trace_id": "00f07524-2634-31c2-0f13-a369ca27e1c0" }
{ "account_age_days": 1466, "account_id": "ACCT-22883615D4F2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.156 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 258, "timestamp": "2026-01-07T15:41:00Z", "transaction_amount_usd": 11704.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.687, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1493.9, "financial_exposure_usd": 2548.14, "recoverable_pct": 0.744 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109341", "label": "benign", "label_confidence": 0.647, "severity": "high", "timestamp": "2026-01-07T11:41:00Z", "trace_id": "162fc8f9-76f9-c441-90a9-d01bbb8e974b" }
{ "account_age_days": 1977, "account_id": "ACCT-C09364ACD5A6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.869 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 389, "timestamp": "2026-01-07T11:41:00Z", "transaction_amount_usd": 9259.13 }, { "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": 0.506, "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": 1234.47, "financial_exposure_usd": 1288.05, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107986", "label": "benign", "label_confidence": 0.559, "severity": "high", "timestamp": "2026-01-06T13:06:00Z", "trace_id": "03356300-09ee-d79c-87d2-db442b220843" }
{ "account_age_days": 959, "account_id": "ACCT-DD41962BAADA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 894, "timestamp": "2026-01-06T13:06:00Z", "transaction_amount_usd": 4688.69 }, { "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": 0.531, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1111.85, "financial_exposure_usd": 2311.52, "recoverable_pct": 0.401 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101936", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-02T08:16:00Z", "trace_id": "d1d525f4-e0e5-2d88-8493-65b7d1195513" }
{ "account_age_days": 810, "account_id": "ACCT-D042697B55BA", "baseline_risk_score": 0.494, "kyc_tier": "tier_3", "session_entropy": 0.162 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 742, "timestamp": "2026-01-02T08:16:00Z", "transaction_amount_usd": 34548.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.646, "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": 772156.16, "financial_exposure_usd": 1143994.19, "recoverable_pct": 0.214 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108806", "label": "benign", "label_confidence": 0.679, "severity": "low", "timestamp": "2026-01-07T02:46:00Z", "trace_id": "dfa0f922-5262-f740-7464-25b187e6cbc2" }
{ "account_age_days": 498, "account_id": "ACCT-E89AC52DB59D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.716 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1200, "timestamp": "2026-01-07T02:46:00Z", "transaction_amount_usd": 879.88 }, { "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": 0.597, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3445.24, "financial_exposure_usd": 4136.38, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103863", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-03T16:23:00Z", "trace_id": "6c7c1147-79b8-1b5a-64af-cb3f3541ed40" }
{ "account_age_days": 1363, "account_id": "ACCT-794194F7A8EF", "baseline_risk_score": 0.208, "kyc_tier": "tier_3", "session_entropy": 0.237 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 305, "timestamp": "2026-01-03T11:23:00Z", "transaction_amount_usd": 12.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.897, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3351438.69, "financial_exposure_usd": 3824267.45, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103747", "label": "fraudulent", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-03T14:27:00Z", "trace_id": "aac6dd16-2d4c-c923-e2f4-18b2eea258ea" }
{ "account_age_days": 417, "account_id": "ACCT-6F79C7021786", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 334, "timestamp": "2026-01-03T14:27:00Z", "transaction_amount_usd": 2284411.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 5631662.39, "financial_exposure_usd": 6790769.11, "recoverable_pct": 0.6 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108385", "label": "benign", "label_confidence": 0.459, "severity": "low", "timestamp": "2026-01-06T19:45:00Z", "trace_id": "1ee3f411-b550-dd5d-96af-44584771810b" }
{ "account_age_days": 296, "account_id": "ACCT-4CB948DE1E17", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.699 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 385, "timestamp": "2026-01-06T17:39:00Z", "transaction_amount_usd": 2.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.619, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2689.8, "financial_exposure_usd": 2816.43, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103420", "label": "fraudulent", "label_confidence": 0.831, "severity": "critical", "timestamp": "2026-01-03T09:00:00Z", "trace_id": "f964e880-ba53-91d7-838e-af0d017438d3" }
{ "account_age_days": 135, "account_id": "ACCT-6200F8833110", "baseline_risk_score": 0.433, "kyc_tier": "tier_1", "session_entropy": 0.134 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 626, "timestamp": "2026-01-03T09:00:00Z", "transaction_amount_usd": 2012674.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2200452.76, "financial_exposure_usd": 3093700.9, "recoverable_pct": 0.983 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103729", "label": "fraudulent", "label_confidence": 0.946, "severity": "medium", "timestamp": "2026-01-03T14:09:00Z", "trace_id": "87d57a06-0b39-69c1-eb1f-ade43516da3d" }
{ "account_age_days": 1215, "account_id": "ACCT-878A4540A17B", "baseline_risk_score": 0.443, "kyc_tier": "tier_2", "session_entropy": 0.132 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 603, "timestamp": "2026-01-03T14:09:00Z", "transaction_amount_usd": 508771.59 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.752, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3131030.91, "financial_exposure_usd": 5768271.32, "recoverable_pct": 0.591 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100222", "label": "fraudulent", "label_confidence": 0.788, "severity": "medium", "timestamp": "2026-01-01T03:42:00Z", "trace_id": "79f34373-1bab-13ac-9863-bb207d53c706" }
{ "account_age_days": 492, "account_id": "ACCT-478B640B3868", "baseline_risk_score": 0.434, "kyc_tier": "tier_3", "session_entropy": 0.191 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 191, "timestamp": "2026-01-01T03:42:00Z", "transaction_amount_usd": 14773.65 }, { "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": 0.611, "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": 697492.27, "financial_exposure_usd": 1044620.62, "recoverable_pct": 0.197 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109080", "label": "benign", "label_confidence": 0.503, "severity": "high", "timestamp": "2026-01-07T07:20:00Z", "trace_id": "4fb2d73c-2686-231e-34cd-843d94768ee6" }
{ "account_age_days": 343, "account_id": "ACCT-CA520709ED6B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 784, "timestamp": "2026-01-07T07:20:00Z", "transaction_amount_usd": 2168.44 }, { "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": 0.593, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 892.01, "financial_exposure_usd": 1577.52, "recoverable_pct": 0.847 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109323", "label": "benign", "label_confidence": 0.551, "severity": "high", "timestamp": "2026-01-07T11:23:00Z", "trace_id": "38f3f885-6ad4-6f5c-fbd8-bd437c2b8c32" }
{ "account_age_days": 1412, "account_id": "ACCT-A02FF9317A19", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.658 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 539, "timestamp": "2026-01-07T11:23:00Z", "transaction_amount_usd": 3627.9 }, { "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": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1927.63, "financial_exposure_usd": 2063.79, "recoverable_pct": 0.853 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109444", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-07T13:24:00Z", "trace_id": "b8e4b8fc-174b-51a4-e2fc-6ee2d5bb5edf" }
{ "account_age_days": 1004, "account_id": "ACCT-55FF12A2CB60", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.588 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1026, "timestamp": "2026-01-07T13:24:00Z", "transaction_amount_usd": 12763.81 }, { "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": 0.739, "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": 666.34, "financial_exposure_usd": 929.14, "recoverable_pct": 0.709 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102287", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-02T14:07:00Z", "trace_id": "547d4e09-c8a3-b7f1-cd2a-028bddf87fde" }
{ "account_age_days": 496, "account_id": "ACCT-A6F7DC07EBDC", "baseline_risk_score": 0.599, "kyc_tier": "tier_2", "session_entropy": 0.388 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1071, "timestamp": "2026-01-02T14:07:00Z", "transaction_amount_usd": 55108.91 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.895, "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": 329102.21, "financial_exposure_usd": 607403.41, "recoverable_pct": 0.34 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108960", "label": "benign", "label_confidence": 0.528, "severity": "low", "timestamp": "2026-01-07T05:20:00Z", "trace_id": "115ca459-858d-c6eb-873e-57e95c0880bd" }
{ "account_age_days": 1981, "account_id": "ACCT-ED780C0CD4E3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.648 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 291, "timestamp": "2026-01-07T05:20:00Z", "transaction_amount_usd": 7774 }, { "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": 0.563, "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": 483.48, "financial_exposure_usd": 690.17, "recoverable_pct": 0.864 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101479", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-02T00:39:00Z", "trace_id": "eafdfb30-8e2b-f437-85a6-9ded7ce824c4" }
{ "account_age_days": 85, "account_id": "ACCT-E0EC1D9BAD67", "baseline_risk_score": 0.416, "kyc_tier": "tier_1", "session_entropy": 0.476 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 88, "timestamp": "2026-01-01T19:17:00Z", "transaction_amount_usd": 16.63 }, { "asset": "BTC", "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": 0.728, "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": 561845.24, "financial_exposure_usd": 684750.53, "recoverable_pct": 0.616 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109237", "label": "benign", "label_confidence": 0.48, "severity": "low", "timestamp": "2026-01-07T09:57:00Z", "trace_id": "4e555fb9-c7a6-3c86-4d8b-2c4c99598ba2" }
{ "account_age_days": 750, "account_id": "ACCT-140A80052DE0", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.833 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 520, "timestamp": "2026-01-07T09:57:00Z", "transaction_amount_usd": 6436.47 }, { "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": 0.674, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3284.1, "financial_exposure_usd": 3897.07, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105967", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-05T03:27:00Z", "trace_id": "46b91659-28d8-821c-fee7-523054afa8db" }
{ "account_age_days": 1553, "account_id": "ACCT-EFF9F512E7C9", "baseline_risk_score": 0.082, "kyc_tier": "tier_1", "session_entropy": 0.102 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 275, "timestamp": "2026-01-05T03:27:00Z", "transaction_amount_usd": 272265 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.365, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2404737.71, "financial_exposure_usd": 3603651.48, "recoverable_pct": 0.986 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109379", "label": "benign", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-07T12:19:00Z", "trace_id": "947a6ade-23ca-9021-fdf7-15dac2efbe6e" }
{ "account_age_days": 552, "account_id": "ACCT-FB27679AA5D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 854, "timestamp": "2026-01-07T12:19:00Z", "transaction_amount_usd": 14744.77 }, { "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": 0.799, "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": 580.3, "financial_exposure_usd": 1009.48, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105385", "label": "fraudulent", "label_confidence": 0.656, "severity": "high", "timestamp": "2026-01-04T17:45:00Z", "trace_id": "a091970e-13d9-fdcc-346e-1c4a5110c18f" }
{ "account_age_days": 1509, "account_id": "ACCT-CE40EB1F2BDD", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.433 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 261, "timestamp": "2026-01-04T08:13:00Z", "transaction_amount_usd": 23.63 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.941, "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": 2542916.41, "financial_exposure_usd": 3099357.4, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101636", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-02T03:16:00Z", "trace_id": "a8f2ccd0-98cb-7c37-f40f-9d89f21b367b" }
{ "account_age_days": 1101, "account_id": "ACCT-7ADCE5B074BF", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 918, "timestamp": "2026-01-02T03:16:00Z", "transaction_amount_usd": 71816.37 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.361, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 224047.03, "financial_exposure_usd": 366306.11, "recoverable_pct": 0.708 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100471", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-01T07:51:00Z", "trace_id": "de93f2fb-6654-c3dd-4915-d17add3df93c" }
{ "account_age_days": 1036, "account_id": "ACCT-3DC766D61E09", "baseline_risk_score": 0.632, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 100, "timestamp": "2026-01-01T07:51:00Z", "transaction_amount_usd": 63553.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.87, "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": 478096.49, "financial_exposure_usd": 983194.55, "recoverable_pct": 0.19 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104108", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T20:28:00Z", "trace_id": "1da03b6b-bab5-15e4-516a-9be48ab8a5fb" }
{ "account_age_days": 1157, "account_id": "ACCT-1A2294C025CB", "baseline_risk_score": 0.276, "kyc_tier": "tier_3", "session_entropy": 0.753 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 170, "timestamp": "2026-01-03T20:28:00Z", "transaction_amount_usd": 2091417.39 }, { "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": 0.853, "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": 2954991.67, "financial_exposure_usd": 5047353.73, "recoverable_pct": 0.817 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106076", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-05T05:16:00Z", "trace_id": "b44e92dd-68d0-2559-721d-1fbbccff978c" }
{ "account_age_days": 1933, "account_id": "ACCT-108BEB1E8883", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 669, "timestamp": "2026-01-05T05:16:00Z", "transaction_amount_usd": 2553020.25 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.584, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2840785.06, "financial_exposure_usd": 5215937.64, "recoverable_pct": 0.706 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103509", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-03T10:29:00Z", "trace_id": "701eddca-be69-9874-f8b7-ee6249caba57" }
{ "account_age_days": 1046, "account_id": "ACCT-D8FFE79F0E33", "baseline_risk_score": 0.38, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 273, "timestamp": "2026-01-03T10:29:00Z", "transaction_amount_usd": 2252327.42 }, { "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": 0.596, "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": 2475806.22, "financial_exposure_usd": 5356779, "recoverable_pct": 0.795 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101761", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-02T05:21:00Z", "trace_id": "3ac2b9ef-5b47-479c-2aff-6beee16a3a50" }
{ "account_age_days": 1041, "account_id": "ACCT-2FD730EA3262", "baseline_risk_score": 0.455, "kyc_tier": "tier_3", "session_entropy": 0.745 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 119, "timestamp": "2026-01-02T00:13:00Z", "transaction_amount_usd": 7.4 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.509, "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": 500299.12, "financial_exposure_usd": 715114.53, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109729", "label": "benign", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-07T18:09:00Z", "trace_id": "5892e418-e59e-e797-797c-6301d0cf24ed" }
{ "account_age_days": 348, "account_id": "ACCT-7234DD8BA639", "baseline_risk_score": 0.162, "kyc_tier": "tier_3", "session_entropy": 0.659 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 360, "timestamp": "2026-01-07T09:11:00Z", "transaction_amount_usd": 7.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1204.76, "financial_exposure_usd": 1279.01, "recoverable_pct": 0.647 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105997", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-05T03:57:00Z", "trace_id": "dda63ecd-241b-2d97-3122-e6981051ab70" }
{ "account_age_days": 1980, "account_id": "ACCT-30BD5154227D", "baseline_risk_score": 0.299, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 809, "timestamp": "2026-01-05T03:57:00Z", "transaction_amount_usd": 1205593.31 }, { "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": 0.867, "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": 2669117.56, "financial_exposure_usd": 5500917.04, "recoverable_pct": 0.735 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103267", "label": "fraudulent", "label_confidence": 0.929, "severity": "high", "timestamp": "2026-01-03T06:27:00Z", "trace_id": "6b797764-df3c-1d37-9b4b-c6f0ba650e38" }
{ "account_age_days": 1164, "account_id": "ACCT-7FFDD147AE8E", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 193, "timestamp": "2026-01-03T06:27:00Z", "transaction_amount_usd": 93309.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.525, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 472183.79, "financial_exposure_usd": 505035.26, "recoverable_pct": 0.681 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109032", "label": "benign", "label_confidence": 0.614, "severity": "medium", "timestamp": "2026-01-07T06:32:00Z", "trace_id": "42a56157-dbf1-20c5-d731-8a7cc0a26509" }
{ "account_age_days": 1973, "account_id": "ACCT-1AF0A44E9511", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 274, "timestamp": "2026-01-07T06:02:00Z", "transaction_amount_usd": 7.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.698, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 737.68, "financial_exposure_usd": 1638.02, "recoverable_pct": 0.712 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103620", "label": "fraudulent", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-03T12:20:00Z", "trace_id": "0730b35e-32a2-c137-93c7-0a5e2fae88cf" }
{ "account_age_days": 598, "account_id": "ACCT-8437F2E6A2EC", "baseline_risk_score": 0.429, "kyc_tier": "tier_1", "session_entropy": 0.199 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1116, "timestamp": "2026-01-03T12:20:00Z", "transaction_amount_usd": 1156599.76 }, { "asset": "BTC", "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": 0.785, "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": 5868221.97, "financial_exposure_usd": 7075682.96, "recoverable_pct": 0.771 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101733", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T04:53:00Z", "trace_id": "0775c994-c961-bf60-555c-56b4fb4f105a" }
{ "account_age_days": 1655, "account_id": "ACCT-8479259BD6D1", "baseline_risk_score": 0.639, "kyc_tier": "tier_3", "session_entropy": 0.837 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 386, "timestamp": "2026-01-01T18:57:00Z", "transaction_amount_usd": 24.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.384, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 819581.12, "financial_exposure_usd": 1157572.66, "recoverable_pct": 0.448 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108974", "label": "benign", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-07T05:34:00Z", "trace_id": "d9d141bd-2634-33b8-f989-7871f732aeeb" }
{ "account_age_days": 1550, "account_id": "ACCT-94A413000709", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 383, "timestamp": "2026-01-07T05:34:00Z", "transaction_amount_usd": 375.57 }, { "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": 0.763, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 4993.05, "financial_exposure_usd": 5793.7, "recoverable_pct": 0.891 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104824", "label": "fraudulent", "label_confidence": 0.88, "severity": "critical", "timestamp": "2026-01-04T08:24:00Z", "trace_id": "5a0d4e93-9c6d-7e34-ec26-f2e2c407dc20" }
{ "account_age_days": 1223, "account_id": "ACCT-2F69AAB5897D", "baseline_risk_score": 0.225, "kyc_tier": "tier_2", "session_entropy": 0.598 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 260, "timestamp": "2026-01-03T21:37:00Z", "transaction_amount_usd": 11.64 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.446, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3119897.35, "financial_exposure_usd": 7161796.55, "recoverable_pct": 0.714 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108439", "label": "benign", "label_confidence": 0.524, "severity": "high", "timestamp": "2026-01-06T20:39:00Z", "trace_id": "cedefde5-6019-06ce-d1e5-8634a330622c" }
{ "account_age_days": 112, "account_id": "ACCT-77C8369DBFD7", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.85 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 919, "timestamp": "2026-01-06T20:39:00Z", "transaction_amount_usd": 5242.31 }, { "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": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2540.31, "financial_exposure_usd": 2633.2, "recoverable_pct": 0.546 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102433", "label": "fraudulent", "label_confidence": 0.848, "severity": "critical", "timestamp": "2026-01-02T16:33:00Z", "trace_id": "a308f0ac-1cc7-d838-9fe1-febdd4650e81" }
{ "account_age_days": 1214, "account_id": "ACCT-FD5B3F0D8234", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.218 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 122, "timestamp": "2026-01-02T14:43:00Z", "transaction_amount_usd": 12.46 }, { "asset": "USDC", "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": 0.411, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 309108.66, "financial_exposure_usd": 544477.66, "recoverable_pct": 0.473 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103362", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-03T08:02:00Z", "trace_id": "1dc9a17a-085d-a0ce-5a9d-55ac5b8be7be" }
{ "account_age_days": 1202, "account_id": "ACCT-105AAFB85951", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.367 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 350, "timestamp": "2026-01-02T22:13:00Z", "transaction_amount_usd": 14.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.527, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4842081.36, "financial_exposure_usd": 6349677.43, "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-106610", "label": "fraudulent", "label_confidence": 0.696, "severity": "high", "timestamp": "2026-01-05T14:10:00Z", "trace_id": "2aa75c5b-3a74-ba43-b1ba-34377f30e7b0" }
{ "account_age_days": 1406, "account_id": "ACCT-9E9FBED0CB88", "baseline_risk_score": 0.265, "kyc_tier": "tier_3", "session_entropy": 0.22 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 349, "timestamp": "2026-01-05T07:19:00Z", "transaction_amount_usd": 18.13 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.449, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 581384.98, "financial_exposure_usd": 662331.57, "recoverable_pct": 0.652 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101967", "label": "fraudulent", "label_confidence": 0.934, "severity": "low", "timestamp": "2026-01-02T08:47:00Z", "trace_id": "5dec0d84-0e6e-3ec6-d1b3-fc0f2ab23207" }
{ "account_age_days": 513, "account_id": "ACCT-31CE7B1EBBB0", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 229, "timestamp": "2026-01-02T08:47:00Z", "transaction_amount_usd": 107359.02 }, { "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": 0.422, "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": 235149.43, "financial_exposure_usd": 314356.33, "recoverable_pct": 0.535 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104583", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-04T04:23:00Z", "trace_id": "d57822d1-1da3-ceec-0188-7be0cb8a1d2c" }
{ "account_age_days": 611, "account_id": "ACCT-83046C5F5E02", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1156, "timestamp": "2026-01-04T04:23:00Z", "transaction_amount_usd": 530717.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.79, "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 p...
{ "customer_funds_at_risk_usd": 6251388.64, "financial_exposure_usd": 8379396.52, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104858", "label": "fraudulent", "label_confidence": 0.724, "severity": "high", "timestamp": "2026-01-04T08:58:00Z", "trace_id": "8af42cb6-2c5c-076e-fdfa-445c79f3baaa" }
{ "account_age_days": 499, "account_id": "ACCT-14863C04BB37", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.864 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 295, "timestamp": "2026-01-04T08:58:00Z", "transaction_amount_usd": 2249246.04 }, { "asset": "SOL", "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": 0.915, "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": 3003656.84, "financial_exposure_usd": 5772575.67, "recoverable_pct": 0.76 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109378", "label": "benign", "label_confidence": 0.591, "severity": "low", "timestamp": "2026-01-07T12:18:00Z", "trace_id": "2c91f79a-2167-0b2b-d6df-4dd4a0da546a" }
{ "account_age_days": 25, "account_id": "ACCT-26B964644657", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.558 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 133, "timestamp": "2026-01-07T12:18:00Z", "transaction_amount_usd": 4610.84 }, { "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": 0.643, "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": 394.69, "financial_exposure_usd": 853.05, "recoverable_pct": 0.806 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102950", "label": "fraudulent", "label_confidence": 0.869, "severity": "high", "timestamp": "2026-01-03T01:10:00Z", "trace_id": "c80dcfcd-416b-c70d-232f-7cebd36e4c28" }
{ "account_age_days": 1954, "account_id": "ACCT-DE8034AFFC49", "baseline_risk_score": 0.346, "kyc_tier": "tier_1", "session_entropy": 0.804 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 131, "timestamp": "2026-01-02T21:59:00Z", "transaction_amount_usd": 1.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.872, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 442429.35, "financial_exposure_usd": 686779.52, "recoverable_pct": 0.064 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105153", "label": "fraudulent", "label_confidence": 0.655, "severity": "high", "timestamp": "2026-01-04T13:53:00Z", "trace_id": "ba828f31-b7b1-1f7d-a895-0de518bfdf65" }
{ "account_age_days": 143, "account_id": "ACCT-AD5B40754DA8", "baseline_risk_score": 0.06, "kyc_tier": "tier_3", "session_entropy": 0.795 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 364, "timestamp": "2026-01-04T13:53:00Z", "transaction_amount_usd": 90534.53 }, { "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": 0.39, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1492144.15, "financial_exposure_usd": 1953886.27, "recoverable_pct": 0.838 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106992", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-05T20:32:00Z", "trace_id": "6579e876-84e0-8ee7-5ec7-94ee0ff06604" }
{ "account_age_days": 1518, "account_id": "ACCT-72C425CC33FA", "baseline_risk_score": 0.142, "kyc_tier": "tier_1", "session_entropy": 0.445 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 202, "timestamp": "2026-01-05T10:07:00Z", "transaction_amount_usd": 16.82 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.664, "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": 4236.57, "financial_exposure_usd": 5491.99, "recoverable_pct": 0.783 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104792", "label": "fraudulent", "label_confidence": 0.712, "severity": "critical", "timestamp": "2026-01-04T07:52:00Z", "trace_id": "96d60843-94fb-1000-e721-4ddd9b47fe56" }
{ "account_age_days": 1378, "account_id": "ACCT-0778BB0D1CF6", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.763 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 468, "timestamp": "2026-01-04T07:52:00Z", "transaction_amount_usd": 424133.13 }, { "asset": "USDC", "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": 0.563, "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": 7680082.07, "financial_exposure_usd": 7748030.72, "recoverable_pct": 0.979 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108617", "label": "benign", "label_confidence": 0.667, "severity": "low", "timestamp": "2026-01-06T23:37:00Z", "trace_id": "c89c1537-db41-9dd2-918e-9176a9a3cdac" }
{ "account_age_days": 204, "account_id": "ACCT-C7BAE24075D2", "baseline_risk_score": 0.089, "kyc_tier": "tier_1", "session_entropy": 0.429 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 458, "timestamp": "2026-01-06T23:37:00Z", "transaction_amount_usd": 9672.95 }, { "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": 0.742, "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": 2246.15, "financial_exposure_usd": 4106.91, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102375", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-02T15:35:00Z", "trace_id": "9898d1cc-06ac-fb4c-6779-05c471809eaf" }
{ "account_age_days": 612, "account_id": "ACCT-66650EEDC612", "baseline_risk_score": 0.432, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 123, "timestamp": "2026-01-02T06:27:00Z", "transaction_amount_usd": 24.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.502, "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": 641019.56, "financial_exposure_usd": 814585.26, "recoverable_pct": 0.446 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108280", "label": "benign", "label_confidence": 0.636, "severity": "medium", "timestamp": "2026-01-06T18:00:00Z", "trace_id": "37743fe6-b17c-2020-4b2a-e04d39468852" }
{ "account_age_days": 96, "account_id": "ACCT-7F0881EEEE3B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 269, "timestamp": "2026-01-06T15:44:00Z", "transaction_amount_usd": 3.3 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.477, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.5 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104684", "label": "fraudulent", "label_confidence": 0.754, "severity": "critical", "timestamp": "2026-01-04T06:04:00Z", "trace_id": "4fc86c6e-0a84-0f8a-a15c-d178a1498839" }
{ "account_age_days": 1941, "account_id": "ACCT-A1227B59C099", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 93, "timestamp": "2026-01-03T19:50:00Z", "transaction_amount_usd": 9.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3975204.29, "financial_exposure_usd": 6880684.11, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100102", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-01T01:42:00Z", "trace_id": "e42f0c28-c3e3-c148-06e2-e861957edc3c" }
{ "account_age_days": 1472, "account_id": "ACCT-BE2DE8C89FE3", "baseline_risk_score": 0.369, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 195, "timestamp": "2026-01-01T01:42:00Z", "transaction_amount_usd": 12133.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.705, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 432782.57, "financial_exposure_usd": 982788.49, "recoverable_pct": 0.681 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109977", "label": "benign", "label_confidence": 0.637, "severity": "high", "timestamp": "2026-01-07T22:17:00Z", "trace_id": "e2f4a9b5-498e-8adb-53b2-96755a4e211a" }
{ "account_age_days": 222, "account_id": "ACCT-9AB10339AE9A", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.483 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 813, "timestamp": "2026-01-07T22:17:00Z", "transaction_amount_usd": 13479.07 }, { "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": 0.642, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2245.19, "financial_exposure_usd": 2774.99, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106106", "label": "fraudulent", "label_confidence": 0.616, "severity": "critical", "timestamp": "2026-01-05T05:46:00Z", "trace_id": "1caf7400-ae68-f1b4-ba49-2796c2e1b8a4" }
{ "account_age_days": 865, "account_id": "ACCT-0F75C9206317", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.128 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 773, "timestamp": "2026-01-05T05:46:00Z", "transaction_amount_usd": 2961586.6 }, { "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": 0.643, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4268833.51, "financial_exposure_usd": 8306128.47, "recoverable_pct": 0.696 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105684", "label": "fraudulent", "label_confidence": 0.906, "severity": "low", "timestamp": "2026-01-04T22:44:00Z", "trace_id": "1ce17bda-0184-5aa7-df14-cb64933d7df5" }
{ "account_age_days": 1610, "account_id": "ACCT-C8DE1C4951BD", "baseline_risk_score": 0.303, "kyc_tier": "tier_1", "session_entropy": 0.189 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1186, "timestamp": "2026-01-04T22:44:00Z", "transaction_amount_usd": 2358512.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.546, "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": 3014188.55, "financial_exposure_usd": 5839578.56, "recoverable_pct": 0.5 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106590", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-05T13:50:00Z", "trace_id": "de34ab81-9d0e-99dd-79fc-2986a1d13213" }
{ "account_age_days": 467, "account_id": "ACCT-80DA6A45BB9C", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 440, "timestamp": "2026-01-05T13:50:00Z", "transaction_amount_usd": 805206.86 }, { "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": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4353078.86, "financial_exposure_usd": 6399556.7, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109347", "label": "benign", "label_confidence": 0.552, "severity": "low", "timestamp": "2026-01-07T11:47:00Z", "trace_id": "38e9d25f-9115-3b5e-9285-0f03fa111d37" }
{ "account_age_days": 1401, "account_id": "ACCT-07D4B67D4BCB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.292 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1139, "timestamp": "2026-01-07T11:47:00Z", "transaction_amount_usd": 2727.49 }, { "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": 0.483, "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": 1466.18, "financial_exposure_usd": 2743.59, "recoverable_pct": 0.612 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106394", "label": "fraudulent", "label_confidence": 0.855, "severity": "low", "timestamp": "2026-01-05T10:34:00Z", "trace_id": "fc3e29fe-a0ed-1ae9-0a7a-d2daee148ed5" }
{ "account_age_days": 384, "account_id": "ACCT-D7F7BD953F5F", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.133 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1059, "timestamp": "2026-01-05T10:34:00Z", "transaction_amount_usd": 1724048.75 }, { "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": 0.768, "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": 4086148.09, "financial_exposure_usd": 5002943.68, "recoverable_pct": 0.528 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104174", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-03T21:34:00Z", "trace_id": "0d429b92-6c92-557b-13ae-c61b786cabf5" }
{ "account_age_days": 1298, "account_id": "ACCT-4F981D19DDA2", "baseline_risk_score": 0.129, "kyc_tier": "tier_3", "session_entropy": 0.357 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 825, "timestamp": "2026-01-03T21:34:00Z", "transaction_amount_usd": 2281092.2 }, { "asset": "USDC", "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": 0.906, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6223063.36, "financial_exposure_usd": 6462313.04, "recoverable_pct": 0.856 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101395", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-01T23:15:00Z", "trace_id": "8af3d512-b2ac-c2a5-1229-2fa2854228bd" }
{ "account_age_days": 802, "account_id": "ACCT-0F2C5BBC9B02", "baseline_risk_score": 0.452, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1133, "timestamp": "2026-01-01T23:15:00Z", "transaction_amount_usd": 107803.9 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.535, "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": 486272.71, "financial_exposure_usd": 864768.42, "recoverable_pct": 0.55 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101574", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-02T02:14:00Z", "trace_id": "13129bac-0861-95c4-2430-10664dcb9f32" }
{ "account_age_days": 70, "account_id": "ACCT-53D69B6AABFE", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.709 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 525, "timestamp": "2026-01-02T02:14:00Z", "transaction_amount_usd": 81165.57 }, { "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": 0.499, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 837807.07, "financial_exposure_usd": 943550.99, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103134", "label": "fraudulent", "label_confidence": 0.89, "severity": "critical", "timestamp": "2026-01-03T04:14:00Z", "trace_id": "aead7c8c-56c2-594d-1f4d-f7aa5b6943a6" }
{ "account_age_days": 1323, "account_id": "ACCT-9AF2B037C20A", "baseline_risk_score": 0.455, "kyc_tier": "tier_1", "session_entropy": 0.151 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 958, "timestamp": "2026-01-03T04:14:00Z", "transaction_amount_usd": 95381.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.515, "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": 529969.13, "financial_exposure_usd": 920137.95, "recoverable_pct": 0.332 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102107", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-02T11:07:00Z", "trace_id": "177f9d5f-31f4-261b-e251-083176046b65" }
{ "account_age_days": 401, "account_id": "ACCT-8E7F034049DE", "baseline_risk_score": 0.617, "kyc_tier": "tier_3", "session_entropy": 0.849 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 715, "timestamp": "2026-01-02T11:07:00Z", "transaction_amount_usd": 75993.4 }, { "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": 0.57, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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 HAVIN...
{ "customer_funds_at_risk_usd": 397285.81, "financial_exposure_usd": 790273.59, "recoverable_pct": 0.033 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109896", "label": "benign", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-07T20:56:00Z", "trace_id": "f2b28347-8537-a2dd-80f0-1c4bbf0e619e" }
{ "account_age_days": 1160, "account_id": "ACCT-D557A4024F5B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 869, "timestamp": "2026-01-07T20:56:00Z", "transaction_amount_usd": 2644.1 }, { "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": 0.501, "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": 3791.35, "financial_exposure_usd": 4554.82, "recoverable_pct": 0.954 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109963", "label": "benign", "label_confidence": 0.492, "severity": "high", "timestamp": "2026-01-07T22:03:00Z", "trace_id": "3f881ea7-e208-9aa8-9aba-73a77352e225" }
{ "account_age_days": 1237, "account_id": "ACCT-225D9281A38E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.585 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 113, "timestamp": "2026-01-07T12:15:00Z", "transaction_amount_usd": 7.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.724, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 285.84, "financial_exposure_usd": 537.05, "recoverable_pct": 0.448 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102479", "label": "fraudulent", "label_confidence": 0.89, "severity": "medium", "timestamp": "2026-01-02T17:19:00Z", "trace_id": "bce3f629-8281-e75e-b329-392853da3862" }
{ "account_age_days": 1279, "account_id": "ACCT-DF9E9CBA6473", "baseline_risk_score": 0.582, "kyc_tier": "tier_3", "session_entropy": 0.903 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 194, "timestamp": "2026-01-02T14:32:00Z", "transaction_amount_usd": 22.19 }, { "asset": "ETH", "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": 0.464, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 596101.07, "financial_exposure_usd": 871895.56, "recoverable_pct": 0.112 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103077", "label": "fraudulent", "label_confidence": 0.855, "severity": "high", "timestamp": "2026-01-03T03:17:00Z", "trace_id": "241974ce-2702-f680-f07d-5a60ff18898c" }
{ "account_age_days": 556, "account_id": "ACCT-BC789FBBFB65", "baseline_risk_score": 0.288, "kyc_tier": "tier_1", "session_entropy": 0.652 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 627, "timestamp": "2026-01-03T03:17:00Z", "transaction_amount_usd": 81395.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.86, "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 HAV...
{ "customer_funds_at_risk_usd": 254441.23, "financial_exposure_usd": 502342.02, "recoverable_pct": 0.605 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109057", "label": "benign", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-07T06:57:00Z", "trace_id": "c6883fbe-53e5-ef92-fc83-9e70ef1b8cc9" }
{ "account_age_days": 1329, "account_id": "ACCT-6A707790D7DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.25 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 381, "timestamp": "2026-01-07T02:21:00Z", "transaction_amount_usd": 10.59 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.524, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1704.84, "financial_exposure_usd": 2855.94, "recoverable_pct": 0.98 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108948", "label": "benign", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-07T05:08:00Z", "trace_id": "999fe928-98eb-4fc7-b795-4e569580f353" }
{ "account_age_days": 454, "account_id": "ACCT-169AF938CB95", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.272 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 122, "timestamp": "2026-01-07T05:08:00Z", "transaction_amount_usd": 478.29 }, { "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": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 854.36, "financial_exposure_usd": 949.33, "recoverable_pct": 0.532 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108453", "label": "benign", "label_confidence": 0.577, "severity": "low", "timestamp": "2026-01-06T20:53:00Z", "trace_id": "1a6ef19f-7836-5d1e-009d-dedf9e029b6a" }
{ "account_age_days": 669, "account_id": "ACCT-E2119AB8D31C", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.378 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 154, "timestamp": "2026-01-06T20:53:00Z", "transaction_amount_usd": 6840.19 }, { "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": 0.574, "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": 1656.03, "financial_exposure_usd": 3661.06, "recoverable_pct": 0.993 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102763", "label": "fraudulent", "label_confidence": 0.89, "severity": "low", "timestamp": "2026-01-02T22:03:00Z", "trace_id": "161444df-ac85-f803-0030-e2208b66c929" }
{ "account_age_days": 1263, "account_id": "ACCT-D8495325474B", "baseline_risk_score": 0.277, "kyc_tier": "tier_2", "session_entropy": 0.489 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 146, "timestamp": "2026-01-02T22:03:00Z", "transaction_amount_usd": 73388.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.881, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 514927.78, "financial_exposure_usd": 623782.35, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103234", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-03T05:54:00Z", "trace_id": "6fa77370-3842-3a1c-a3af-05f411f26f9b" }
{ "account_age_days": 1047, "account_id": "ACCT-C4A0FB522501", "baseline_risk_score": 0.414, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 864, "timestamp": "2026-01-03T05:54:00Z", "transaction_amount_usd": 24835.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.876, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 611296.78, "financial_exposure_usd": 793457.44, "recoverable_pct": 0.587 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105394", "label": "fraudulent", "label_confidence": 0.81, "severity": "medium", "timestamp": "2026-01-04T17:54:00Z", "trace_id": "4e774960-175b-983f-6d80-00c6894a1abf" }
{ "account_age_days": 405, "account_id": "ACCT-169EF7D81FBC", "baseline_risk_score": 0.204, "kyc_tier": "tier_1", "session_entropy": 0.725 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 397, "timestamp": "2026-01-04T17:54:00Z", "transaction_amount_usd": 2504607.07 }, { "asset": "USDC", "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": 0.359, "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": 2907211.85, "financial_exposure_usd": 5720827.22, "recoverable_pct": 0.917 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103326", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-03T07:26:00Z", "trace_id": "fa5daa53-8d28-d0c3-11ee-dedeb9717e1b" }
{ "account_age_days": 1261, "account_id": "ACCT-751D54E1EB66", "baseline_risk_score": 0.644, "kyc_tier": "tier_2", "session_entropy": 0.845 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 493, "timestamp": "2026-01-03T07:26:00Z", "transaction_amount_usd": 40704.38 }, { "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": 0.514, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 485380.6, "financial_exposure_usd": 688488.66, "recoverable_pct": 0.848 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108653", "label": "benign", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-07T00:13:00Z", "trace_id": "2566f435-4fb9-4c8e-828f-915c027b323d" }
{ "account_age_days": 117, "account_id": "ACCT-4E2C61E6093C", "baseline_risk_score": 0.063, "kyc_tier": "tier_1", "session_entropy": 0.46 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 367, "timestamp": "2026-01-06T18:50:00Z", "transaction_amount_usd": 24.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.554, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 8084.88, "financial_exposure_usd": 8881.17, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109117", "label": "benign", "label_confidence": 0.458, "severity": "low", "timestamp": "2026-01-07T07:57:00Z", "trace_id": "35b06506-5b89-07c9-bca1-7a21da9e87c4" }
{ "account_age_days": 1840, "account_id": "ACCT-948068172974", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.414 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 246, "timestamp": "2026-01-07T05:17:00Z", "transaction_amount_usd": 16.82 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.529, "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": 3503.32, "financial_exposure_usd": 5861.91, "recoverable_pct": 0.742 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104730", "label": "fraudulent", "label_confidence": 0.703, "severity": "high", "timestamp": "2026-01-04T06:50:00Z", "trace_id": "fd6bb9f0-8d54-44aa-9f10-19cd4bafa607" }
{ "account_age_days": 1723, "account_id": "ACCT-D21C4FCEF884", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.436 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 368, "timestamp": "2026-01-04T00:21:00Z", "transaction_amount_usd": 0.65 }, { "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": 0.388, "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": 3886031.08, "financial_exposure_usd": 5292531.12, "recoverable_pct": 0.838 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102300", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-02T14:20:00Z", "trace_id": "52695787-3259-06a7-ffff-9a1d04d6d71b" }
{ "account_age_days": 646, "account_id": "ACCT-4CE67D7EB1FC", "baseline_risk_score": 0.644, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1152, "timestamp": "2026-01-02T14:20:00Z", "transaction_amount_usd": 103998.68 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "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": 965291.47, "financial_exposure_usd": 1374900.65, "recoverable_pct": 0.824 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102666", "label": "fraudulent", "label_confidence": 0.811, "severity": "medium", "timestamp": "2026-01-02T20:26:00Z", "trace_id": "bc237f2a-fab8-42fd-04fe-2d402cd75480" }
{ "account_age_days": 1752, "account_id": "ACCT-7D13D10E8237", "baseline_risk_score": 0.562, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1151, "timestamp": "2026-01-02T20:26:00Z", "transaction_amount_usd": 12527.3 }, { "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": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 587625.35, "financial_exposure_usd": 733227.78, "recoverable_pct": 0.632 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109681", "label": "benign", "label_confidence": 0.457, "severity": "high", "timestamp": "2026-01-07T17:21:00Z", "trace_id": "d55ca251-fd62-59ca-d991-c3c5fd3c4734" }
{ "account_age_days": 30, "account_id": "ACCT-D0EC86D0DF0C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 562, "timestamp": "2026-01-07T17:21:00Z", "transaction_amount_usd": 12373.43 }, { "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": 0.506, "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": 1992.79, "financial_exposure_usd": 2901.13, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108723", "label": "benign", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-07T01:23:00Z", "trace_id": "2ba67b0e-a4a9-29a8-fa6b-84e9affe2dae" }
{ "account_age_days": 594, "account_id": "ACCT-5BEEF6D32126", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 94, "timestamp": "2026-01-07T01:23:00Z", "transaction_amount_usd": 2559.76 }, { "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": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1011.95, "financial_exposure_usd": 1095.42, "recoverable_pct": 0.554 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104178", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-03T21:38:00Z", "trace_id": "f6b68c7c-fc80-ee65-87d6-c293fcf24214" }
{ "account_age_days": 368, "account_id": "ACCT-671E9DA6F37E", "baseline_risk_score": 0.232, "kyc_tier": "tier_2", "session_entropy": 0.347 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 127, "timestamp": "2026-01-03T09:28:00Z", "transaction_amount_usd": 23.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.417, "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": 5861034.89, "financial_exposure_usd": 9232011.25, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101113", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-01T18:33:00Z", "trace_id": "ee3cbee9-86ed-28c8-c311-cee3fc0ce080" }
{ "account_age_days": 574, "account_id": "ACCT-9F05CA6A0BCF", "baseline_risk_score": 0.57, "kyc_tier": "tier_3", "session_entropy": 0.191 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 799, "timestamp": "2026-01-01T18:33:00Z", "transaction_amount_usd": 38260.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.711, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 602512.76, "financial_exposure_usd": 742235.06, "recoverable_pct": 0.472 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100526", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-01T08:46:00Z", "trace_id": "e071fdc2-b9fd-b77d-e1a3-f33c25c5eecd" }
{ "account_age_days": 1466, "account_id": "ACCT-CDCC2676D07A", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.741 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 403, "timestamp": "2026-01-01T08:46:00Z", "transaction_amount_usd": 113149.01 }, { "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": 0.52, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 988670.45, "financial_exposure_usd": 1120184.41, "recoverable_pct": 0.117 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100963", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-01T16:03:00Z", "trace_id": "4147c6b5-9b9d-d20f-f9f5-176dc630644e" }
{ "account_age_days": 1611, "account_id": "ACCT-1075F720B1C5", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.578 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 337, "timestamp": "2026-01-01T05:03:00Z", "transaction_amount_usd": 7.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.925, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 86803, "financial_exposure_usd": 214570.27, "recoverable_pct": 0.232 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109424", "label": "benign", "label_confidence": 0.719, "severity": "low", "timestamp": "2026-01-07T13:04:00Z", "trace_id": "7efc09a5-5c63-699f-ab9e-e1033471a77e" }
{ "account_age_days": 227, "account_id": "ACCT-91767B4F1FA8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1041, "timestamp": "2026-01-07T13:04:00Z", "transaction_amount_usd": 4977.61 }, { "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": 0.733, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2873.13, "financial_exposure_usd": 3794.92, "recoverable_pct": 0.415 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105483", "label": "fraudulent", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-04T19:23:00Z", "trace_id": "e8054e65-bbe8-281b-8dc3-dab222ef2a69" }
{ "account_age_days": 200, "account_id": "ACCT-2932F812E86D", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.116 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 324, "timestamp": "2026-01-04T19:23:00Z", "transaction_amount_usd": 97380.14 }, { "asset": "EUR", "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": 0.58, "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 AN...
{ "customer_funds_at_risk_usd": 3491490.92, "financial_exposure_usd": 3740012.29, "recoverable_pct": 0.969 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103460", "label": "fraudulent", "label_confidence": 0.62, "severity": "medium", "timestamp": "2026-01-03T09:40:00Z", "trace_id": "a6cd8b40-d253-097d-fae3-cccf29dfc4ec" }
{ "account_age_days": 810, "account_id": "ACCT-2C7A550F00C0", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.171 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 580, "timestamp": "2026-01-03T09:40:00Z", "transaction_amount_usd": 2304298.85 }, { "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": 0.79, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5195632.52, "financial_exposure_usd": 8714446.14, "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-106727", "label": "benign", "label_confidence": 0.476, "severity": "medium", "timestamp": "2026-01-05T16:07:00Z", "trace_id": "9dc55f94-8f02-bd28-9f30-b20b25fa807d" }
{ "account_age_days": 889, "account_id": "ACCT-58C04FC63ED3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.318 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 636, "timestamp": "2026-01-05T16:07:00Z", "transaction_amount_usd": 12506.72 }, { "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": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 5976.04, "financial_exposure_usd": 8371.76, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106771", "label": "benign", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-05T16:51:00Z", "trace_id": "fc27b289-b8e7-6eec-d311-49c0d584b0eb" }
{ "account_age_days": 333, "account_id": "ACCT-9D279BF5A7D0", "baseline_risk_score": 0.115, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 838, "timestamp": "2026-01-05T16:51:00Z", "transaction_amount_usd": 9700.53 }, { "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": 0.714, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2930.01, "financial_exposure_usd": 3541.19, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102147", "label": "fraudulent", "label_confidence": 0.95, "severity": "medium", "timestamp": "2026-01-02T11:47:00Z", "trace_id": "913769d1-45b1-892f-f743-cb211a31383b" }
{ "account_age_days": 969, "account_id": "ACCT-DEDA2002D10E", "baseline_risk_score": 0.495, "kyc_tier": "tier_2", "session_entropy": 0.452 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 376, "timestamp": "2026-01-02T11:47:00Z", "transaction_amount_usd": 42015.53 }, { "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": 0.506, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 332094.78, "financial_exposure_usd": 477676.2, "recoverable_pct": 0.726 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108543", "label": "benign", "label_confidence": 0.509, "severity": "low", "timestamp": "2026-01-06T22:23:00Z", "trace_id": "f24e39ad-176b-e912-1011-50e45aad6578" }
{ "account_age_days": 1229, "account_id": "ACCT-72BE0A89F617", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.509 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 820, "timestamp": "2026-01-06T22:23:00Z", "transaction_amount_usd": 1739.69 }, { "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": 0.725, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5276.27, "financial_exposure_usd": 7486.48, "recoverable_pct": 0.497 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108606", "label": "benign", "label_confidence": 0.661, "severity": "low", "timestamp": "2026-01-06T23:26:00Z", "trace_id": "62d20e28-10c3-17fb-40cf-c9338e11f95a" }
{ "account_age_days": 720, "account_id": "ACCT-939BFDA12A27", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.759 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 608, "timestamp": "2026-01-06T23:26:00Z", "transaction_amount_usd": 9714.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.666, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 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": 1560.03, "financial_exposure_usd": 2317.54, "recoverable_pct": 0.519 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101974", "label": "fraudulent", "label_confidence": 0.855, "severity": "high", "timestamp": "2026-01-02T08:54:00Z", "trace_id": "3f8a2c37-5b54-4da2-0111-d20c49ba416c" }
{ "account_age_days": 845, "account_id": "ACCT-909B7ED3D25B", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 290, "timestamp": "2026-01-02T04:27:00Z", "transaction_amount_usd": 8.59 }, { "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": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 106304.15, "financial_exposure_usd": 183978.41, "recoverable_pct": 0.3 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107195", "label": "benign", "label_confidence": 0.52, "severity": "critical", "timestamp": "2026-01-05T23:55:00Z", "trace_id": "82acefec-b1c9-b408-29f4-17d7a88b6cba" }
{ "account_age_days": 1974, "account_id": "ACCT-5AE71A99CEF6", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.749 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 129, "timestamp": "2026-01-05T23:55:00Z", "transaction_amount_usd": 3629.08 }, { "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": 0.588, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2233.88, "financial_exposure_usd": 3137.28, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }