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-108929", "label": "benign", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-07T04:49:00Z", "trace_id": "70022acc-f6df-79bb-550d-b15239509437" }
{ "account_age_days": 1465, "account_id": "ACCT-0DD732EF0542", "baseline_risk_score": 0.052, "kyc_tier": "tier_1", "session_entropy": 0.479 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 136, "timestamp": "2026-01-07T04:49:00Z", "transaction_amount_usd": 5662.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.739, "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": 1325.43, "financial_exposure_usd": 2063.76, "recoverable_pct": 0.704 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108635", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-06T23:55:00Z", "trace_id": "1463cdf8-6d31-cdd4-561a-84ce053489e6" }
{ "account_age_days": 1879, "account_id": "ACCT-E9B4459A44B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.292 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 824, "timestamp": "2026-01-06T23:55:00Z", "transaction_amount_usd": 11540.67 }, { "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": 0.774, "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": 557.02, "financial_exposure_usd": 1293.3, "recoverable_pct": 0.796 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109743", "label": "benign", "label_confidence": 0.637, "severity": "low", "timestamp": "2026-01-07T18:23:00Z", "trace_id": "05593d48-12d1-97ed-702a-fd9398c860b2" }
{ "account_age_days": 174, "account_id": "ACCT-5A984C46649E", "baseline_risk_score": 0.124, "kyc_tier": "tier_3", "session_entropy": 0.785 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 687, "timestamp": "2026-01-07T18:23:00Z", "transaction_amount_usd": 3815.28 }, { "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": 0.558, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4068.67, "financial_exposure_usd": 8949.49, "recoverable_pct": 0.983 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103314", "label": "fraudulent", "label_confidence": 0.854, "severity": "high", "timestamp": "2026-01-03T07:14:00Z", "trace_id": "90e6e8e7-8be7-a546-c0b3-20e1a664a3c8" }
{ "account_age_days": 1111, "account_id": "ACCT-63EDDD1283FF", "baseline_risk_score": 0.536, "kyc_tier": "tier_1", "session_entropy": 0.291 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 901, "timestamp": "2026-01-03T07:14:00Z", "transaction_amount_usd": 77915.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.678, "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": 705137.65, "financial_exposure_usd": 706599.8, "recoverable_pct": 0.713 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104265", "label": "fraudulent", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-03T23:05:00Z", "trace_id": "ffa9e6a8-3b07-4788-1233-38d281fd9d6c" }
{ "account_age_days": 25, "account_id": "ACCT-98E982B49DB6", "baseline_risk_score": 0.335, "kyc_tier": "tier_2", "session_entropy": 0.112 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 83, "timestamp": "2026-01-03T23:05:00Z", "transaction_amount_usd": 1679032.18 }, { "asset": "ETH", "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": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4665425.2, "financial_exposure_usd": 5911587.49, "recoverable_pct": 0.402 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109684", "label": "benign", "label_confidence": 0.584, "severity": "medium", "timestamp": "2026-01-07T17:24:00Z", "trace_id": "6de62fb6-c9dd-9a34-0baf-c2ad152bc73a" }
{ "account_age_days": 1481, "account_id": "ACCT-BC7F517DCF76", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.278 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 218, "timestamp": "2026-01-07T17:24:00Z", "transaction_amount_usd": 840.03 }, { "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": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 551.05, "financial_exposure_usd": 598.36, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107691", "label": "benign", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-06T08:11:00Z", "trace_id": "6d8f892c-0340-b90d-c77a-8bc18b7b3584" }
{ "account_age_days": 1947, "account_id": "ACCT-E4DCEF659C22", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.453 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 838, "timestamp": "2026-01-06T08:11:00Z", "transaction_amount_usd": 3992.42 }, { "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": 0.738, "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": 2532.06, "financial_exposure_usd": 3126.8, "recoverable_pct": 0.433 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103411", "label": "fraudulent", "label_confidence": 0.696, "severity": "high", "timestamp": "2026-01-03T08:51:00Z", "trace_id": "af8c63a0-c542-eeb8-4a49-a59ce33d2758" }
{ "account_age_days": 612, "account_id": "ACCT-FAB412911D47", "baseline_risk_score": 0.235, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 832, "timestamp": "2026-01-03T08:51:00Z", "transaction_amount_usd": 2022521.75 }, { "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": 0.409, "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": 3995752.12, "financial_exposure_usd": 5711213.57, "recoverable_pct": 0.408 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106339", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-05T09:39:00Z", "trace_id": "6c12874e-c1bc-84c9-7e6c-1f7ab566ad0a" }
{ "account_age_days": 141, "account_id": "ACCT-B9B3F295FFA4", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.579 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 668, "timestamp": "2026-01-05T09:39:00Z", "transaction_amount_usd": 578574.64 }, { "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": 0.455, "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": 3747482.85, "financial_exposure_usd": 5454333.41, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102357", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-02T15:17:00Z", "trace_id": "aac3de9a-703a-9a78-f2ca-681ad693a963" }
{ "account_age_days": 828, "account_id": "ACCT-C9EC964F996E", "baseline_risk_score": 0.619, "kyc_tier": "tier_2", "session_entropy": 0.891 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 462, "timestamp": "2026-01-02T15:17:00Z", "transaction_amount_usd": 34927.64 }, { "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": 0.693, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1039692.59, "financial_exposure_usd": 1414858.37, "recoverable_pct": 0.834 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105952", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-05T03:12:00Z", "trace_id": "6cbdf710-9ad5-78fd-b158-f8d5a730e49b" }
{ "account_age_days": 120, "account_id": "ACCT-7E219C40DB69", "baseline_risk_score": 0.151, "kyc_tier": "tier_2", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 601, "timestamp": "2026-01-05T03:12:00Z", "transaction_amount_usd": 406464.03 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.373, "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": 4435415.91, "financial_exposure_usd": 6937463.39, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102226", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-02T13:06:00Z", "trace_id": "185bb945-612d-f3ad-308c-8ae1a0b919bf" }
{ "account_age_days": 1309, "account_id": "ACCT-71A8B4EC9348", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.444 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 398, "timestamp": "2026-01-02T10:12:00Z", "transaction_amount_usd": 22.23 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.419, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "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": 381570.98, "financial_exposure_usd": 723050.12, "recoverable_pct": 0.265 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100428", "label": "fraudulent", "label_confidence": 0.805, "severity": "low", "timestamp": "2026-01-01T07:08:00Z", "trace_id": "1d4f642c-ff80-23e9-a979-12a9d0794a04" }
{ "account_age_days": 695, "account_id": "ACCT-159F3CF1D9ED", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.508 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 284, "timestamp": "2026-01-01T07:08:00Z", "transaction_amount_usd": 6843.1 }, { "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": 0.694, "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": 401813.57, "financial_exposure_usd": 849014.35, "recoverable_pct": 0.745 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101250", "label": "fraudulent", "label_confidence": 0.896, "severity": "critical", "timestamp": "2026-01-01T20:50:00Z", "trace_id": "39db45b9-01cd-2a0e-f7ff-b4036849ab2c" }
{ "account_age_days": 1794, "account_id": "ACCT-5A82B7C5AA61", "baseline_risk_score": 0.569, "kyc_tier": "tier_1", "session_entropy": 0.175 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 850, "timestamp": "2026-01-01T20:50:00Z", "transaction_amount_usd": 15133.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.609, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 233210.19, "financial_exposure_usd": 511980.17, "recoverable_pct": 0.416 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109797", "label": "benign", "label_confidence": 0.599, "severity": "critical", "timestamp": "2026-01-07T19:17:00Z", "trace_id": "d82cafcc-6ec3-674b-2a96-84aed0a3b8ec" }
{ "account_age_days": 1376, "account_id": "ACCT-C1487FFA5ABC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.745 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 727, "timestamp": "2026-01-07T19:17:00Z", "transaction_amount_usd": 12025.16 }, { "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": 0.518, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 763.26, "financial_exposure_usd": 1067.93, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101423", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-01T23:43:00Z", "trace_id": "2ea7609e-41c0-a692-e3d8-4592d7898c32" }
{ "account_age_days": 1162, "account_id": "ACCT-229CEAA1B7AF", "baseline_risk_score": 0.411, "kyc_tier": "tier_2", "session_entropy": 0.648 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 187, "timestamp": "2026-01-01T19:43:00Z", "transaction_amount_usd": 4.68 }, { "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": 0.65, "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 HAV...
{ "customer_funds_at_risk_usd": 417550.4, "financial_exposure_usd": 755992.95, "recoverable_pct": 0.708 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108086", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-06T14:46:00Z", "trace_id": "5e439b79-dc08-e735-48c2-7397d84aec74" }
{ "account_age_days": 95, "account_id": "ACCT-FE7F7F55C13A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.444 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 389, "timestamp": "2026-01-06T14:46:00Z", "transaction_amount_usd": 818.69 }, { "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": 0.664, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1022.73, "financial_exposure_usd": 2105.49, "recoverable_pct": 0.745 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104372", "label": "fraudulent", "label_confidence": 0.916, "severity": "low", "timestamp": "2026-01-04T00:52:00Z", "trace_id": "ecc4c57f-c037-781d-3ce6-4db73cd838fa" }
{ "account_age_days": 828, "account_id": "ACCT-FA3CFE36134F", "baseline_risk_score": 0.442, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1048, "timestamp": "2026-01-04T00:52:00Z", "transaction_amount_usd": 2891684.59 }, { "asset": "USDT", "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": 0.682, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4225670.55, "financial_exposure_usd": 5543328.59, "recoverable_pct": 0.589 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106444", "label": "fraudulent", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-05T11:24:00Z", "trace_id": "ecadf3a1-9156-0915-3245-9ab79009d15a" }
{ "account_age_days": 543, "account_id": "ACCT-A1CEDE4583D4", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.161 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 668, "timestamp": "2026-01-05T11:24:00Z", "transaction_amount_usd": 741001.79 }, { "asset": "JPY", "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": 0.822, "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": 2120036.63, "financial_exposure_usd": 2816156.56, "recoverable_pct": 0.412 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106047", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-05T04:47:00Z", "trace_id": "4d3ee24c-e1b6-81c5-eaf8-e38e1eab118e" }
{ "account_age_days": 1347, "account_id": "ACCT-450A63E94FDE", "baseline_risk_score": 0.3, "kyc_tier": "tier_2", "session_entropy": 0.62 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1157, "timestamp": "2026-01-05T04:47:00Z", "transaction_amount_usd": 1229971.79 }, { "asset": "JPY", "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": 0.544, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3544419.22, "financial_exposure_usd": 3857081.54, "recoverable_pct": 0.647 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104958", "label": "fraudulent", "label_confidence": 0.727, "severity": "critical", "timestamp": "2026-01-04T10:38:00Z", "trace_id": "f2c8e154-9ebe-82a8-f598-39c10a5df7e5" }
{ "account_age_days": 9, "account_id": "ACCT-B97EF91C2830", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.719 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 347, "timestamp": "2026-01-04T10:38:00Z", "transaction_amount_usd": 1502213.76 }, { "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": 0.91, "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 post...
{ "customer_funds_at_risk_usd": 3169752.61, "financial_exposure_usd": 6766044.87, "recoverable_pct": 0.856 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106133", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-05T06:13:00Z", "trace_id": "fc77cd4a-43fa-0569-7da0-61592fd19dce" }
{ "account_age_days": 1223, "account_id": "ACCT-9374BAD841FF", "baseline_risk_score": 0.274, "kyc_tier": "tier_3", "session_entropy": 0.809 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 935, "timestamp": "2026-01-05T06:13:00Z", "transaction_amount_usd": 203973.46 }, { "asset": "SOL", "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": 0.694, "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": 2864246.02, "financial_exposure_usd": 5673400.64, "recoverable_pct": 0.49 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101961", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-02T08:41:00Z", "trace_id": "2f1f767e-2b04-c911-27a1-428994a3a0a2" }
{ "account_age_days": 97, "account_id": "ACCT-6395891CA629", "baseline_risk_score": 0.619, "kyc_tier": "tier_2", "session_entropy": 0.227 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 364, "timestamp": "2026-01-02T08:41:00Z", "transaction_amount_usd": 95714.4 }, { "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": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 460437.29, "financial_exposure_usd": 551835.55, "recoverable_pct": 0.635 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100564", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-01T09:24:00Z", "trace_id": "9af14895-37ea-40b6-962d-639f5e74efd0" }
{ "account_age_days": 1643, "account_id": "ACCT-3D8B086A5F9D", "baseline_risk_score": 0.564, "kyc_tier": "tier_2", "session_entropy": 0.386 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 550, "timestamp": "2026-01-01T09:24:00Z", "transaction_amount_usd": 64490.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.632, "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": 876502.07, "financial_exposure_usd": 1021241.68, "recoverable_pct": 0.803 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104957", "label": "fraudulent", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-04T10:37:00Z", "trace_id": "96c9dd12-366a-08ed-28c9-068236c56055" }
{ "account_age_days": 1457, "account_id": "ACCT-5B2F26F2DA07", "baseline_risk_score": 0.434, "kyc_tier": "tier_1", "session_entropy": 0.667 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 243, "timestamp": "2026-01-04T10:37:00Z", "transaction_amount_usd": 751171.42 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.703, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3933013.61, "financial_exposure_usd": 4944287.55, "recoverable_pct": 0.907 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108720", "label": "benign", "label_confidence": 0.536, "severity": "medium", "timestamp": "2026-01-07T01:20:00Z", "trace_id": "e1e136f2-e446-cb08-c197-6f4285f58def" }
{ "account_age_days": 1990, "account_id": "ACCT-0973549A10EA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 373, "timestamp": "2026-01-06T22:54:00Z", "transaction_amount_usd": 24.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "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": 2509.71, "financial_exposure_usd": 4598.23, "recoverable_pct": 0.421 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101507", "label": "fraudulent", "label_confidence": 0.977, "severity": "medium", "timestamp": "2026-01-02T01:07:00Z", "trace_id": "7555e394-05f3-fba7-35dc-6b20264f61fe" }
{ "account_age_days": 621, "account_id": "ACCT-3F040E380EF6", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.552 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 798, "timestamp": "2026-01-02T01:07:00Z", "transaction_amount_usd": 78926.25 }, { "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": 0.41, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 528365.26, "financial_exposure_usd": 912496.36, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100119", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-01T01:59:00Z", "trace_id": "db00ab4c-91e5-2e86-eefe-02c34276bfe1" }
{ "account_age_days": 1067, "account_id": "ACCT-0DEF4FD0D51F", "baseline_risk_score": 0.349, "kyc_tier": "tier_1", "session_entropy": 0.798 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1171, "timestamp": "2026-01-01T01:59:00Z", "transaction_amount_usd": 87603.41 }, { "asset": "GBP", "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": 0.815, "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": 632188.24, "financial_exposure_usd": 736422.05, "recoverable_pct": 0.532 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109331", "label": "benign", "label_confidence": 0.516, "severity": "high", "timestamp": "2026-01-07T11:31:00Z", "trace_id": "fbdea6a5-3663-f8e0-b434-8c1c853c7459" }
{ "account_age_days": 727, "account_id": "ACCT-DF859D85044A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.451 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 679, "timestamp": "2026-01-07T11:31:00Z", "transaction_amount_usd": 12720.87 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1430.07, "financial_exposure_usd": 1487.12, "recoverable_pct": 0.887 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108808", "label": "benign", "label_confidence": 0.636, "severity": "high", "timestamp": "2026-01-07T02:48:00Z", "trace_id": "7eacc1c8-c32a-22f6-b79a-5126b63bd4e5" }
{ "account_age_days": 1515, "account_id": "ACCT-019246EC289B", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.351 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 320, "timestamp": "2026-01-06T15:47:00Z", "transaction_amount_usd": 16.29 }, { "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": 0.747, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4728.78, "financial_exposure_usd": 7293.87, "recoverable_pct": 0.953 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108793", "label": "benign", "label_confidence": 0.593, "severity": "low", "timestamp": "2026-01-07T02:33:00Z", "trace_id": "d7ae32a6-6e4f-50db-372a-689d495d0026" }
{ "account_age_days": 1275, "account_id": "ACCT-926199202321", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 314, "timestamp": "2026-01-06T21:37:00Z", "transaction_amount_usd": 7.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.492, "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": 1415.58, "financial_exposure_usd": 2688.71, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104081", "label": "fraudulent", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-03T20:01:00Z", "trace_id": "150c1a78-de69-9104-64a9-de10cc202c3a" }
{ "account_age_days": 376, "account_id": "ACCT-25C621A0FB5F", "baseline_risk_score": 0.277, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1178, "timestamp": "2026-01-03T20:01:00Z", "transaction_amount_usd": 2991785.53 }, { "asset": "JPY", "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": 0.567, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4672224.54, "financial_exposure_usd": 4984085.41, "recoverable_pct": 0.969 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108901", "label": "benign", "label_confidence": 0.5, "severity": "low", "timestamp": "2026-01-07T04:21:00Z", "trace_id": "4020e8a0-f186-2050-072d-3acfa163407c" }
{ "account_age_days": 936, "account_id": "ACCT-AB0E3EE96403", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.72 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 341, "timestamp": "2026-01-07T04:21:00Z", "transaction_amount_usd": 9132.31 }, { "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": 0.585, "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": 1681.89, "financial_exposure_usd": 3049.59, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107781", "label": "benign", "label_confidence": 0.587, "severity": "medium", "timestamp": "2026-01-06T09:41:00Z", "trace_id": "c4460548-96e2-ab26-0479-eea582e67681" }
{ "account_age_days": 1129, "account_id": "ACCT-D1431A7CF619", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.258 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 95, "timestamp": "2026-01-06T01:51:00Z", "transaction_amount_usd": 2.27 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.782, "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": 2518.21, "financial_exposure_usd": 4176.6, "recoverable_pct": 0.538 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109815", "label": "benign", "label_confidence": 0.684, "severity": "low", "timestamp": "2026-01-07T19:35:00Z", "trace_id": "5238dc18-824d-899d-0c10-670586d4180c" }
{ "account_age_days": 735, "account_id": "ACCT-3D07C85B4A07", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.752 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 278, "timestamp": "2026-01-07T19:35:00Z", "transaction_amount_usd": 9030.81 }, { "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": 0.675, "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": 1584.32, "financial_exposure_usd": 2080.54, "recoverable_pct": 0.924 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108379", "label": "benign", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-06T19:39:00Z", "trace_id": "a866918c-2620-32f1-373d-436402ec2bfa" }
{ "account_age_days": 351, "account_id": "ACCT-749A1B309572", "baseline_risk_score": 0.143, "kyc_tier": "tier_3", "session_entropy": 0.331 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 935, "timestamp": "2026-01-06T19:39:00Z", "transaction_amount_usd": 10014.68 }, { "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": 0.664, "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": 1529.24, "financial_exposure_usd": 1864.4, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104518", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-04T03:18:00Z", "trace_id": "61a597d3-266b-4955-1121-b979aee15a25" }
{ "account_age_days": 1301, "account_id": "ACCT-BB084838A9A7", "baseline_risk_score": 0.432, "kyc_tier": "tier_2", "session_entropy": 0.301 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 681, "timestamp": "2026-01-04T03:18:00Z", "transaction_amount_usd": 1878436.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.931, "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": 5082586.48, "financial_exposure_usd": 5761599.2, "recoverable_pct": 0.852 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105252", "label": "fraudulent", "label_confidence": 0.663, "severity": "medium", "timestamp": "2026-01-04T15:32:00Z", "trace_id": "10a22069-9183-5800-a5f5-5cc34651d2a3" }
{ "account_age_days": 1912, "account_id": "ACCT-2B8E750D20B2", "baseline_risk_score": 0.057, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 500, "timestamp": "2026-01-04T15:32:00Z", "transaction_amount_usd": 55393.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.774, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7945543.48, "financial_exposure_usd": 8193841.66, "recoverable_pct": 0.953 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106753", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-05T16:33:00Z", "trace_id": "e0dcd2b5-d9fc-cc71-ed9d-2ab5e3bd9447" }
{ "account_age_days": 10, "account_id": "ACCT-1BB752ACB2BD", "baseline_risk_score": 0.082, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 466, "timestamp": "2026-01-05T16:33:00Z", "transaction_amount_usd": 4668.11 }, { "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": 0.518, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 567.95, "financial_exposure_usd": 985.28, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109773", "label": "benign", "label_confidence": 0.647, "severity": "low", "timestamp": "2026-01-07T18:53:00Z", "trace_id": "d361ff3d-1da8-2ad4-0633-e994bfa32a28" }
{ "account_age_days": 1334, "account_id": "ACCT-9DE089F4FDDB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.215 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 863, "timestamp": "2026-01-07T18:53:00Z", "transaction_amount_usd": 13371.76 }, { "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": 0.664, "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": 2362.35, "financial_exposure_usd": 3792.94, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105572", "label": "fraudulent", "label_confidence": 0.702, "severity": "critical", "timestamp": "2026-01-04T20:52:00Z", "trace_id": "62401ae1-69d4-5b94-910b-74949dc2f80e" }
{ "account_age_days": 1037, "account_id": "ACCT-10F4A5298C63", "baseline_risk_score": 0.063, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1166, "timestamp": "2026-01-04T20:52:00Z", "transaction_amount_usd": 1551008.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.794, "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": 671719.88, "financial_exposure_usd": 1661485.42, "recoverable_pct": 0.864 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105831", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-05T01:11:00Z", "trace_id": "1d8819cc-de9a-d313-b611-cce0ff4ba829" }
{ "account_age_days": 932, "account_id": "ACCT-3107C38F3217", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 348, "timestamp": "2026-01-04T22:38:00Z", "transaction_amount_usd": 14.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.676, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3744187.31, "financial_exposure_usd": 4993861.75, "recoverable_pct": 0.524 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105506", "label": "fraudulent", "label_confidence": 0.677, "severity": "low", "timestamp": "2026-01-04T19:46:00Z", "trace_id": "504dfaa6-ab6e-6d38-51a5-6f982aae5422" }
{ "account_age_days": 568, "account_id": "ACCT-038C499F38E8", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 83, "timestamp": "2026-01-04T16:47:00Z", "transaction_amount_usd": 0.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "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": 0.507, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1369901.04, "financial_exposure_usd": 2210320.89, "recoverable_pct": 0.463 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108306", "label": "benign", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-06T18:26:00Z", "trace_id": "9060c4ec-c2bf-207b-0789-07b5dfb06288" }
{ "account_age_days": 1838, "account_id": "ACCT-0E5ABC191C53", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.54 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 262, "timestamp": "2026-01-06T18:26:00Z", "transaction_amount_usd": 5582.85 }, { "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": 0.504, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2050.25, "financial_exposure_usd": 3088.71, "recoverable_pct": 0.809 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102540", "label": "fraudulent", "label_confidence": 0.805, "severity": "critical", "timestamp": "2026-01-02T18:20:00Z", "trace_id": "0c9560af-5959-e184-2ac5-76602526292e" }
{ "account_age_days": 12, "account_id": "ACCT-E9CBDD5E2CB5", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.712 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1034, "timestamp": "2026-01-02T18:20:00Z", "transaction_amount_usd": 568.47 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 472004.47, "financial_exposure_usd": 1002550.02, "recoverable_pct": 0.253 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107205", "label": "benign", "label_confidence": 0.554, "severity": "high", "timestamp": "2026-01-06T00:05:00Z", "trace_id": "f6cf0efa-9397-fb31-9d7a-2a7c85fdc4e5" }
{ "account_age_days": 1702, "account_id": "ACCT-6D9D4F925612", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.246 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 220, "timestamp": "2026-01-05T11:50:00Z", "transaction_amount_usd": 11.73 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2793.83, "financial_exposure_usd": 5020.05, "recoverable_pct": 0.673 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109189", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-07T09:09:00Z", "trace_id": "3451f0f6-26ed-bb44-ea87-6769dd13f8e4" }
{ "account_age_days": 1634, "account_id": "ACCT-C9B3507E1F1B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.856 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 407, "timestamp": "2026-01-07T09:09:00Z", "transaction_amount_usd": 7370.2 }, { "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": 0.715, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 740.15, "financial_exposure_usd": 828.21, "recoverable_pct": 0.873 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106071", "label": "fraudulent", "label_confidence": 0.749, "severity": "high", "timestamp": "2026-01-05T05:11:00Z", "trace_id": "54a38ce1-ff16-b7b7-8ad0-3563414e0adb" }
{ "account_age_days": 1912, "account_id": "ACCT-967B14B00BC0", "baseline_risk_score": 0.061, "kyc_tier": "tier_3", "session_entropy": 0.876 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 196, "timestamp": "2026-01-05T05:11:00Z", "transaction_amount_usd": 2244429.79 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "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": 4824516.33, "financial_exposure_usd": 5736581.38, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103337", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-03T07:37:00Z", "trace_id": "90e559a2-595b-6ceb-5132-13f18ba29d89" }
{ "account_age_days": 1685, "account_id": "ACCT-8269CF4FEE03", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.447 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 683, "timestamp": "2026-01-03T07:37:00Z", "transaction_amount_usd": 2832155.45 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.784, "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": 3728132.25, "financial_exposure_usd": 5900528.37, "recoverable_pct": 0.487 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104292", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-03T23:32:00Z", "trace_id": "120332c4-44b0-a44f-899c-afe470b2c079" }
{ "account_age_days": 782, "account_id": "ACCT-603928E75062", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.236 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 998, "timestamp": "2026-01-03T23:32:00Z", "transaction_amount_usd": 1694532.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.784, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2136279.11, "financial_exposure_usd": 2585846.24, "recoverable_pct": 0.856 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106996", "label": "benign", "label_confidence": 0.53, "severity": "high", "timestamp": "2026-01-05T20:36:00Z", "trace_id": "819f87b2-7c1f-1843-65cd-273bf84152b1" }
{ "account_age_days": 1645, "account_id": "ACCT-8613AAA7F50C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 695, "timestamp": "2026-01-05T20:36:00Z", "transaction_amount_usd": 13783.71 }, { "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": 0.508, "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": 323.1, "financial_exposure_usd": 701.31, "recoverable_pct": 0.692 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108725", "label": "benign", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-07T01:25:00Z", "trace_id": "9bc58d3b-a376-fc42-fd9a-32cd66a398e7" }
{ "account_age_days": 878, "account_id": "ACCT-58047374588F", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.127 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 164, "timestamp": "2026-01-06T15:08:00Z", "transaction_amount_usd": 1.17 }, { "asset": "USDC", "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": 0.53, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1159.61, "financial_exposure_usd": 2360.06, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106502", "label": "fraudulent", "label_confidence": 0.906, "severity": "critical", "timestamp": "2026-01-05T12:22:00Z", "trace_id": "567f3340-338d-8fdd-5e10-dc99556b37aa" }
{ "account_age_days": 776, "account_id": "ACCT-A9FE09BEF98E", "baseline_risk_score": 0.122, "kyc_tier": "tier_1", "session_entropy": 0.748 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 325, "timestamp": "2026-01-05T06:44:00Z", "transaction_amount_usd": 11.86 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "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": 5507898.82, "financial_exposure_usd": 7438758.19, "recoverable_pct": 0.637 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107679", "label": "benign", "label_confidence": 0.56, "severity": "medium", "timestamp": "2026-01-06T07:59:00Z", "trace_id": "2e25c062-2328-8dce-ca7e-83357eeb4e6b" }
{ "account_age_days": 1677, "account_id": "ACCT-9DEC99ED073A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.905 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 317, "timestamp": "2026-01-06T05:58:00Z", "transaction_amount_usd": 8.91 }, { "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": 0.757, "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": 2430.44, "financial_exposure_usd": 2930.95, "recoverable_pct": 0.894 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108290", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-06T18:10:00Z", "trace_id": "49e300f6-c43a-2b1a-b143-4fd339436a42" }
{ "account_age_days": 1586, "account_id": "ACCT-37FA7821C736", "baseline_risk_score": 0.107, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 866, "timestamp": "2026-01-06T18:10:00Z", "transaction_amount_usd": 8145.29 }, { "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": 0.569, "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": 5519.01, "financial_exposure_usd": 7258.85, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100478", "label": "fraudulent", "label_confidence": 0.926, "severity": "high", "timestamp": "2026-01-01T07:58:00Z", "trace_id": "60036a54-e0a0-9aee-32c0-11f1dc186c23" }
{ "account_age_days": 1089, "account_id": "ACCT-35292A32CD8C", "baseline_risk_score": 0.541, "kyc_tier": "tier_1", "session_entropy": 0.432 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 254, "timestamp": "2026-01-01T05:56:00Z", "transaction_amount_usd": 0.55 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.571, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 241441.36, "financial_exposure_usd": 250099.65, "recoverable_pct": 0.276 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102174", "label": "fraudulent", "label_confidence": 0.948, "severity": "critical", "timestamp": "2026-01-02T12:14:00Z", "trace_id": "3c9551fa-cdf3-5212-0bfe-d901566c44f8" }
{ "account_age_days": 1402, "account_id": "ACCT-44EB26CD1F44", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 511, "timestamp": "2026-01-02T12:14:00Z", "transaction_amount_usd": 84741.9 }, { "asset": "JPY", "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": 0.783, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 412522.96, "financial_exposure_usd": 614816.27, "recoverable_pct": 0.301 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102993", "label": "fraudulent", "label_confidence": 0.813, "severity": "low", "timestamp": "2026-01-03T01:53:00Z", "trace_id": "c2ea54b2-e716-b3d0-6536-010d6b607d97" }
{ "account_age_days": 179, "account_id": "ACCT-539093E63B21", "baseline_risk_score": 0.581, "kyc_tier": "tier_1", "session_entropy": 0.674 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 723, "timestamp": "2026-01-03T01:53:00Z", "transaction_amount_usd": 39335.15 }, { "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": 0.436, "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": 367818.96, "financial_exposure_usd": 578248.9, "recoverable_pct": 0.596 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103485", "label": "fraudulent", "label_confidence": 0.782, "severity": "low", "timestamp": "2026-01-03T10:05:00Z", "trace_id": "99517980-1707-d0fe-9429-13df884bf4c8" }
{ "account_age_days": 238, "account_id": "ACCT-15E63951B2DA", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.372 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 234, "timestamp": "2026-01-03T07:50:00Z", "transaction_amount_usd": 18.27 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.806, "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": 2942675.51, "financial_exposure_usd": 5802609.97, "recoverable_pct": 0.83 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109525", "label": "benign", "label_confidence": 0.569, "severity": "critical", "timestamp": "2026-01-07T14:45:00Z", "trace_id": "41932c60-806f-9bb3-3662-9bb14d8d5bde" }
{ "account_age_days": 1971, "account_id": "ACCT-2097B535EBA6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.352 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 830, "timestamp": "2026-01-07T14:45:00Z", "transaction_amount_usd": 1517.99 }, { "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": 0.547, "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": 2557.61, "financial_exposure_usd": 5808.59, "recoverable_pct": 0.537 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102742", "label": "fraudulent", "label_confidence": 0.888, "severity": "critical", "timestamp": "2026-01-02T21:42:00Z", "trace_id": "045361a2-147e-3c49-51fd-68c0e4c16520" }
{ "account_age_days": 1385, "account_id": "ACCT-D268C45EBB72", "baseline_risk_score": 0.276, "kyc_tier": "tier_1", "session_entropy": 0.124 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 876, "timestamp": "2026-01-02T21:42:00Z", "transaction_amount_usd": 31295.55 }, { "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": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 548663.53, "financial_exposure_usd": 818942.96, "recoverable_pct": 0.483 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106367", "label": "fraudulent", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-05T10:07:00Z", "trace_id": "bb25fb80-69e6-7d06-4121-1999eb1647a3" }
{ "account_age_days": 1328, "account_id": "ACCT-69DB88B9E4A7", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 381, "timestamp": "2026-01-04T23:36:00Z", "transaction_amount_usd": 21.65 }, { "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": 0.812, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1801132.93, "financial_exposure_usd": 2257427.39, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108264", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-06T17:44:00Z", "trace_id": "eeea6886-d946-c9f1-20fa-9b706485f1d1" }
{ "account_age_days": 441, "account_id": "ACCT-C24CBC1EFF34", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 202, "timestamp": "2026-01-06T08:51:00Z", "transaction_amount_usd": 0.29 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2907.58, "financial_exposure_usd": 4223.22, "recoverable_pct": 0.486 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105135", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-04T13:35:00Z", "trace_id": "4382c278-5119-545d-c7ef-9cc16c50e461" }
{ "account_age_days": 297, "account_id": "ACCT-8C248A7CD9A1", "baseline_risk_score": 0.204, "kyc_tier": "tier_2", "session_entropy": 0.777 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1164, "timestamp": "2026-01-04T13:35:00Z", "transaction_amount_usd": 151793.09 }, { "asset": "ETH", "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": 0.531, "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": 3432346.44, "financial_exposure_usd": 6463741.22, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102077", "label": "fraudulent", "label_confidence": 0.801, "severity": "high", "timestamp": "2026-01-02T10:37:00Z", "trace_id": "9a0a2b9d-2fb9-259f-565a-a1e994455558" }
{ "account_age_days": 359, "account_id": "ACCT-E77580F6F7A1", "baseline_risk_score": 0.399, "kyc_tier": "tier_1", "session_entropy": 0.317 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 164, "timestamp": "2026-01-02T10:37:00Z", "transaction_amount_usd": 59259.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "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": 969788.32, "financial_exposure_usd": 1199398.83, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102862", "label": "fraudulent", "label_confidence": 0.928, "severity": "low", "timestamp": "2026-01-02T23:42:00Z", "trace_id": "804feb93-7009-d43c-2e64-a9e1cc8eb5b6" }
{ "account_age_days": 210, "account_id": "ACCT-560D8398EDA2", "baseline_risk_score": 0.635, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1139, "timestamp": "2026-01-02T23:42:00Z", "transaction_amount_usd": 39931.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "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": 794758.55, "financial_exposure_usd": 1194190.71, "recoverable_pct": 0.401 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103463", "label": "fraudulent", "label_confidence": 0.607, "severity": "high", "timestamp": "2026-01-03T09:43:00Z", "trace_id": "dd01a7e2-a927-6aef-c873-f56c52796ba0" }
{ "account_age_days": 715, "account_id": "ACCT-B5CA96F3F0F3", "baseline_risk_score": 0.182, "kyc_tier": "tier_3", "session_entropy": 0.944 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 454, "timestamp": "2026-01-03T09:43:00Z", "transaction_amount_usd": 2410273 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.688, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3663019.4, "financial_exposure_usd": 4223174.65, "recoverable_pct": 0.442 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106643", "label": "fraudulent", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-05T14:43:00Z", "trace_id": "cfae3503-4cc7-19ea-34e8-f5317b75996e" }
{ "account_age_days": 364, "account_id": "ACCT-4A9B2DC1F838", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 280, "timestamp": "2026-01-05T14:43:00Z", "transaction_amount_usd": 1721025.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.585, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1352755.1, "financial_exposure_usd": 1670607.4, "recoverable_pct": 0.973 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109426", "label": "benign", "label_confidence": 0.714, "severity": "low", "timestamp": "2026-01-07T13:06:00Z", "trace_id": "ea727c11-9be5-942c-c348-44386bc00241" }
{ "account_age_days": 1485, "account_id": "ACCT-62286C5E913F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 549, "timestamp": "2026-01-07T13:06:00Z", "transaction_amount_usd": 10234.18 }, { "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": 0.532, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3639.85, "financial_exposure_usd": 6358.11, "recoverable_pct": 0.971 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102405", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-02T16:05:00Z", "trace_id": "c5c280d2-b190-724e-cbab-f644baef21a6" }
{ "account_age_days": 650, "account_id": "ACCT-4331CB96DA52", "baseline_risk_score": 0.462, "kyc_tier": "tier_1", "session_entropy": 0.398 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 608, "timestamp": "2026-01-02T16:05:00Z", "transaction_amount_usd": 67547.21 }, { "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": 0.823, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 522224.86, "financial_exposure_usd": 695255.42, "recoverable_pct": 0.019 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104375", "label": "fraudulent", "label_confidence": 0.706, "severity": "medium", "timestamp": "2026-01-04T00:55:00Z", "trace_id": "7fa0c79c-c28a-5b5a-76b8-d6c5f72c4fb4" }
{ "account_age_days": 110, "account_id": "ACCT-583F23014BDC", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.448 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 339, "timestamp": "2026-01-03T20:46:00Z", "transaction_amount_usd": 10.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "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": 4742355.18, "financial_exposure_usd": 5521696.68, "recoverable_pct": 0.904 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102509", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-02T17:49:00Z", "trace_id": "1a99b201-77f2-feeb-e7e4-527cbcb6b36f" }
{ "account_age_days": 1792, "account_id": "ACCT-8F0A9BD64ABA", "baseline_risk_score": 0.544, "kyc_tier": "tier_2", "session_entropy": 0.63 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 463, "timestamp": "2026-01-02T17:49:00Z", "transaction_amount_usd": 31414.14 }, { "asset": "GBP", "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": 0.57, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 710665.66, "financial_exposure_usd": 1007564.77, "recoverable_pct": 0.312 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100094", "label": "fraudulent", "label_confidence": 0.791, "severity": "low", "timestamp": "2026-01-01T01:34:00Z", "trace_id": "dc420980-0059-5e29-a226-a75bb432ece9" }
{ "account_age_days": 232, "account_id": "ACCT-1BFF56F413B2", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.24 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 393, "timestamp": "2025-12-31T14:15:00Z", "transaction_amount_usd": 10.65 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.648, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 294631, "financial_exposure_usd": 413567.93, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109548", "label": "benign", "label_confidence": 0.71, "severity": "critical", "timestamp": "2026-01-07T15:08:00Z", "trace_id": "f0750ce7-1a58-c68e-4ef3-efd749aa519b" }
{ "account_age_days": 295, "account_id": "ACCT-E3633C182B68", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.194 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 637, "timestamp": "2026-01-07T15:08:00Z", "transaction_amount_usd": 14203.27 }, { "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": 0.683, "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": 2926.54, "financial_exposure_usd": 3742.56, "recoverable_pct": 0.64 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106463", "label": "fraudulent", "label_confidence": 0.7, "severity": "high", "timestamp": "2026-01-05T11:43:00Z", "trace_id": "68c740e1-e154-fdba-d11a-363addc2abd4" }
{ "account_age_days": 211, "account_id": "ACCT-D8B9F162ED86", "baseline_risk_score": 0.164, "kyc_tier": "tier_1", "session_entropy": 0.659 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 81, "timestamp": "2026-01-05T11:43:00Z", "transaction_amount_usd": 805162.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.353, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2626628.22, "financial_exposure_usd": 2809853.63, "recoverable_pct": 0.511 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100400", "label": "fraudulent", "label_confidence": 0.808, "severity": "medium", "timestamp": "2026-01-01T06:40:00Z", "trace_id": "66d77338-bdff-d9c6-226c-c1ec1b46f9d7" }
{ "account_age_days": 1217, "account_id": "ACCT-FA19E10D89E4", "baseline_risk_score": 0.261, "kyc_tier": "tier_3", "session_entropy": 0.581 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1092, "timestamp": "2026-01-01T06:40:00Z", "transaction_amount_usd": 53154.01 }, { "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": 0.906, "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": 512724.45, "financial_exposure_usd": 818469.86, "recoverable_pct": 0.475 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100099", "label": "fraudulent", "label_confidence": 0.942, "severity": "high", "timestamp": "2026-01-01T01:39:00Z", "trace_id": "c6523c3d-04d0-7f29-13e6-75fd1c99d366" }
{ "account_age_days": 837, "account_id": "ACCT-36DAA93A6C91", "baseline_risk_score": 0.293, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 201, "timestamp": "2026-01-01T01:39:00Z", "transaction_amount_usd": 5580.77 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.424, "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": 548474.75, "financial_exposure_usd": 770506.59, "recoverable_pct": 0.421 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105942", "label": "fraudulent", "label_confidence": 0.762, "severity": "low", "timestamp": "2026-01-05T03:02:00Z", "trace_id": "404e2ae5-5e1e-ff4d-5df4-a5fb7b650295" }
{ "account_age_days": 886, "account_id": "ACCT-2C64DD087488", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 495, "timestamp": "2026-01-05T03:02:00Z", "transaction_amount_usd": 1411340.79 }, { "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": 0.469, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 205261.84, "financial_exposure_usd": 318896.79, "recoverable_pct": 0.604 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100875", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-01T14:35:00Z", "trace_id": "35e97e82-89ea-0125-d208-8692b1cc56af" }
{ "account_age_days": 1771, "account_id": "ACCT-587EE4BE69FB", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.103 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 589, "timestamp": "2026-01-01T14:35:00Z", "transaction_amount_usd": 87219.48 }, { "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": 0.808, "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": 694430.74, "financial_exposure_usd": 1133428.3, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101703", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-02T04:23:00Z", "trace_id": "9b5df014-4a98-7feb-ee98-5b8a45031020" }
{ "account_age_days": 1632, "account_id": "ACCT-56D941FECB66", "baseline_risk_score": 0.642, "kyc_tier": "tier_2", "session_entropy": 0.298 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 596, "timestamp": "2026-01-02T04:23:00Z", "transaction_amount_usd": 16715.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 996899.88, "financial_exposure_usd": 1189672.09, "recoverable_pct": 0.577 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109901", "label": "benign", "label_confidence": 0.593, "severity": "medium", "timestamp": "2026-01-07T21:01:00Z", "trace_id": "e10b26ff-11ae-111c-4ba3-ab2f26f62cc9" }
{ "account_age_days": 1458, "account_id": "ACCT-635DC028E614", "baseline_risk_score": 0.119, "kyc_tier": "tier_2", "session_entropy": 0.538 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 393, "timestamp": "2026-01-07T10:23:00Z", "transaction_amount_usd": 20.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 378.74, "financial_exposure_usd": 522.74, "recoverable_pct": 0.431 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103873", "label": "fraudulent", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-03T16:33:00Z", "trace_id": "b1e8d863-8930-6646-213b-f20d1d66cab3" }
{ "account_age_days": 510, "account_id": "ACCT-A2789F8E0C07", "baseline_risk_score": 0.384, "kyc_tier": "tier_1", "session_entropy": 0.587 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 373, "timestamp": "2026-01-03T09:01:00Z", "transaction_amount_usd": 0.75 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.382, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2491959.93, "financial_exposure_usd": 3436468.73, "recoverable_pct": 0.992 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103483", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-03T10:03:00Z", "trace_id": "ae65fc25-824c-f7c1-67ab-dc2dc10be3f2" }
{ "account_age_days": 388, "account_id": "ACCT-4C458CAC5480", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.167 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 170, "timestamp": "2026-01-03T06:56:00Z", "transaction_amount_usd": 7.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.611, "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": 5803877.8, "financial_exposure_usd": 7028118.88, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102100", "label": "fraudulent", "label_confidence": 0.87, "severity": "critical", "timestamp": "2026-01-02T11:00:00Z", "trace_id": "53ae0276-44d8-2a9d-9176-39e5eefc9095" }
{ "account_age_days": 952, "account_id": "ACCT-486D8D324CB5", "baseline_risk_score": 0.42, "kyc_tier": "tier_1", "session_entropy": 0.642 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1106, "timestamp": "2026-01-02T11:00:00Z", "transaction_amount_usd": 112607.96 }, { "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": 0.92, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 431516.79, "financial_exposure_usd": 675878.06, "recoverable_pct": 0.646 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101008", "label": "fraudulent", "label_confidence": 0.828, "severity": "critical", "timestamp": "2026-01-01T16:48:00Z", "trace_id": "8fd4c346-3be9-03c4-5952-5d09bbde5189" }
{ "account_age_days": 329, "account_id": "ACCT-D8230AB6BDAB", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1036, "timestamp": "2026-01-01T16:48:00Z", "transaction_amount_usd": 103194.22 }, { "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": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 466012.35, "financial_exposure_usd": 1027799.81, "recoverable_pct": 0.314 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100746", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-01T12:26:00Z", "trace_id": "0858d8f4-25a9-65a3-ac8e-0f04b0787008" }
{ "account_age_days": 1438, "account_id": "ACCT-1406BA9F7839", "baseline_risk_score": 0.517, "kyc_tier": "tier_2", "session_entropy": 0.208 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 601, "timestamp": "2026-01-01T12:26:00Z", "transaction_amount_usd": 16387.7 }, { "asset": "GBP", "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": 0.352, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 8783.58, "financial_exposure_usd": 8981.57, "recoverable_pct": 0.684 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103780", "label": "fraudulent", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-03T15:00:00Z", "trace_id": "c0f9db4b-b4b5-664f-a2f1-d83f4490b1ab" }
{ "account_age_days": 1561, "account_id": "ACCT-D04A4E2F6B9C", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.587 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1156, "timestamp": "2026-01-03T15:00:00Z", "transaction_amount_usd": 713027.34 }, { "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": 0.742, "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": 3061858.47, "financial_exposure_usd": 4217684.16, "recoverable_pct": 0.427 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101052", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-01T17:32:00Z", "trace_id": "d5c2c640-dae7-a549-1acc-ff212fb4c5d7" }
{ "account_age_days": 739, "account_id": "ACCT-4F9721C6AE0E", "baseline_risk_score": 0.559, "kyc_tier": "tier_3", "session_entropy": 0.466 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 313, "timestamp": "2026-01-01T09:31:00Z", "transaction_amount_usd": 23.64 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.893, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 431163.38, "financial_exposure_usd": 1054010.79, "recoverable_pct": 0.256 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103568", "label": "fraudulent", "label_confidence": 0.888, "severity": "high", "timestamp": "2026-01-03T11:28:00Z", "trace_id": "c5aa2f6c-4859-717a-a3ea-c8494a7924ed" }
{ "account_age_days": 1255, "account_id": "ACCT-410D6236E82C", "baseline_risk_score": 0.401, "kyc_tier": "tier_1", "session_entropy": 0.873 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1042, "timestamp": "2026-01-03T11:28:00Z", "transaction_amount_usd": 1001451.2 }, { "asset": "JPY", "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": 0.5, "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 AND...
{ "customer_funds_at_risk_usd": 4965591.87, "financial_exposure_usd": 7017313.77, "recoverable_pct": 0.992 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105028", "label": "fraudulent", "label_confidence": 0.851, "severity": "low", "timestamp": "2026-01-04T11:48:00Z", "trace_id": "d5530ef4-4d05-0b54-14f8-6ecebb3b67cc" }
{ "account_age_days": 1584, "account_id": "ACCT-E67FA6701741", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 114, "timestamp": "2026-01-04T11:48:00Z", "transaction_amount_usd": 68781.06 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.882, "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": 3318308.16, "financial_exposure_usd": 4188324.27, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105309", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-04T16:29:00Z", "trace_id": "830099ce-069b-6f0b-8184-7d23170a876a" }
{ "account_age_days": 997, "account_id": "ACCT-F4FD78C91160", "baseline_risk_score": 0.079, "kyc_tier": "tier_3", "session_entropy": 0.75 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 412, "timestamp": "2026-01-04T16:29:00Z", "transaction_amount_usd": 488666.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4543995.79, "financial_exposure_usd": 5318097.07, "recoverable_pct": 0.922 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103648", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-03T12:48:00Z", "trace_id": "c83336e2-9b7e-542c-4aef-6837b99c56ca" }
{ "account_age_days": 643, "account_id": "ACCT-F242E30EA004", "baseline_risk_score": 0.175, "kyc_tier": "tier_3", "session_entropy": 0.575 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 150, "timestamp": "2026-01-03T02:05:00Z", "transaction_amount_usd": 8.74 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.384, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2714854.87, "financial_exposure_usd": 3150868.38, "recoverable_pct": 0.797 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104638", "label": "fraudulent", "label_confidence": 0.694, "severity": "critical", "timestamp": "2026-01-04T05:18:00Z", "trace_id": "e33a29b5-44d2-483f-d599-667779289fda" }
{ "account_age_days": 789, "account_id": "ACCT-FDE70F663B4E", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.399 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 921, "timestamp": "2026-01-04T05:18:00Z", "transaction_amount_usd": 806833.15 }, { "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": 0.364, "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": 3445444.44, "financial_exposure_usd": 4537727.11, "recoverable_pct": 0.622 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108408", "label": "benign", "label_confidence": 0.715, "severity": "high", "timestamp": "2026-01-06T20:08:00Z", "trace_id": "b3b6a485-9282-7a98-0de3-da0761fde7e3" }
{ "account_age_days": 46, "account_id": "ACCT-254935DD38DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 300, "timestamp": "2026-01-06T08:14:00Z", "transaction_amount_usd": 5.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.716, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1313.05, "financial_exposure_usd": 2329.56, "recoverable_pct": 0.502 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105721", "label": "fraudulent", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-04T23:21:00Z", "trace_id": "b4ec4926-3a74-6bb0-92dd-292f96b13bbf" }
{ "account_age_days": 1042, "account_id": "ACCT-1E18458D7CBE", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.771 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 534, "timestamp": "2026-01-04T23:21:00Z", "transaction_amount_usd": 1324832.22 }, { "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": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1045810.16, "financial_exposure_usd": 1548967.96, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106271", "label": "fraudulent", "label_confidence": 0.76, "severity": "high", "timestamp": "2026-01-05T08:31:00Z", "trace_id": "be719e3f-0aae-a6bf-09d0-e54f2c0fd2b7" }
{ "account_age_days": 1738, "account_id": "ACCT-9001BF5920F3", "baseline_risk_score": 0.442, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 266, "timestamp": "2026-01-04T22:44:00Z", "transaction_amount_usd": 15.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.847, "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": 2700373.26, "financial_exposure_usd": 4089846.85, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103614", "label": "fraudulent", "label_confidence": 0.813, "severity": "high", "timestamp": "2026-01-03T12:14:00Z", "trace_id": "3e440f9b-1770-7780-594c-ed131a5b5962" }
{ "account_age_days": 521, "account_id": "ACCT-D20EE05F24DF", "baseline_risk_score": 0.173, "kyc_tier": "tier_3", "session_entropy": 0.123 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 227, "timestamp": "2026-01-03T06:34:00Z", "transaction_amount_usd": 21.05 }, { "asset": "BTC", "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": 0.366, "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": 5128498.78, "financial_exposure_usd": 5597877.6, "recoverable_pct": 0.949 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109673", "label": "benign", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-07T17:13:00Z", "trace_id": "5432d405-4688-0027-f407-fec4cd7602fd" }
{ "account_age_days": 83, "account_id": "ACCT-A673C2F8D380", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 637, "timestamp": "2026-01-07T17:13:00Z", "transaction_amount_usd": 7704.99 }, { "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": 0.527, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 823.67, "financial_exposure_usd": 1057.99, "recoverable_pct": 0.877 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100989", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-01T16:29:00Z", "trace_id": "969b62c2-e903-6f51-d4d5-0e9d8ae392cd" }
{ "account_age_days": 1412, "account_id": "ACCT-246CE79BC21D", "baseline_risk_score": 0.277, "kyc_tier": "tier_1", "session_entropy": 0.49 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 137, "timestamp": "2026-01-01T16:29:00Z", "transaction_amount_usd": 63586.19 }, { "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": 0.752, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 514539.43, "financial_exposure_usd": 633853.42, "recoverable_pct": 0.286 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104308", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-03T23:48:00Z", "trace_id": "3696173e-1b20-3879-1334-1f49dffdaf29" }
{ "account_age_days": 569, "account_id": "ACCT-B0A9A626E595", "baseline_risk_score": 0.169, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 352, "timestamp": "2026-01-03T15:38:00Z", "transaction_amount_usd": 9.22 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.699, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4141010.53, "financial_exposure_usd": 5177580.59, "recoverable_pct": 0.658 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }