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-108717", "label": "benign", "label_confidence": 0.74, "severity": "low", "timestamp": "2026-01-07T01:17:00Z", "trace_id": "541526ce-da4d-fca7-88bd-31677eca0f74" }
{ "account_age_days": 1038, "account_id": "ACCT-87E2CF92DC6E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.819 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 311, "timestamp": "2026-01-06T16:47:00Z", "transaction_amount_usd": 22.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.493, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2329.67, "financial_exposure_usd": 3363.04, "recoverable_pct": 0.926 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107012", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-05T20:52:00Z", "trace_id": "5456c125-55d1-c550-987a-7630a245b3ad" }
{ "account_age_days": 1324, "account_id": "ACCT-E59D365B21A1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.111 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1086, "timestamp": "2026-01-05T20:52:00Z", "transaction_amount_usd": 11481.81 }, { "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": 0.764, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2206.44, "financial_exposure_usd": 4084.37, "recoverable_pct": 0.539 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109766", "label": "benign", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-07T18:46:00Z", "trace_id": "918356e8-925f-08d7-61ef-df8797100dec" }
{ "account_age_days": 1673, "account_id": "ACCT-671F8FC51B9D", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.55 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 276, "timestamp": "2026-01-07T10:22:00Z", "transaction_amount_usd": 8.23 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "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": 2316.68, "financial_exposure_usd": 3942.49, "recoverable_pct": 0.871 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101504", "label": "fraudulent", "label_confidence": 0.847, "severity": "high", "timestamp": "2026-01-02T01:04:00Z", "trace_id": "1454bf5a-bc0a-a7c6-9662-e499b4425bca" }
{ "account_age_days": 898, "account_id": "ACCT-B2611AF24CAA", "baseline_risk_score": 0.442, "kyc_tier": "tier_1", "session_entropy": 0.858 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 564, "timestamp": "2026-01-02T01:04:00Z", "transaction_amount_usd": 12497.23 }, { "asset": "ETH", "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": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 510829.67, "financial_exposure_usd": 650815.48, "recoverable_pct": 0.664 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100368", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-01T06:08:00Z", "trace_id": "1794dbed-c63e-e24d-d5b8-056b679ebc27" }
{ "account_age_days": 1771, "account_id": "ACCT-281A7DD114F0", "baseline_risk_score": 0.487, "kyc_tier": "tier_3", "session_entropy": 0.645 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 760, "timestamp": "2026-01-01T06:08:00Z", "transaction_amount_usd": 119674.82 }, { "asset": "JPY", "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": 0.921, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 601491.69, "financial_exposure_usd": 1011949.66, "recoverable_pct": 0.181 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100326", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-01T05:26:00Z", "trace_id": "979f5b27-3bf5-337a-224c-eee61936059c" }
{ "account_age_days": 788, "account_id": "ACCT-758240A7B4A7", "baseline_risk_score": 0.279, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 850, "timestamp": "2026-01-01T05:26:00Z", "transaction_amount_usd": 59981.19 }, { "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": 0.688, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 593187.74, "financial_exposure_usd": 1067391.05, "recoverable_pct": 0.639 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109028", "label": "benign", "label_confidence": 0.524, "severity": "medium", "timestamp": "2026-01-07T06:28:00Z", "trace_id": "754d6e08-ceb7-2f6e-c066-97718853b443" }
{ "account_age_days": 1308, "account_id": "ACCT-1F26AA90F3A1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.263 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 144, "timestamp": "2026-01-07T03:56:00Z", "transaction_amount_usd": 15.17 }, { "asset": "BTC", "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": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3534.27, "financial_exposure_usd": 3675.42, "recoverable_pct": 0.885 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105378", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-04T17:38:00Z", "trace_id": "d1d6db92-7d58-39c4-c2ae-b2154ac5b407" }
{ "account_age_days": 392, "account_id": "ACCT-2E5D7694AACB", "baseline_risk_score": 0.099, "kyc_tier": "tier_1", "session_entropy": 0.311 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1090, "timestamp": "2026-01-04T17:38:00Z", "transaction_amount_usd": 1762002.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1685349.42, "financial_exposure_usd": 2762690.9, "recoverable_pct": 0.559 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107197", "label": "benign", "label_confidence": 0.534, "severity": "high", "timestamp": "2026-01-05T23:57:00Z", "trace_id": "a399d2c8-0d75-0e30-8c32-1c1f7b912fbe" }
{ "account_age_days": 1470, "account_id": "ACCT-008E04238773", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.258 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1045, "timestamp": "2026-01-05T23:57:00Z", "transaction_amount_usd": 3677.73 }, { "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": 0.72, "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 prior...
{ "customer_funds_at_risk_usd": 996.41, "financial_exposure_usd": 1421.18, "recoverable_pct": 0.977 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106801", "label": "benign", "label_confidence": 0.655, "severity": "medium", "timestamp": "2026-01-05T17:21:00Z", "trace_id": "e944cf18-900a-458e-9887-4f1a6f71bf87" }
{ "account_age_days": 1984, "account_id": "ACCT-620006F67C46", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.197 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 400, "timestamp": "2026-01-05T14:06:00Z", "transaction_amount_usd": 23.39 }, { "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": 0.661, "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": 4135.54, "financial_exposure_usd": 4988.77, "recoverable_pct": 0.877 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107999", "label": "benign", "label_confidence": 0.712, "severity": "low", "timestamp": "2026-01-06T13:19:00Z", "trace_id": "14e3d0de-123a-33d4-897b-75a0cd8129af" }
{ "account_age_days": 1092, "account_id": "ACCT-A54661B07E5D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.176 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 459, "timestamp": "2026-01-06T13:19:00Z", "transaction_amount_usd": 11087.82 }, { "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": 0.686, "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": 440.97, "financial_exposure_usd": 450.87, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103136", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-03T04:16:00Z", "trace_id": "33c947f8-72f2-344a-852a-9cabdc804d6d" }
{ "account_age_days": 1752, "account_id": "ACCT-3CE2433EF0F8", "baseline_risk_score": 0.599, "kyc_tier": "tier_2", "session_entropy": 0.498 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 354, "timestamp": "2026-01-03T04:16:00Z", "transaction_amount_usd": 87423.94 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.398, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 736217.93, "financial_exposure_usd": 814998.51, "recoverable_pct": 0.776 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105789", "label": "fraudulent", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-05T00:29:00Z", "trace_id": "873b9f13-9faa-da27-0815-be363c41d0fc" }
{ "account_age_days": 100, "account_id": "ACCT-7FEC2BEF00D5", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1136, "timestamp": "2026-01-05T00:29:00Z", "transaction_amount_usd": 2565726.42 }, { "asset": "USD", "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": 0.589, "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": 3384431.04, "financial_exposure_usd": 4600110.52, "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-105840", "label": "fraudulent", "label_confidence": 0.673, "severity": "low", "timestamp": "2026-01-05T01:20:00Z", "trace_id": "243d25a8-87e3-eb30-a048-538a15530316" }
{ "account_age_days": 1236, "account_id": "ACCT-7BEE3359797E", "baseline_risk_score": 0.331, "kyc_tier": "tier_3", "session_entropy": 0.784 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 688, "timestamp": "2026-01-05T01:20:00Z", "transaction_amount_usd": 364194.57 }, { "asset": "SOL", "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": 0.891, "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": 2202642.71, "financial_exposure_usd": 2959426.41, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108687", "label": "benign", "label_confidence": 0.476, "severity": "medium", "timestamp": "2026-01-07T00:47:00Z", "trace_id": "b255693a-2d72-38a4-ad9b-d994795625bc" }
{ "account_age_days": 1398, "account_id": "ACCT-8019583263E0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 427, "timestamp": "2026-01-07T00:47:00Z", "transaction_amount_usd": 440.22 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.634, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2015.39, "financial_exposure_usd": 3078.59, "recoverable_pct": 0.82 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100082", "label": "fraudulent", "label_confidence": 0.976, "severity": "medium", "timestamp": "2026-01-01T01:22:00Z", "trace_id": "318cd979-fab0-a15d-4a5d-6ceab565f64e" }
{ "account_age_days": 800, "account_id": "ACCT-2A7CF9E9D7A7", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 395, "timestamp": "2026-01-01T00:51:00Z", "transaction_amount_usd": 18.44 }, { "asset": "USDC", "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": 0.42, "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": 678472.63, "financial_exposure_usd": 824229.64, "recoverable_pct": 0.267 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104668", "label": "fraudulent", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-04T05:48:00Z", "trace_id": "9afa4b75-f5fc-40ac-8b23-d917498dde12" }
{ "account_age_days": 1676, "account_id": "ACCT-BAB1FCC0E474", "baseline_risk_score": 0.317, "kyc_tier": "tier_1", "session_entropy": 0.702 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 440, "timestamp": "2026-01-04T05:48:00Z", "transaction_amount_usd": 1633257.88 }, { "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": 0.645, "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": 2916994.95, "financial_exposure_usd": 5645113.85, "recoverable_pct": 0.485 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108178", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-06T16:18:00Z", "trace_id": "a90187b9-4c77-8534-453d-ffc6335befea" }
{ "account_age_days": 1018, "account_id": "ACCT-61B3BB1961F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.568 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 253, "timestamp": "2026-01-06T14:57:00Z", "transaction_amount_usd": 22.7 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4044.62, "financial_exposure_usd": 9969.69, "recoverable_pct": 0.806 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105357", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-04T17:17:00Z", "trace_id": "f6e574ce-4612-4a7b-2029-8bede86a6e09" }
{ "account_age_days": 544, "account_id": "ACCT-878BB8682F0A", "baseline_risk_score": 0.358, "kyc_tier": "tier_2", "session_entropy": 0.161 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 329, "timestamp": "2026-01-04T17:17:00Z", "transaction_amount_usd": 1944896.09 }, { "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": 0.606, "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": 3358719.17, "financial_exposure_usd": 5268056.3, "recoverable_pct": 0.947 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100239", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-01T03:59:00Z", "trace_id": "e872c557-3d90-49bb-205d-8635cc87858c" }
{ "account_age_days": 55, "account_id": "ACCT-BF9BD810A17F", "baseline_risk_score": 0.608, "kyc_tier": "tier_3", "session_entropy": 0.923 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 251, "timestamp": "2026-01-01T03:59:00Z", "transaction_amount_usd": 73024.72 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 574881.85, "financial_exposure_usd": 916252.91, "recoverable_pct": 0.098 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107844", "label": "benign", "label_confidence": 0.719, "severity": "medium", "timestamp": "2026-01-06T10:44:00Z", "trace_id": "17c73492-46eb-296f-1479-3088ae17c345" }
{ "account_age_days": 265, "account_id": "ACCT-2D3DA9934460", "baseline_risk_score": 0.171, "kyc_tier": "tier_1", "session_entropy": 0.836 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 109, "timestamp": "2026-01-06T10:44:00Z", "transaction_amount_usd": 10439.68 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.581, "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": 1466.83, "financial_exposure_usd": 2158.15, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100171", "label": "fraudulent", "label_confidence": 0.952, "severity": "high", "timestamp": "2026-01-01T02:51:00Z", "trace_id": "be88f8e4-143d-bd6c-cdbb-6c1f5a8d785e" }
{ "account_age_days": 1006, "account_id": "ACCT-4AC81BDAE002", "baseline_risk_score": 0.632, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1130, "timestamp": "2026-01-01T02:51:00Z", "transaction_amount_usd": 39590.33 }, { "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": 0.709, "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": 521042.86, "financial_exposure_usd": 902628.94, "recoverable_pct": 0.186 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109637", "label": "benign", "label_confidence": 0.521, "severity": "high", "timestamp": "2026-01-07T16:37:00Z", "trace_id": "7b580df3-df61-8754-7644-822b5c9c0155" }
{ "account_age_days": 990, "account_id": "ACCT-31C56E2E0D0E", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 576, "timestamp": "2026-01-07T16:37:00Z", "transaction_amount_usd": 8316.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "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": 2037.36, "financial_exposure_usd": 2405.78, "recoverable_pct": 0.803 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101047", "label": "fraudulent", "label_confidence": 0.863, "severity": "medium", "timestamp": "2026-01-01T17:27:00Z", "trace_id": "ecc071b4-7bea-a8ea-6908-843f46bede46" }
{ "account_age_days": 1964, "account_id": "ACCT-66F922933547", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 992, "timestamp": "2026-01-01T17:27:00Z", "transaction_amount_usd": 75105.95 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.688, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 830841.07, "financial_exposure_usd": 1179544.9, "recoverable_pct": 0.613 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100301", "label": "fraudulent", "label_confidence": 0.797, "severity": "high", "timestamp": "2026-01-01T05:01:00Z", "trace_id": "68ea0d22-6c18-7782-6e96-f611e00c04a3" }
{ "account_age_days": 1038, "account_id": "ACCT-E66ECEC56852", "baseline_risk_score": 0.603, "kyc_tier": "tier_2", "session_entropy": 0.735 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 482, "timestamp": "2026-01-01T05:01:00Z", "transaction_amount_usd": 89542.56 }, { "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": 0.88, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 314411.16, "financial_exposure_usd": 621096.03, "recoverable_pct": 0.387 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101068", "label": "fraudulent", "label_confidence": 0.978, "severity": "high", "timestamp": "2026-01-01T17:48:00Z", "trace_id": "f5facb11-e17f-9fa7-3339-f168dfe52c65" }
{ "account_age_days": 43, "account_id": "ACCT-234721A47B89", "baseline_risk_score": 0.376, "kyc_tier": "tier_3", "session_entropy": 0.351 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 616, "timestamp": "2026-01-01T17:48:00Z", "transaction_amount_usd": 40902.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.492, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 963221.54, "financial_exposure_usd": 1061260.91, "recoverable_pct": 0.449 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101168", "label": "fraudulent", "label_confidence": 0.937, "severity": "critical", "timestamp": "2026-01-01T19:28:00Z", "trace_id": "e27a7451-d536-719d-19e8-4e217968e593" }
{ "account_age_days": 1137, "account_id": "ACCT-E66ACCA407EE", "baseline_risk_score": 0.491, "kyc_tier": "tier_2", "session_entropy": 0.634 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 173, "timestamp": "2026-01-01T19:28:00Z", "transaction_amount_usd": 104051.54 }, { "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": 0.905, "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": 289946.47, "financial_exposure_usd": 399562.69, "recoverable_pct": 0.225 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103501", "label": "fraudulent", "label_confidence": 0.671, "severity": "medium", "timestamp": "2026-01-03T10:21:00Z", "trace_id": "fd1cc022-d740-9b62-d649-ea8cde0c5e94" }
{ "account_age_days": 952, "account_id": "ACCT-D30CEC4B9749", "baseline_risk_score": 0.357, "kyc_tier": "tier_2", "session_entropy": 0.938 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 247, "timestamp": "2026-01-03T02:03:00Z", "transaction_amount_usd": 20.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.807, "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": 7196692.23, "financial_exposure_usd": 7220578.98, "recoverable_pct": 0.703 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100144", "label": "fraudulent", "label_confidence": 0.962, "severity": "medium", "timestamp": "2026-01-01T02:24:00Z", "trace_id": "1e4c3fdf-556e-fce4-9d9e-4da21387bcda" }
{ "account_age_days": 1011, "account_id": "ACCT-7F4218898CA1", "baseline_risk_score": 0.628, "kyc_tier": "tier_3", "session_entropy": 0.558 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 957, "timestamp": "2026-01-01T02:24:00Z", "transaction_amount_usd": 110424.9 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.843, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 87014.01, "financial_exposure_usd": 193291.18, "recoverable_pct": 0.608 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108488", "label": "benign", "label_confidence": 0.58, "severity": "high", "timestamp": "2026-01-06T21:28:00Z", "trace_id": "31a636bf-91c0-564a-927c-d9eca9b322e9" }
{ "account_age_days": 1201, "account_id": "ACCT-5EF28538D650", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.775 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 821, "timestamp": "2026-01-06T21:28:00Z", "transaction_amount_usd": 3795.36 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.758, "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": 389.1, "financial_exposure_usd": 837.72, "recoverable_pct": 0.923 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104812", "label": "fraudulent", "label_confidence": 0.758, "severity": "high", "timestamp": "2026-01-04T08:12:00Z", "trace_id": "effd0ce2-c6e9-bd7d-e137-ceca10f47709" }
{ "account_age_days": 96, "account_id": "ACCT-34DAA189FE9D", "baseline_risk_score": 0.268, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 722, "timestamp": "2026-01-04T08:12:00Z", "transaction_amount_usd": 2609665.8 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.5, "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 AND...
{ "customer_funds_at_risk_usd": 3308170.35, "financial_exposure_usd": 3815161.27, "recoverable_pct": 0.484 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104187", "label": "fraudulent", "label_confidence": 0.649, "severity": "critical", "timestamp": "2026-01-03T21:47:00Z", "trace_id": "3b1bf91d-6ff0-b85f-135f-73639a474726" }
{ "account_age_days": 1183, "account_id": "ACCT-9CF8E5E3CF33", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 98, "timestamp": "2026-01-03T14:49:00Z", "transaction_amount_usd": 23.81 }, { "asset": "ETH", "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": 0.492, "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": 4029153.2, "financial_exposure_usd": 6784345.54, "recoverable_pct": 0.42 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100503", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-01T08:23:00Z", "trace_id": "40d0e9a7-2134-928b-a376-72abb786d4cd" }
{ "account_age_days": 1514, "account_id": "ACCT-1A75C9285071", "baseline_risk_score": 0.574, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 638, "timestamp": "2026-01-01T08:23:00Z", "transaction_amount_usd": 29339.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.567, "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": 584668.89, "financial_exposure_usd": 634399.75, "recoverable_pct": 0.384 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106887", "label": "benign", "label_confidence": 0.721, "severity": "low", "timestamp": "2026-01-05T18:47:00Z", "trace_id": "95864f99-6d67-f3f1-af97-851dd8d203f8" }
{ "account_age_days": 467, "account_id": "ACCT-7D2923959E3F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.693 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 604, "timestamp": "2026-01-05T18:47:00Z", "transaction_amount_usd": 6998 }, { "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": 0.487, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1686, "financial_exposure_usd": 2040.88, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105428", "label": "fraudulent", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-04T18:28:00Z", "trace_id": "35041de9-4ab0-da15-7b70-5efb28491716" }
{ "account_age_days": 1010, "account_id": "ACCT-1C3F72A39D81", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.885 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1073, "timestamp": "2026-01-04T18:28:00Z", "transaction_amount_usd": 185753.21 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 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": 4987485.54, "financial_exposure_usd": 5162960.95, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101784", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-02T05:44:00Z", "trace_id": "5e113637-9df4-5471-ca02-4f04ec9b7d84" }
{ "account_age_days": 917, "account_id": "ACCT-75E11AD69B69", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.845 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 357, "timestamp": "2026-01-01T22:39:00Z", "transaction_amount_usd": 5.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.782, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 835047.82, "financial_exposure_usd": 1148041.65, "recoverable_pct": 0.454 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103983", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-03T18:23:00Z", "trace_id": "3a23e454-347a-3d5a-2c3a-f14c2a6804c7" }
{ "account_age_days": 1740, "account_id": "ACCT-7B75FD74A964", "baseline_risk_score": 0.12, "kyc_tier": "tier_2", "session_entropy": 0.196 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 463, "timestamp": "2026-01-03T18:23:00Z", "transaction_amount_usd": 2528872.52 }, { "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": 0.499, "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": 4513397.85, "financial_exposure_usd": 5309474.39, "recoverable_pct": 0.403 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105869", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-05T01:49:00Z", "trace_id": "71e6456e-8e63-d02d-48ad-413d80694988" }
{ "account_age_days": 545, "account_id": "ACCT-EA0CBF82E318", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.738 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 324, "timestamp": "2026-01-05T01:49:00Z", "transaction_amount_usd": 1462730.62 }, { "asset": "SOL", "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": 0.758, "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": 1506913.35, "financial_exposure_usd": 2898776.93, "recoverable_pct": 0.725 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108992", "label": "benign", "label_confidence": 0.517, "severity": "high", "timestamp": "2026-01-07T05:52:00Z", "trace_id": "53d31408-352c-50be-3af7-d0e7f02859f2" }
{ "account_age_days": 658, "account_id": "ACCT-5EEA88CF836E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.383 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 589, "timestamp": "2026-01-07T05:52:00Z", "transaction_amount_usd": 10454.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.579, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2480.01, "financial_exposure_usd": 3248.8, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103214", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-03T05:34:00Z", "trace_id": "d5611645-440e-5a40-ceb5-702ce011d109" }
{ "account_age_days": 604, "account_id": "ACCT-FB23E0B2FA3A", "baseline_risk_score": 0.573, "kyc_tier": "tier_1", "session_entropy": 0.73 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 509, "timestamp": "2026-01-03T05:34:00Z", "transaction_amount_usd": 21624.48 }, { "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": 0.785, "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": 766403.8, "financial_exposure_usd": 1011249.29, "recoverable_pct": 0.138 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107825", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T10:25:00Z", "trace_id": "d6cfa14a-84a0-65e9-5a08-4bf1faa7968b" }
{ "account_age_days": 174, "account_id": "ACCT-19256680CF6B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 251, "timestamp": "2026-01-06T05:59:00Z", "transaction_amount_usd": 13.86 }, { "asset": "BTC", "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": 0.598, "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": 3670.95, "financial_exposure_usd": 4133.64, "recoverable_pct": 0.656 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106622", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-05T14:22:00Z", "trace_id": "90b142f2-9d4b-2bf1-d981-043b3da5c129" }
{ "account_age_days": 1438, "account_id": "ACCT-C74997C7D9B1", "baseline_risk_score": 0.201, "kyc_tier": "tier_1", "session_entropy": 0.702 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 166, "timestamp": "2026-01-05T04:54:00Z", "transaction_amount_usd": 3.12 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.721, "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": 5404881.8, "financial_exposure_usd": 7037344.13, "recoverable_pct": 0.824 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104547", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-04T03:47:00Z", "trace_id": "bf918934-2691-400a-3e3b-082d65859531" }
{ "account_age_days": 921, "account_id": "ACCT-D5E29F7D4159", "baseline_risk_score": 0.202, "kyc_tier": "tier_1", "session_entropy": 0.806 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 981, "timestamp": "2026-01-04T03:47:00Z", "transaction_amount_usd": 2499398.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.883, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1866124.07, "financial_exposure_usd": 3286406.47, "recoverable_pct": 0.877 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108898", "label": "benign", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-07T04:18:00Z", "trace_id": "45cce3dd-8631-ac73-07fc-f50504354b45" }
{ "account_age_days": 825, "account_id": "ACCT-E47D62B4C6B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 605, "timestamp": "2026-01-07T04:18:00Z", "transaction_amount_usd": 505.98 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3547.29, "financial_exposure_usd": 4724.21, "recoverable_pct": 0.652 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106877", "label": "benign", "label_confidence": 0.48, "severity": "low", "timestamp": "2026-01-05T18:37:00Z", "trace_id": "fb485cbe-49cb-61ae-8352-64ec3b6d179d" }
{ "account_age_days": 572, "account_id": "ACCT-E4A5E3A332A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.58 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 401, "timestamp": "2026-01-05T18:37:00Z", "transaction_amount_usd": 2357.59 }, { "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": 0.711, "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": 4172.05, "financial_exposure_usd": 6531.41, "recoverable_pct": 0.683 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100205", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-01T03:25:00Z", "trace_id": "fae9df3f-585b-8128-4002-c5eb9cd3e931" }
{ "account_age_days": 1114, "account_id": "ACCT-242E4CFF6490", "baseline_risk_score": 0.567, "kyc_tier": "tier_3", "session_entropy": 0.5 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 538, "timestamp": "2026-01-01T03:25:00Z", "transaction_amount_usd": 110371.47 }, { "asset": "JPY", "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": 0.53, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 278546.26, "financial_exposure_usd": 646982.42, "recoverable_pct": 0.185 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108632", "label": "benign", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-06T23:52:00Z", "trace_id": "6cd77a48-640e-cc6c-580b-d7714c1101f2" }
{ "account_age_days": 1948, "account_id": "ACCT-8A38D3350AC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 371, "timestamp": "2026-01-06T23:52:00Z", "transaction_amount_usd": 8494.55 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.735, "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": 1832.24, "financial_exposure_usd": 3259.2, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100246", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-01T04:06:00Z", "trace_id": "c6b98ce2-242b-ba10-c7d0-b0d14b5fdf70" }
{ "account_age_days": 836, "account_id": "ACCT-92AA71D561E7", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.422 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 127, "timestamp": "2026-01-01T04:06:00Z", "transaction_amount_usd": 67401.93 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.904, "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": 443737.4, "financial_exposure_usd": 1085039, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104293", "label": "fraudulent", "label_confidence": 0.743, "severity": "critical", "timestamp": "2026-01-03T23:33:00Z", "trace_id": "51645f6b-3709-5c06-e33b-fac4ceaa252b" }
{ "account_age_days": 695, "account_id": "ACCT-A1342ABB0233", "baseline_risk_score": 0.306, "kyc_tier": "tier_1", "session_entropy": 0.598 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 548, "timestamp": "2026-01-03T23:33:00Z", "transaction_amount_usd": 1296499.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.394, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4420451.36, "financial_exposure_usd": 4433964.48, "recoverable_pct": 0.548 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102649", "label": "fraudulent", "label_confidence": 0.95, "severity": "medium", "timestamp": "2026-01-02T20:09:00Z", "trace_id": "263e0065-0cd6-a39e-b702-317dedb9c08a" }
{ "account_age_days": 871, "account_id": "ACCT-F8C369453F61", "baseline_risk_score": 0.439, "kyc_tier": "tier_1", "session_entropy": 0.889 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1110, "timestamp": "2026-01-02T20:09:00Z", "transaction_amount_usd": 102483.98 }, { "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": 0.688, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 874789.99, "financial_exposure_usd": 1172632.28, "recoverable_pct": 0.682 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103706", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-03T13:46:00Z", "trace_id": "8b638da5-fd63-7813-6b95-d3bd410e9f9c" }
{ "account_age_days": 509, "account_id": "ACCT-14FC2FE0ED8F", "baseline_risk_score": 0.306, "kyc_tier": "tier_3", "session_entropy": 0.903 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 921, "timestamp": "2026-01-03T13:46:00Z", "transaction_amount_usd": 1684093.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.697, "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": 2865115.21, "financial_exposure_usd": 2905086.84, "recoverable_pct": 0.647 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108321", "label": "benign", "label_confidence": 0.544, "severity": "low", "timestamp": "2026-01-06T18:41:00Z", "trace_id": "085415df-66b3-48f7-cb73-5f3680537db1" }
{ "account_age_days": 346, "account_id": "ACCT-744AB9DD516B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.623 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 157, "timestamp": "2026-01-06T18:06:00Z", "transaction_amount_usd": 3.85 }, { "asset": "USDT", "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": 0.624, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 6549.24, "financial_exposure_usd": 6918.19, "recoverable_pct": 0.434 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103093", "label": "fraudulent", "label_confidence": 0.867, "severity": "high", "timestamp": "2026-01-03T03:33:00Z", "trace_id": "ba684e6c-ae72-6c4c-816d-ced8a60b07b8" }
{ "account_age_days": 177, "account_id": "ACCT-9E9FB584BA7F", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 146, "timestamp": "2026-01-02T19:51:00Z", "transaction_amount_usd": 22.4 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.693, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "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": 586202.03, "financial_exposure_usd": 603590.5, "recoverable_pct": 0.155 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103563", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-03T11:23:00Z", "trace_id": "28d7ee6a-b282-b99a-08d1-42654b84d826" }
{ "account_age_days": 851, "account_id": "ACCT-1225C41DDEB4", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.291 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 895, "timestamp": "2026-01-03T11:23:00Z", "transaction_amount_usd": 2128532.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.432, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3996077.03, "financial_exposure_usd": 6475285.45, "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-108270", "label": "benign", "label_confidence": 0.503, "severity": "medium", "timestamp": "2026-01-06T17:50:00Z", "trace_id": "69c4b7a9-0eca-6cd8-5ad1-a3a3249d4bbb" }
{ "account_age_days": 1656, "account_id": "ACCT-498BE33FD7D8", "baseline_risk_score": 0.071, "kyc_tier": "tier_3", "session_entropy": 0.133 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 826, "timestamp": "2026-01-06T17:50:00Z", "transaction_amount_usd": 2632.45 }, { "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": 0.769, "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": 853.38, "financial_exposure_usd": 1613.53, "recoverable_pct": 0.467 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104947", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-04T10:27:00Z", "trace_id": "59da4631-f1d0-05da-0a74-7024b3f98741" }
{ "account_age_days": 1622, "account_id": "ACCT-6FB4354DB829", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 310, "timestamp": "2026-01-03T23:41:00Z", "transaction_amount_usd": 20.2 }, { "asset": "USDT", "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": 0.614, "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": 2303769.16, "financial_exposure_usd": 4904881.55, "recoverable_pct": 0.416 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106124", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-05T06:04:00Z", "trace_id": "8f4de981-7de2-fda0-dfe8-157e1d98f7f1" }
{ "account_age_days": 1317, "account_id": "ACCT-7836EC47E800", "baseline_risk_score": 0.205, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 442, "timestamp": "2026-01-05T06:04:00Z", "transaction_amount_usd": 1145184.79 }, { "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": 0.771, "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": 1874690.43, "financial_exposure_usd": 3856876.38, "recoverable_pct": 0.574 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105350", "label": "fraudulent", "label_confidence": 0.842, "severity": "medium", "timestamp": "2026-01-04T17:10:00Z", "trace_id": "44397235-51a4-52f9-c9c4-3d63e8b610f2" }
{ "account_age_days": 638, "account_id": "ACCT-011C4208A2DD", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 211, "timestamp": "2026-01-04T14:46:00Z", "transaction_amount_usd": 21.14 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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 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": 848174.57, "financial_exposure_usd": 1611109.97, "recoverable_pct": 0.625 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109033", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T06:33:00Z", "trace_id": "325c13d8-237b-4ed6-44f6-01de1dff8bc0" }
{ "account_age_days": 972, "account_id": "ACCT-29EECFA38E28", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.557 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 304, "timestamp": "2026-01-07T02:08:00Z", "transaction_amount_usd": 19.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.614, "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": 1218.94, "financial_exposure_usd": 2142.58, "recoverable_pct": 0.551 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108056", "label": "benign", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-06T14:16:00Z", "trace_id": "04701015-457e-8f77-5d4f-1c7fc5d3f2c7" }
{ "account_age_days": 1676, "account_id": "ACCT-A97FC863E10E", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 260, "timestamp": "2026-01-06T13:29:00Z", "transaction_amount_usd": 7.8 }, { "asset": "ETH", "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": 0.493, "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": 2293.9, "financial_exposure_usd": 3231.97, "recoverable_pct": 0.441 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108025", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T13:45:00Z", "trace_id": "34ca55c8-c4e2-5b39-0262-f4a3e03cf04b" }
{ "account_age_days": 670, "account_id": "ACCT-B81AFD3E8C48", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.926 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 871, "timestamp": "2026-01-06T13:45:00Z", "transaction_amount_usd": 10204.89 }, { "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": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2922.65, "financial_exposure_usd": 3595.72, "recoverable_pct": 0.831 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103905", "label": "fraudulent", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-03T17:05:00Z", "trace_id": "d35ccd23-e320-b76b-a28e-4b46061bd27e" }
{ "account_age_days": 240, "account_id": "ACCT-1494232E90C5", "baseline_risk_score": 0.079, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 405, "timestamp": "2026-01-03T17:05:00Z", "transaction_amount_usd": 2810624.79 }, { "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": 0.594, "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": 3224554.16, "financial_exposure_usd": 7900789.65, "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-106758", "label": "benign", "label_confidence": 0.458, "severity": "medium", "timestamp": "2026-01-05T16:38:00Z", "trace_id": "68936534-5ac6-5eb6-d323-f62552b62d53" }
{ "account_age_days": 824, "account_id": "ACCT-82E8F2F7A441", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.153 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 626, "timestamp": "2026-01-05T16:38:00Z", "transaction_amount_usd": 434.99 }, { "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": 0.546, "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": 846.26, "financial_exposure_usd": 1410.22, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100399", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-01T06:39:00Z", "trace_id": "b38fda15-f03b-bd44-a604-efc616010fdd" }
{ "account_age_days": 241, "account_id": "ACCT-BBFF1E4B7236", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.682 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 707, "timestamp": "2026-01-01T06:39:00Z", "transaction_amount_usd": 88724.38 }, { "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": 0.65, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 88912.17, "financial_exposure_usd": 97934.44, "recoverable_pct": 0.204 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101631", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-02T03:11:00Z", "trace_id": "2165d436-d037-c5e3-3183-1b8a98b95626" }
{ "account_age_days": 24, "account_id": "ACCT-68C6E99012E5", "baseline_risk_score": 0.36, "kyc_tier": "tier_3", "session_entropy": 0.592 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 97, "timestamp": "2026-01-02T03:11:00Z", "transaction_amount_usd": 25427.54 }, { "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": 0.535, "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": 429924.77, "financial_exposure_usd": 932395.53, "recoverable_pct": 0.819 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106197", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-05T07:17:00Z", "trace_id": "e79ab6ec-78e5-2cb6-80bf-8a3452115cd9" }
{ "account_age_days": 1477, "account_id": "ACCT-D40604135CB8", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.476 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 393, "timestamp": "2026-01-04T19:42:00Z", "transaction_amount_usd": 14.44 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.702, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1707939.62, "financial_exposure_usd": 3262606.34, "recoverable_pct": 0.936 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109354", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-07T11:54:00Z", "trace_id": "1196663f-2e03-c8ac-3881-857b96ab6bd4" }
{ "account_age_days": 826, "account_id": "ACCT-07930CE9D0B0", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.4 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 227, "timestamp": "2026-01-07T04:03:00Z", "transaction_amount_usd": 3.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.531, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2183.84, "financial_exposure_usd": 3229.58, "recoverable_pct": 0.567 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105878", "label": "fraudulent", "label_confidence": 0.772, "severity": "low", "timestamp": "2026-01-05T01:58:00Z", "trace_id": "24097576-1b1f-416b-04b4-b5db4ce28ee2" }
{ "account_age_days": 182, "account_id": "ACCT-C6A0EC4DC4BA", "baseline_risk_score": 0.264, "kyc_tier": "tier_2", "session_entropy": 0.25 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 886, "timestamp": "2026-01-05T01:58:00Z", "transaction_amount_usd": 1073645.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.723, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2085591.79, "financial_exposure_usd": 3628020.74, "recoverable_pct": 0.453 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107471", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-06T04:31:00Z", "trace_id": "5b7e6870-2efb-b225-5ae6-dcb985b1c7a8" }
{ "account_age_days": 1681, "account_id": "ACCT-A2B0DC67917A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.681 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 969, "timestamp": "2026-01-06T04:31:00Z", "transaction_amount_usd": 12243.9 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.696, "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": 1753.23, "financial_exposure_usd": 2241.13, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100225", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-01T03:45:00Z", "trace_id": "112bc360-0ad2-7057-c127-cdfd9b23854f" }
{ "account_age_days": 1341, "account_id": "ACCT-E8CDEA8A7710", "baseline_risk_score": 0.619, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 361, "timestamp": "2025-12-31T20:38:00Z", "transaction_amount_usd": 12.25 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.709, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 538575.97, "financial_exposure_usd": 603340.65, "recoverable_pct": 0.469 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105279", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-04T15:59:00Z", "trace_id": "c6e1e162-780a-07be-46fa-dc60538a293b" }
{ "account_age_days": 896, "account_id": "ACCT-E0F9099D89E8", "baseline_risk_score": 0.382, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 404, "timestamp": "2026-01-04T15:59:00Z", "transaction_amount_usd": 1272972.68 }, { "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": 0.663, "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": 4507826.6, "financial_exposure_usd": 6118731.17, "recoverable_pct": 0.983 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108927", "label": "benign", "label_confidence": 0.541, "severity": "high", "timestamp": "2026-01-07T04:47:00Z", "trace_id": "b219422d-12f9-d3ec-7ca3-c452f45b88e6" }
{ "account_age_days": 479, "account_id": "ACCT-117CF4111884", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.792 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 123, "timestamp": "2026-01-07T04:47:00Z", "transaction_amount_usd": 12487.02 }, { "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": 0.726, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3941.36, "financial_exposure_usd": 6687.28, "recoverable_pct": 0.5 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101212", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-01T20:12:00Z", "trace_id": "feff6711-927c-b7d0-e6fd-e7a53d5e4c16" }
{ "account_age_days": 1264, "account_id": "ACCT-41B9FAFCBA68", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.727 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 96, "timestamp": "2026-01-01T18:12:00Z", "transaction_amount_usd": 4.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.377, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 863459.36, "financial_exposure_usd": 1106384.03, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108883", "label": "benign", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-07T04:03:00Z", "trace_id": "9058524f-daca-b362-6894-c655566bc823" }
{ "account_age_days": 108, "account_id": "ACCT-1413015F622F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.102 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 804, "timestamp": "2026-01-07T04:03:00Z", "transaction_amount_usd": 11363.99 }, { "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": 0.466, "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": 3732.92, "financial_exposure_usd": 6156.65, "recoverable_pct": 0.599 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103361", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-03T08:01:00Z", "trace_id": "fd55fe91-d369-2210-f929-3516daf25d84" }
{ "account_age_days": 221, "account_id": "ACCT-4D041B03CEF9", "baseline_risk_score": 0.261, "kyc_tier": "tier_2", "session_entropy": 0.766 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 158, "timestamp": "2026-01-03T08:01:00Z", "transaction_amount_usd": 2902800.24 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.496, "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": 3209150.97, "financial_exposure_usd": 6834046.29, "recoverable_pct": 0.9 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104146", "label": "fraudulent", "label_confidence": 0.773, "severity": "medium", "timestamp": "2026-01-03T21:06:00Z", "trace_id": "36fa034e-6079-45ab-2a19-818c6af78f74" }
{ "account_age_days": 1977, "account_id": "ACCT-67DDEAB25253", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 705, "timestamp": "2026-01-03T21:06:00Z", "transaction_amount_usd": 2558176.3 }, { "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": 0.532, "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": 6343270.17, "financial_exposure_usd": 6804696.17, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106464", "label": "fraudulent", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-05T11:44:00Z", "trace_id": "023919f7-76a4-276b-a29b-8ba48c8d9712" }
{ "account_age_days": 263, "account_id": "ACCT-76CADF19321A", "baseline_risk_score": 0.415, "kyc_tier": "tier_2", "session_entropy": 0.199 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1126, "timestamp": "2026-01-05T11:44:00Z", "transaction_amount_usd": 2630984.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.661, "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": 3662727.93, "financial_exposure_usd": 6243562.24, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100427", "label": "fraudulent", "label_confidence": 0.958, "severity": "high", "timestamp": "2026-01-01T07:07:00Z", "trace_id": "2f40e722-1c7d-a3b3-18f2-3779e63f174d" }
{ "account_age_days": 1609, "account_id": "ACCT-AE85E8619BF6", "baseline_risk_score": 0.379, "kyc_tier": "tier_2", "session_entropy": 0.117 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 282, "timestamp": "2025-12-31T22:48:00Z", "transaction_amount_usd": 0.04 }, { "asset": "BTC", "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": 0.37, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 322077.4, "financial_exposure_usd": 409193.07, "recoverable_pct": 0.195 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100934", "label": "fraudulent", "label_confidence": 0.815, "severity": "critical", "timestamp": "2026-01-01T15:34:00Z", "trace_id": "2242b585-a859-a15a-92e0-0998a1719b1d" }
{ "account_age_days": 1705, "account_id": "ACCT-3F58FA585DB0", "baseline_risk_score": 0.311, "kyc_tier": "tier_1", "session_entropy": 0.733 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 117, "timestamp": "2026-01-01T13:10:00Z", "transaction_amount_usd": 6.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 652155.81, "financial_exposure_usd": 862886.03, "recoverable_pct": 0.01 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106425", "label": "fraudulent", "label_confidence": 0.606, "severity": "medium", "timestamp": "2026-01-05T11:05:00Z", "trace_id": "1d9e6692-12b5-82df-f7ac-f49d0a88ee79" }
{ "account_age_days": 1237, "account_id": "ACCT-B956B8A0D16E", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.519 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1077, "timestamp": "2026-01-05T11:05:00Z", "transaction_amount_usd": 1221266.18 }, { "asset": "BTC", "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": 0.558, "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": 4393560.22, "financial_exposure_usd": 6488194.76, "recoverable_pct": 0.605 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104289", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-03T23:29:00Z", "trace_id": "cb75abf0-6a52-ca6b-a806-5be575bd4697" }
{ "account_age_days": 774, "account_id": "ACCT-C2516A355696", "baseline_risk_score": 0.26, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 162, "timestamp": "2026-01-03T11:34:00Z", "transaction_amount_usd": 19.25 }, { "asset": "USDC", "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": 0.451, "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": 54675.18, "financial_exposure_usd": 79331.73, "recoverable_pct": 0.666 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102957", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-03T01:17:00Z", "trace_id": "614e7c57-d05f-9492-087b-124e86793e3d" }
{ "account_age_days": 1082, "account_id": "ACCT-D90CC11390D8", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.845 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 570, "timestamp": "2026-01-03T01:17:00Z", "transaction_amount_usd": 97110.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.887, "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": 349467.11, "financial_exposure_usd": 682952.92, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107321", "label": "benign", "label_confidence": 0.595, "severity": "low", "timestamp": "2026-01-06T02:01:00Z", "trace_id": "e2446827-1dde-2d16-5d86-989c8c693fe4" }
{ "account_age_days": 498, "account_id": "ACCT-708E0E104027", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.777 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 630, "timestamp": "2026-01-06T02:01:00Z", "transaction_amount_usd": 13606.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.679, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 2224.54, "financial_exposure_usd": 3003.33, "recoverable_pct": 0.959 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101483", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-02T00:43:00Z", "trace_id": "76fe043c-2630-e6b0-07ff-bb9249019e00" }
{ "account_age_days": 1799, "account_id": "ACCT-E1310F0E000B", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.784 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 166, "timestamp": "2026-01-01T15:02:00Z", "transaction_amount_usd": 4.75 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.402, "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": 345084.11, "financial_exposure_usd": 553910.2, "recoverable_pct": 0.025 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103302", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-03T07:02:00Z", "trace_id": "b19e0762-988b-f72d-e4a1-37f7c8bc883f" }
{ "account_age_days": 63, "account_id": "ACCT-F892C8A03E50", "baseline_risk_score": 0.577, "kyc_tier": "tier_3", "session_entropy": 0.129 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 702, "timestamp": "2026-01-03T07:02:00Z", "transaction_amount_usd": 97153.1 }, { "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": 0.556, "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": 725979.88, "financial_exposure_usd": 1668773.4, "recoverable_pct": 0.303 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101536", "label": "fraudulent", "label_confidence": 0.822, "severity": "critical", "timestamp": "2026-01-02T01:36:00Z", "trace_id": "007ef8b4-ebfb-9cde-8ba1-6fbfe626f225" }
{ "account_age_days": 1520, "account_id": "ACCT-223425143869", "baseline_risk_score": 0.584, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 779, "timestamp": "2026-01-02T01:36:00Z", "transaction_amount_usd": 98148.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.681, "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": 713648.25, "financial_exposure_usd": 1024841.36, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102101", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-02T11:01:00Z", "trace_id": "b4917408-58f0-407f-8edf-4c003f83542e" }
{ "account_age_days": 1087, "account_id": "ACCT-4B96C644E406", "baseline_risk_score": 0.603, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 121, "timestamp": "2026-01-02T07:26:00Z", "transaction_amount_usd": 19.76 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.778, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 234634.32, "financial_exposure_usd": 306954.35, "recoverable_pct": 0.302 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106209", "label": "fraudulent", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-05T07:29:00Z", "trace_id": "0b2ba6f2-3e8d-9484-3f8b-cb4776cb6025" }
{ "account_age_days": 1593, "account_id": "ACCT-BD569F36879C", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 337, "timestamp": "2026-01-05T01:10:00Z", "transaction_amount_usd": 0.36 }, { "asset": "EUR", "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": 0.86, "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 p...
{ "customer_funds_at_risk_usd": 523257.77, "financial_exposure_usd": 635244.83, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105048", "label": "fraudulent", "label_confidence": 0.619, "severity": "medium", "timestamp": "2026-01-04T12:08:00Z", "trace_id": "f290ba97-1482-70b6-29aa-e11e351a0b00" }
{ "account_age_days": 781, "account_id": "ACCT-EC791652D42A", "baseline_risk_score": 0.162, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 196, "timestamp": "2026-01-04T00:10:00Z", "transaction_amount_usd": 9.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.466, "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": 2659771.87, "financial_exposure_usd": 3264144.69, "recoverable_pct": 0.972 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100363", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-01T06:03:00Z", "trace_id": "2a63c44e-e5c6-7b63-295c-1fe4f2c416f1" }
{ "account_age_days": 644, "account_id": "ACCT-0062050E13F5", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.219 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 667, "timestamp": "2026-01-01T06:03:00Z", "transaction_amount_usd": 11738.18 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.899, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 311032.52, "financial_exposure_usd": 616714.86, "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-105185", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-04T14:25:00Z", "trace_id": "9ec92632-244d-8ab2-468c-974588903307" }
{ "account_age_days": 347, "account_id": "ACCT-7F2112831FBC", "baseline_risk_score": 0.342, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 339, "timestamp": "2026-01-04T12:26:00Z", "transaction_amount_usd": 0.05 }, { "asset": "ETH", "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": 0.777, "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": 1613481.09, "financial_exposure_usd": 2979338.19, "recoverable_pct": 0.906 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101028", "label": "fraudulent", "label_confidence": 0.978, "severity": "high", "timestamp": "2026-01-01T17:08:00Z", "trace_id": "c180b76e-b5a4-160b-168c-76faa5298ef2" }
{ "account_age_days": 1755, "account_id": "ACCT-23A0C3671962", "baseline_risk_score": 0.518, "kyc_tier": "tier_1", "session_entropy": 0.392 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 484, "timestamp": "2026-01-01T17:08:00Z", "transaction_amount_usd": 9839.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "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": 512749.53, "financial_exposure_usd": 528347.38, "recoverable_pct": 0.226 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103512", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-03T10:32:00Z", "trace_id": "491c5fa3-410a-c938-159b-5d9b5dcb3016" }
{ "account_age_days": 1203, "account_id": "ACCT-568B81721150", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.574 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 217, "timestamp": "2026-01-03T10:32:00Z", "transaction_amount_usd": 1124641.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.93, "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 post...
{ "customer_funds_at_risk_usd": 2570110.11, "financial_exposure_usd": 2759416.63, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100217", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-01T03:37:00Z", "trace_id": "3036781c-c0d9-8272-e52e-1409b1a63ccf" }
{ "account_age_days": 1405, "account_id": "ACCT-59DEBC39E171", "baseline_risk_score": 0.558, "kyc_tier": "tier_2", "session_entropy": 0.907 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 227, "timestamp": "2026-01-01T03:37:00Z", "transaction_amount_usd": 116329.02 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.578, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 619156.47, "financial_exposure_usd": 723795.87, "recoverable_pct": 0.074 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107591", "label": "benign", "label_confidence": 0.599, "severity": "high", "timestamp": "2026-01-06T06:31:00Z", "trace_id": "eac9e41e-7450-d531-6f36-e8b8c388fb59" }
{ "account_age_days": 1206, "account_id": "ACCT-980EC33E2467", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.892 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 717, "timestamp": "2026-01-06T06:31:00Z", "transaction_amount_usd": 14643.58 }, { "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": 0.762, "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": 1814.44, "financial_exposure_usd": 4053.97, "recoverable_pct": 0.539 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102744", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-02T21:44:00Z", "trace_id": "5c9ff859-6a96-f5f6-b76d-d139014a0497" }
{ "account_age_days": 1207, "account_id": "ACCT-11245142129F", "baseline_risk_score": 0.586, "kyc_tier": "tier_3", "session_entropy": 0.915 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 474, "timestamp": "2026-01-02T21:44:00Z", "transaction_amount_usd": 88521.51 }, { "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": 0.433, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 122498.31, "financial_exposure_usd": 151575.18, "recoverable_pct": 0.382 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101399", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-01T23:19:00Z", "trace_id": "38856894-ef33-884b-e5e5-9a96c78cc784" }
{ "account_age_days": 105, "account_id": "ACCT-3E00470512CC", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.651 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 397, "timestamp": "2026-01-01T23:19:00Z", "transaction_amount_usd": 75307.3 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.708, "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": 453536.81, "financial_exposure_usd": 531601.63, "recoverable_pct": 0.155 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103409", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-03T08:49:00Z", "trace_id": "d879c196-fe57-820b-aec7-7e7ca4ccac14" }
{ "account_age_days": 1148, "account_id": "ACCT-081B5CC4D661", "baseline_risk_score": 0.232, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 739, "timestamp": "2026-01-03T08:49:00Z", "transaction_amount_usd": 802152.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.91, "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": 1174759.91, "financial_exposure_usd": 1246815.18, "recoverable_pct": 0.837 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108193", "label": "benign", "label_confidence": 0.508, "severity": "low", "timestamp": "2026-01-06T16:33:00Z", "trace_id": "df8222ae-32d8-c8ac-13ed-d5a8aaf7cca5" }
{ "account_age_days": 684, "account_id": "ACCT-ED383825A448", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 319, "timestamp": "2026-01-06T13:14:00Z", "transaction_amount_usd": 0.21 }, { "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": 0.678, "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": 1223.02, "financial_exposure_usd": 1669.01, "recoverable_pct": 0.434 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103525", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-03T10:45:00Z", "trace_id": "67b1a509-f020-6e0a-ea65-e24bb91e0e86" }
{ "account_age_days": 1028, "account_id": "ACCT-BF6E70EC0F32", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 91, "timestamp": "2026-01-03T02:37:00Z", "transaction_amount_usd": 4.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1582943.75, "financial_exposure_usd": 2798263.42, "recoverable_pct": 0.931 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }