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-108433", "label": "benign", "label_confidence": 0.583, "severity": "low", "timestamp": "2026-01-06T20:33:00Z", "trace_id": "19adf86f-77ac-76e2-75ee-278bac03ef73" }
{ "account_age_days": 24, "account_id": "ACCT-CAF66B0A6A10", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.494 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 759, "timestamp": "2026-01-06T20:33:00Z", "transaction_amount_usd": 5455.75 }, { "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": 0.467, "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": 2965.33, "financial_exposure_usd": 3736.49, "recoverable_pct": 0.704 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109665", "label": "benign", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-07T17:05:00Z", "trace_id": "6a7005d8-22a6-1f20-fc2a-3a028ab977dd" }
{ "account_age_days": 1456, "account_id": "ACCT-8FB282737500", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.426 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 374, "timestamp": "2026-01-07T14:11:00Z", "transaction_amount_usd": 11.91 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.526, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 916.98, "financial_exposure_usd": 1850.99, "recoverable_pct": 0.513 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104268", "label": "fraudulent", "label_confidence": 0.871, "severity": "critical", "timestamp": "2026-01-03T23:08:00Z", "trace_id": "6e19dd3f-daf8-4cc1-c4b8-b395e280427f" }
{ "account_age_days": 580, "account_id": "ACCT-DD34EB264854", "baseline_risk_score": 0.213, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 916, "timestamp": "2026-01-03T23:08:00Z", "transaction_amount_usd": 2834780.74 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3166215.2, "financial_exposure_usd": 3518948.48, "recoverable_pct": 0.677 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108842", "label": "benign", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-07T03:22:00Z", "trace_id": "ffb858fd-3195-e6a1-9e58-6a89fb0b3bc6" }
{ "account_age_days": 1437, "account_id": "ACCT-486664B4E5C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.208 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 411, "timestamp": "2026-01-07T03:22:00Z", "transaction_amount_usd": 5593.97 }, { "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": 0.717, "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": 2793.03, "financial_exposure_usd": 3142.8, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109671", "label": "benign", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-07T17:11:00Z", "trace_id": "57cdb111-b5f2-1c8a-109e-8027774ddd0a" }
{ "account_age_days": 513, "account_id": "ACCT-C7B045616052", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 314, "timestamp": "2026-01-07T17:11:00Z", "transaction_amount_usd": 1597.04 }, { "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": 0.706, "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": 1920.92, "financial_exposure_usd": 2224.47, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108141", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-06T15:41:00Z", "trace_id": "0de34784-b505-34eb-c113-f7d8a721f1c7" }
{ "account_age_days": 1678, "account_id": "ACCT-94E62D0F5977", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.816 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 506, "timestamp": "2026-01-06T15:41:00Z", "transaction_amount_usd": 12095.93 }, { "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": 0.688, "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": 989.13, "financial_exposure_usd": 1318.88, "recoverable_pct": 0.927 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103725", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-03T14:05:00Z", "trace_id": "9a865bd6-2321-fd67-2864-5305771d181d" }
{ "account_age_days": 1492, "account_id": "ACCT-4E76BF28F57F", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.372 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 718, "timestamp": "2026-01-03T14:05:00Z", "transaction_amount_usd": 1904026.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.372, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2603320.82, "financial_exposure_usd": 4822928.43, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103925", "label": "fraudulent", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-03T17:25:00Z", "trace_id": "9fcdfeb7-788f-77da-9a23-f5d3a2cbd010" }
{ "account_age_days": 1068, "account_id": "ACCT-F804648E8BCA", "baseline_risk_score": 0.32, "kyc_tier": "tier_1", "session_entropy": 0.473 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 626, "timestamp": "2026-01-03T17:25:00Z", "transaction_amount_usd": 2252654.07 }, { "asset": "EUR", "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": 0.731, "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": 2766209.15, "financial_exposure_usd": 3015227.12, "recoverable_pct": 0.549 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108446", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-06T20:46:00Z", "trace_id": "7ec52596-bf5e-7376-9aa5-f7c61c906093" }
{ "account_age_days": 1657, "account_id": "ACCT-66DC680A93DC", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.322 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 562, "timestamp": "2026-01-06T20:46:00Z", "transaction_amount_usd": 6283.99 }, { "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": 0.599, "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": 964.64, "financial_exposure_usd": 1217.87, "recoverable_pct": 0.496 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101811", "label": "fraudulent", "label_confidence": 0.963, "severity": "critical", "timestamp": "2026-01-02T06:11:00Z", "trace_id": "f5826ec2-c754-ffdb-969d-5f61f475faf7" }
{ "account_age_days": 1551, "account_id": "ACCT-1E7D9E234E43", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.944 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 325, "timestamp": "2026-01-01T18:11:00Z", "transaction_amount_usd": 18.72 }, { "asset": "SOL", "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": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 548865.26, "financial_exposure_usd": 618674.22, "recoverable_pct": 0.065 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109490", "label": "benign", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-07T14:10:00Z", "trace_id": "ea00a40c-b62c-9a0f-12f9-9bf50c67f551" }
{ "account_age_days": 1524, "account_id": "ACCT-62DE54C7048B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.807 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 201, "timestamp": "2026-01-07T12:31:00Z", "transaction_amount_usd": 9.76 }, { "asset": "EUR", "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": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 291.36, "financial_exposure_usd": 633.57, "recoverable_pct": 0.61 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106519", "label": "fraudulent", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-05T12:39:00Z", "trace_id": "31e411c0-534d-83dc-f70a-94c3fbeb97e1" }
{ "account_age_days": 1416, "account_id": "ACCT-1B9712B6A092", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.642 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 647, "timestamp": "2026-01-05T12:39:00Z", "transaction_amount_usd": 72691.99 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.614, "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": 4007163.95, "financial_exposure_usd": 6088771.26, "recoverable_pct": 0.685 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108579", "label": "benign", "label_confidence": 0.507, "severity": "low", "timestamp": "2026-01-06T22:59:00Z", "trace_id": "08176c5f-cb18-84b3-6f3f-68f1fe97aa09" }
{ "account_age_days": 138, "account_id": "ACCT-DD718EE96C72", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.884 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 911, "timestamp": "2026-01-06T22:59:00Z", "transaction_amount_usd": 3717.84 }, { "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": 0.74, "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 pr...
{ "customer_funds_at_risk_usd": 959.98, "financial_exposure_usd": 2132.74, "recoverable_pct": 0.853 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102423", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-02T16:23:00Z", "trace_id": "ebc179f1-1e78-ce0a-a535-8dd09fed054a" }
{ "account_age_days": 552, "account_id": "ACCT-7DDB1AB0D1F9", "baseline_risk_score": 0.398, "kyc_tier": "tier_1", "session_entropy": 0.945 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 400, "timestamp": "2026-01-02T16:23:00Z", "transaction_amount_usd": 72623.06 }, { "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": 0.468, "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": 451387.48, "financial_exposure_usd": 1115990.94, "recoverable_pct": 0.135 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108713", "label": "benign", "label_confidence": 0.534, "severity": "medium", "timestamp": "2026-01-07T01:13:00Z", "trace_id": "8393a082-3490-5a44-c625-5af5d6466c9d" }
{ "account_age_days": 562, "account_id": "ACCT-723838D6DBF5", "baseline_risk_score": 0.116, "kyc_tier": "tier_3", "session_entropy": 0.363 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1189, "timestamp": "2026-01-07T01:13:00Z", "transaction_amount_usd": 14246.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "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": 2428.17, "financial_exposure_usd": 3217.9, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106210", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-05T07:30:00Z", "trace_id": "8998eb1b-fb4d-398d-7ea8-e217d206a38e" }
{ "account_age_days": 764, "account_id": "ACCT-97CF9C0AE769", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 464, "timestamp": "2026-01-05T07:30:00Z", "transaction_amount_usd": 539785.26 }, { "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": 0.892, "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": 5094083.06, "financial_exposure_usd": 5342721.23, "recoverable_pct": 0.661 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105263", "label": "fraudulent", "label_confidence": 0.799, "severity": "medium", "timestamp": "2026-01-04T15:43:00Z", "trace_id": "222cdda9-98aa-9a22-ce0f-3fbcbd951a88" }
{ "account_age_days": 1662, "account_id": "ACCT-AFA0D30AB555", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.934 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1173, "timestamp": "2026-01-04T15:43:00Z", "transaction_amount_usd": 146322.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.518, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1829105.79, "financial_exposure_usd": 3874082.11, "recoverable_pct": 0.703 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104309", "label": "fraudulent", "label_confidence": 0.723, "severity": "high", "timestamp": "2026-01-03T23:49:00Z", "trace_id": "d4435cdd-cf6c-5c08-ebd1-471e7d566183" }
{ "account_age_days": 1647, "account_id": "ACCT-E34F0F2DF5FE", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.355 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 365, "timestamp": "2026-01-03T13:34:00Z", "transaction_amount_usd": 12.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.472, "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": 2417057.01, "financial_exposure_usd": 4158046.03, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105348", "label": "fraudulent", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-04T17:08:00Z", "trace_id": "a5ca2686-9f8b-5be1-2bb4-b2449616d296" }
{ "account_age_days": 1318, "account_id": "ACCT-468D8268DE26", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.846 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 792, "timestamp": "2026-01-04T17:08:00Z", "transaction_amount_usd": 1463669.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.485, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3472711.93, "financial_exposure_usd": 3948048.26, "recoverable_pct": 0.935 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107086", "label": "benign", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-05T22:06:00Z", "trace_id": "1fa1fa3e-60ad-69d8-2b4b-5b24482614d1" }
{ "account_age_days": 334, "account_id": "ACCT-56D9EB6C538D", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.398 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 666, "timestamp": "2026-01-05T22:06:00Z", "transaction_amount_usd": 12769.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.749, "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": 1701.13, "financial_exposure_usd": 2968.97, "recoverable_pct": 0.595 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106194", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-05T07:14:00Z", "trace_id": "e289231b-ff6d-928f-bcdb-cb1430dd1f56" }
{ "account_age_days": 217, "account_id": "ACCT-292A787CE242", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.328 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 771, "timestamp": "2026-01-05T07:14:00Z", "transaction_amount_usd": 663905.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.612, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2040196.63, "financial_exposure_usd": 3996100.22, "recoverable_pct": 0.44 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101151", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-01T19:11:00Z", "trace_id": "6aeccb0d-7e7c-f329-4a54-d4c0289b2b8a" }
{ "account_age_days": 1778, "account_id": "ACCT-3776F8131949", "baseline_risk_score": 0.432, "kyc_tier": "tier_2", "session_entropy": 0.166 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 148, "timestamp": "2026-01-01T09:05:00Z", "transaction_amount_usd": 8.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 581363.61, "financial_exposure_usd": 633488.33, "recoverable_pct": 0.401 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102750", "label": "fraudulent", "label_confidence": 0.859, "severity": "low", "timestamp": "2026-01-02T21:50:00Z", "trace_id": "8f73c905-3038-86bb-5d09-e0cf2653c0ab" }
{ "account_age_days": 1506, "account_id": "ACCT-B089D98E447A", "baseline_risk_score": 0.328, "kyc_tier": "tier_3", "session_entropy": 0.31 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 858, "timestamp": "2026-01-02T21:50:00Z", "transaction_amount_usd": 55035.23 }, { "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": 0.482, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 291994.97, "financial_exposure_usd": 612578.27, "recoverable_pct": 0.126 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108681", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-07T00:41:00Z", "trace_id": "01d5d693-3314-f4a0-ccf8-deefed7063d0" }
{ "account_age_days": 1635, "account_id": "ACCT-D67B0290A90B", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.356 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1141, "timestamp": "2026-01-07T00:41:00Z", "transaction_amount_usd": 10684.93 }, { "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": 0.63, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 3991.22, "financial_exposure_usd": 5894.97, "recoverable_pct": 0.561 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100698", "label": "fraudulent", "label_confidence": 0.966, "severity": "critical", "timestamp": "2026-01-01T11:38:00Z", "trace_id": "c37adae1-e64e-61f9-1001-63298ada4996" }
{ "account_age_days": 935, "account_id": "ACCT-8643E467D963", "baseline_risk_score": 0.549, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1037, "timestamp": "2026-01-01T11:38:00Z", "transaction_amount_usd": 20821.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.74, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 530771.58, "financial_exposure_usd": 829328.79, "recoverable_pct": 0.183 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103606", "label": "fraudulent", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-03T12:06:00Z", "trace_id": "2a93006a-5a11-514d-c62d-fed5b240164b" }
{ "account_age_days": 1342, "account_id": "ACCT-75AFF9C98F22", "baseline_risk_score": 0.244, "kyc_tier": "tier_2", "session_entropy": 0.29 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 696, "timestamp": "2026-01-03T12:06:00Z", "transaction_amount_usd": 2547242.54 }, { "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": 0.584, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5223621.27, "financial_exposure_usd": 6299964.13, "recoverable_pct": 0.444 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107547", "label": "benign", "label_confidence": 0.496, "severity": "high", "timestamp": "2026-01-06T05:47:00Z", "trace_id": "413dc4da-eb52-e04c-e17c-93a33ac6a641" }
{ "account_age_days": 1054, "account_id": "ACCT-B7C6262BA4BB", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.155 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 85, "timestamp": "2026-01-06T05:47:00Z", "transaction_amount_usd": 6688.65 }, { "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": 0.505, "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": 2093.4, "financial_exposure_usd": 2116.71, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103421", "label": "fraudulent", "label_confidence": 0.883, "severity": "critical", "timestamp": "2026-01-03T09:01:00Z", "trace_id": "9c8ad919-fe22-0acf-4ac5-e5653eb862ae" }
{ "account_age_days": 1701, "account_id": "ACCT-04F02FA7C47A", "baseline_risk_score": 0.073, "kyc_tier": "tier_1", "session_entropy": 0.433 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 473, "timestamp": "2026-01-03T09:01:00Z", "transaction_amount_usd": 1719622.24 }, { "asset": "SOL", "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": 0.413, "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": 1669196.71, "financial_exposure_usd": 2481867.82, "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-100768", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-01T12:48:00Z", "trace_id": "9dedc786-900c-1972-a47b-8f8eb6c18082" }
{ "account_age_days": 955, "account_id": "ACCT-974FAE9C7578", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.149 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 84, "timestamp": "2026-01-01T01:41:00Z", "transaction_amount_usd": 22.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "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": 803651.34, "financial_exposure_usd": 816037.67, "recoverable_pct": 0.682 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103825", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-03T15:45:00Z", "trace_id": "12ef4b9e-e91c-645c-ba3e-4a60dcbc7501" }
{ "account_age_days": 1250, "account_id": "ACCT-CD8AB996AF6C", "baseline_risk_score": 0.261, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 484, "timestamp": "2026-01-03T15:45:00Z", "transaction_amount_usd": 2345616.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.509, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1717167.46, "financial_exposure_usd": 2585453.52, "recoverable_pct": 0.934 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108289", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-06T18:09:00Z", "trace_id": "2fa07256-b0ac-ba04-cd2c-80d37c2186fc" }
{ "account_age_days": 1352, "account_id": "ACCT-A066F6047759", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.391 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 477, "timestamp": "2026-01-06T18:09:00Z", "transaction_amount_usd": 2014.22 }, { "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": 0.533, "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": 1728.05, "financial_exposure_usd": 3999.57, "recoverable_pct": 0.444 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109560", "label": "benign", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-07T15:20:00Z", "trace_id": "393837e1-d326-db1e-4ce4-dec1ac06aa1e" }
{ "account_age_days": 970, "account_id": "ACCT-D8D7BFF4CF8B", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 218, "timestamp": "2026-01-07T15:20:00Z", "transaction_amount_usd": 12854.28 }, { "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": 0.594, "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": 2364.14, "financial_exposure_usd": 4292.27, "recoverable_pct": 0.654 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104102", "label": "fraudulent", "label_confidence": 0.816, "severity": "critical", "timestamp": "2026-01-03T20:22:00Z", "trace_id": "6895bb5f-3dd3-878a-cbb6-171a6f00ea03" }
{ "account_age_days": 811, "account_id": "ACCT-0F63D418696C", "baseline_risk_score": 0.423, "kyc_tier": "tier_2", "session_entropy": 0.854 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1142, "timestamp": "2026-01-03T20:22:00Z", "transaction_amount_usd": 186686.55 }, { "asset": "JPY", "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": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2488101.39, "financial_exposure_usd": 3259973.36, "recoverable_pct": 0.994 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103635", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-03T12:35:00Z", "trace_id": "d6164692-bce9-e281-6eb4-4e08bb9aab94" }
{ "account_age_days": 194, "account_id": "ACCT-7B2D0850F5BA", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.468 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 612, "timestamp": "2026-01-03T12:35:00Z", "transaction_amount_usd": 225976.81 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1032922.14, "financial_exposure_usd": 1861719.72, "recoverable_pct": 0.624 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105391", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-04T17:51:00Z", "trace_id": "f038352f-98af-bcf1-cc35-3323de3bfe90" }
{ "account_age_days": 339, "account_id": "ACCT-D49B85F86C96", "baseline_risk_score": 0.299, "kyc_tier": "tier_1", "session_entropy": 0.413 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 807, "timestamp": "2026-01-04T17:51:00Z", "transaction_amount_usd": 1198999.48 }, { "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": 0.479, "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": 4266396.14, "financial_exposure_usd": 5815126.7, "recoverable_pct": 0.654 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100653", "label": "fraudulent", "label_confidence": 0.955, "severity": "medium", "timestamp": "2026-01-01T10:53:00Z", "trace_id": "46216fd8-b828-bfe8-64b2-3834c3b77188" }
{ "account_age_days": 1581, "account_id": "ACCT-A69168201DF2", "baseline_risk_score": 0.645, "kyc_tier": "tier_1", "session_entropy": 0.225 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 685, "timestamp": "2026-01-01T10:53:00Z", "transaction_amount_usd": 94558.1 }, { "asset": "EUR", "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": 0.473, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 236708.98, "financial_exposure_usd": 418850.35, "recoverable_pct": 0.609 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103695", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-03T13:35:00Z", "trace_id": "7daa4fbb-9413-0e89-3a68-ba3617a4ca4c" }
{ "account_age_days": 146, "account_id": "ACCT-FC725E29AD66", "baseline_risk_score": 0.355, "kyc_tier": "tier_1", "session_entropy": 0.869 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 113, "timestamp": "2026-01-03T09:56:00Z", "transaction_amount_usd": 8.55 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.889, "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": 4966114.42, "financial_exposure_usd": 5510509.12, "recoverable_pct": 0.973 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106063", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-05T05:03:00Z", "trace_id": "748e90a3-5852-499c-1d05-ffc697fe3913" }
{ "account_age_days": 333, "account_id": "ACCT-30ACA77F73D0", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 317, "timestamp": "2026-01-05T05:03:00Z", "transaction_amount_usd": 1141468.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.458, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1652262.59, "financial_exposure_usd": 3886877.53, "recoverable_pct": 0.441 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106009", "label": "fraudulent", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-05T04:09:00Z", "trace_id": "ed653b06-05ff-961d-f97d-063235463f54" }
{ "account_age_days": 1336, "account_id": "ACCT-0A35F6BFDD64", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 659, "timestamp": "2026-01-05T04:09:00Z", "transaction_amount_usd": 2291025.91 }, { "asset": "USDC", "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": 0.884, "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": 3247298.5, "financial_exposure_usd": 3455347.26, "recoverable_pct": 0.593 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109499", "label": "benign", "label_confidence": 0.6, "severity": "medium", "timestamp": "2026-01-07T14:19:00Z", "trace_id": "5d2841bb-46a0-0ae4-de1c-16d44045a645" }
{ "account_age_days": 1358, "account_id": "ACCT-0CD02D6B2F24", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.606 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 428, "timestamp": "2026-01-07T14:19:00Z", "transaction_amount_usd": 1445.57 }, { "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": 0.729, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 2874.65, "financial_exposure_usd": 4450.66, "recoverable_pct": 0.65 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104211", "label": "fraudulent", "label_confidence": 0.942, "severity": "critical", "timestamp": "2026-01-03T22:11:00Z", "trace_id": "b0debc30-7424-2041-3fea-65e5dcccb605" }
{ "account_age_days": 1481, "account_id": "ACCT-D8776283F286", "baseline_risk_score": 0.118, "kyc_tier": "tier_2", "session_entropy": 0.544 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 341, "timestamp": "2026-01-03T22:11:00Z", "transaction_amount_usd": 760323.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.633, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2568682.63, "financial_exposure_usd": 4454074.48, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109020", "label": "benign", "label_confidence": 0.554, "severity": "medium", "timestamp": "2026-01-07T06:20:00Z", "trace_id": "709f9946-f925-2872-f0ae-6e64194804f0" }
{ "account_age_days": 1991, "account_id": "ACCT-FA06C0F0274E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.74 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 419, "timestamp": "2026-01-07T06:20:00Z", "transaction_amount_usd": 14132.59 }, { "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": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1102.86, "financial_exposure_usd": 1656.58, "recoverable_pct": 0.788 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102671", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-02T20:31:00Z", "trace_id": "88c9fab5-1429-834a-af34-26f85f0dff95" }
{ "account_age_days": 1961, "account_id": "ACCT-4FA05147C9F4", "baseline_risk_score": 0.274, "kyc_tier": "tier_3", "session_entropy": 0.941 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 703, "timestamp": "2026-01-02T20:31:00Z", "transaction_amount_usd": 31343.08 }, { "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": 0.696, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 693439.64, "financial_exposure_usd": 1026529.36, "recoverable_pct": 0.295 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103213", "label": "fraudulent", "label_confidence": 0.96, "severity": "low", "timestamp": "2026-01-03T05:33:00Z", "trace_id": "2de654b5-0b56-1d2a-3964-b381a9b0914c" }
{ "account_age_days": 1525, "account_id": "ACCT-F0BCF637E1B9", "baseline_risk_score": 0.537, "kyc_tier": "tier_1", "session_entropy": 0.882 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 861, "timestamp": "2026-01-03T05:33:00Z", "transaction_amount_usd": 68999.36 }, { "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": 0.557, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 380599.84, "financial_exposure_usd": 667501.89, "recoverable_pct": 0.191 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100020", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-01T00:20:00Z", "trace_id": "2d5972c6-134a-5a2f-a7cf-705cc257cf73" }
{ "account_age_days": 1393, "account_id": "ACCT-68A51C68632D", "baseline_risk_score": 0.494, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 741, "timestamp": "2026-01-01T00:20:00Z", "transaction_amount_usd": 90656.28 }, { "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": 0.824, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 265772.36, "financial_exposure_usd": 604650.44, "recoverable_pct": 0.08 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107803", "label": "benign", "label_confidence": 0.501, "severity": "low", "timestamp": "2026-01-06T10:03:00Z", "trace_id": "57466889-a885-4420-6a7c-d3029219a8c0" }
{ "account_age_days": 35, "account_id": "ACCT-5CBE42E33754", "baseline_risk_score": 0.059, "kyc_tier": "tier_3", "session_entropy": 0.259 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 154, "timestamp": "2026-01-06T10:03:00Z", "transaction_amount_usd": 2634.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.549, "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": 2147.46, "financial_exposure_usd": 4159.77, "recoverable_pct": 0.411 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102374", "label": "fraudulent", "label_confidence": 0.809, "severity": "medium", "timestamp": "2026-01-02T15:34:00Z", "trace_id": "d54dcccb-d4d7-4cb6-8533-bfef40101363" }
{ "account_age_days": 845, "account_id": "ACCT-967794EDCAD3", "baseline_risk_score": 0.581, "kyc_tier": "tier_2", "session_entropy": 0.432 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 137, "timestamp": "2026-01-02T15:34:00Z", "transaction_amount_usd": 16777.83 }, { "asset": "EUR", "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": 0.833, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 544647.35, "financial_exposure_usd": 1013593.93, "recoverable_pct": 0.196 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100670", "label": "fraudulent", "label_confidence": 0.761, "severity": "critical", "timestamp": "2026-01-01T11:10:00Z", "trace_id": "040cfc63-be7f-4494-67ed-805d01c882cc" }
{ "account_age_days": 1475, "account_id": "ACCT-04BA16CCE5D1", "baseline_risk_score": 0.634, "kyc_tier": "tier_3", "session_entropy": 0.933 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 141, "timestamp": "2026-01-01T00:41:00Z", "transaction_amount_usd": 11.41 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.533, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 230716.23, "financial_exposure_usd": 234389.29, "recoverable_pct": 0.361 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109990", "label": "benign", "label_confidence": 0.594, "severity": "low", "timestamp": "2026-01-07T22:30:00Z", "trace_id": "923ddd3e-e6a3-b352-9249-daa2f7496247" }
{ "account_age_days": 6, "account_id": "ACCT-8EB31EFEE056", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.425 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 944, "timestamp": "2026-01-07T22:30:00Z", "transaction_amount_usd": 1757.9 }, { "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": 0.6, "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_tra...
{ "customer_funds_at_risk_usd": 3016.18, "financial_exposure_usd": 3191.77, "recoverable_pct": 0.835 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102227", "label": "fraudulent", "label_confidence": 0.959, "severity": "low", "timestamp": "2026-01-02T13:07:00Z", "trace_id": "b7a90c54-cc69-ad6d-53c2-25432a69f078" }
{ "account_age_days": 769, "account_id": "ACCT-B54ED1FF397D", "baseline_risk_score": 0.589, "kyc_tier": "tier_2", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 140, "timestamp": "2026-01-02T06:26:00Z", "transaction_amount_usd": 2.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.493, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 513507.12, "financial_exposure_usd": 1049522.59, "recoverable_pct": 0.123 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106778", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-05T16:58:00Z", "trace_id": "5a3c308b-57ba-3da1-6b0d-269b5f11093a" }
{ "account_age_days": 1849, "account_id": "ACCT-C891566E3523", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.447 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1151, "timestamp": "2026-01-05T16:58:00Z", "transaction_amount_usd": 13730.17 }, { "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": 0.59, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 338.76, "financial_exposure_usd": 580.95, "recoverable_pct": 0.912 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100494", "label": "fraudulent", "label_confidence": 0.894, "severity": "medium", "timestamp": "2026-01-01T08:14:00Z", "trace_id": "b81ae4a3-c4cb-5c68-2319-594f630ee896" }
{ "account_age_days": 1574, "account_id": "ACCT-3A480B9DE5A7", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.381 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 633, "timestamp": "2026-01-01T08:14:00Z", "transaction_amount_usd": 1441.42 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.781, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 387811.21, "financial_exposure_usd": 622609.71, "recoverable_pct": 0.352 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107840", "label": "benign", "label_confidence": 0.478, "severity": "medium", "timestamp": "2026-01-06T10:40:00Z", "trace_id": "59832c19-8c9f-b967-1c3f-b026dc2ba287" }
{ "account_age_days": 503, "account_id": "ACCT-825F61FBBEF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 790, "timestamp": "2026-01-06T10:40:00Z", "transaction_amount_usd": 1521.98 }, { "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": 0.614, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 5488.84, "financial_exposure_usd": 8769.47, "recoverable_pct": 0.813 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108545", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-06T22:25:00Z", "trace_id": "93647834-73e1-e303-febf-08e5d1d35bd7" }
{ "account_age_days": 1639, "account_id": "ACCT-92D741C114E3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.466 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 620, "timestamp": "2026-01-06T22:25:00Z", "transaction_amount_usd": 7763.2 }, { "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": 0.508, "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": 1897.96, "financial_exposure_usd": 2282.05, "recoverable_pct": 0.727 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105799", "label": "fraudulent", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-05T00:39:00Z", "trace_id": "0a659d59-42fd-3aa3-3139-bd608c675ad2" }
{ "account_age_days": 394, "account_id": "ACCT-2368E8C1001E", "baseline_risk_score": 0.247, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 968, "timestamp": "2026-01-05T00:39:00Z", "transaction_amount_usd": 2662225.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4491350.67, "financial_exposure_usd": 5413300.47, "recoverable_pct": 0.671 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107602", "label": "benign", "label_confidence": 0.49, "severity": "low", "timestamp": "2026-01-06T06:42:00Z", "trace_id": "6bf47d25-4fe4-0d1e-973c-9dd22e69b1e3" }
{ "account_age_days": 1403, "account_id": "ACCT-E295ECA7CD11", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.493 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 99, "timestamp": "2026-01-06T05:01:00Z", "transaction_amount_usd": 22.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.5, "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 pri...
{ "customer_funds_at_risk_usd": 5840.73, "financial_exposure_usd": 7244.62, "recoverable_pct": 0.619 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103887", "label": "fraudulent", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-03T16:47:00Z", "trace_id": "385a3dba-8fc4-9b65-7523-d1a963d5f9ef" }
{ "account_age_days": 1877, "account_id": "ACCT-718DEB051FB4", "baseline_risk_score": 0.32, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 856, "timestamp": "2026-01-03T16:47:00Z", "transaction_amount_usd": 2960292.93 }, { "asset": "SOL", "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": 0.947, "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": 4017074.88, "financial_exposure_usd": 7152124.73, "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-103229", "label": "fraudulent", "label_confidence": 0.816, "severity": "medium", "timestamp": "2026-01-03T05:49:00Z", "trace_id": "4ebc9111-6fe7-bfa1-0ae7-8df7bd7ebc40" }
{ "account_age_days": 785, "account_id": "ACCT-34CA92FBA2D5", "baseline_risk_score": 0.519, "kyc_tier": "tier_1", "session_entropy": 0.394 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 181, "timestamp": "2026-01-03T05:49:00Z", "transaction_amount_usd": 6552.94 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.52, "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 HAVING...
{ "customer_funds_at_risk_usd": 646756.94, "financial_exposure_usd": 709992.62, "recoverable_pct": 0.324 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105002", "label": "fraudulent", "label_confidence": 0.897, "severity": "low", "timestamp": "2026-01-04T11:22:00Z", "trace_id": "48819279-f65a-e7d9-3885-2888bef132ee" }
{ "account_age_days": 998, "account_id": "ACCT-1AFFADE83F2D", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.776 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 224, "timestamp": "2026-01-04T11:22:00Z", "transaction_amount_usd": 828198.95 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "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": 4503248.11, "financial_exposure_usd": 5111075.22, "recoverable_pct": 0.949 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101707", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-02T04:27:00Z", "trace_id": "60767325-5840-5656-bcf4-d86d230913b4" }
{ "account_age_days": 611, "account_id": "ACCT-F8F5657DD2DD", "baseline_risk_score": 0.256, "kyc_tier": "tier_1", "session_entropy": 0.419 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 131, "timestamp": "2026-01-02T01:29:00Z", "transaction_amount_usd": 6.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 278344.82, "financial_exposure_usd": 536074.39, "recoverable_pct": 0.014 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108795", "label": "benign", "label_confidence": 0.676, "severity": "medium", "timestamp": "2026-01-07T02:35:00Z", "trace_id": "1206ae6b-1432-ab65-50f0-ededebf498f3" }
{ "account_age_days": 134, "account_id": "ACCT-DB4A733BFB3F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.323 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 311, "timestamp": "2026-01-07T02:35:00Z", "transaction_amount_usd": 2421.97 }, { "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": 0.629, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1118.12, "financial_exposure_usd": 1143.17, "recoverable_pct": 0.9 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108319", "label": "benign", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-06T18:39:00Z", "trace_id": "435056ef-1439-fb36-a92a-f443430ab33a" }
{ "account_age_days": 1488, "account_id": "ACCT-F1BDAC5D0E0C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 257, "timestamp": "2026-01-06T07:12:00Z", "transaction_amount_usd": 16.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.744, "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": 2196.85, "financial_exposure_usd": 4883.77, "recoverable_pct": 0.892 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107625", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-06T07:05:00Z", "trace_id": "4d71f29d-bec2-0b63-89f6-a61f948280b7" }
{ "account_age_days": 1179, "account_id": "ACCT-5A6E70730171", "baseline_risk_score": 0.155, "kyc_tier": "tier_3", "session_entropy": 0.71 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 289, "timestamp": "2026-01-06T07:05:00Z", "transaction_amount_usd": 161.66 }, { "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": 0.456, "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": 1138.16, "financial_exposure_usd": 2520.65, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105631", "label": "fraudulent", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-04T21:51:00Z", "trace_id": "56e6b795-a06b-7ace-9a7d-33ff4f4cbbdf" }
{ "account_age_days": 1028, "account_id": "ACCT-01D6334449A2", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.865 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 754, "timestamp": "2026-01-04T21:51:00Z", "transaction_amount_usd": 2185977.47 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.699, "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": 2957790.91, "financial_exposure_usd": 5856062.13, "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-107538", "label": "benign", "label_confidence": 0.72, "severity": "high", "timestamp": "2026-01-06T05:38:00Z", "trace_id": "933ba923-07e8-8e2c-5218-2d4acf8bd9ef" }
{ "account_age_days": 163, "account_id": "ACCT-68FFBD41890A", "baseline_risk_score": 0.083, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 517, "timestamp": "2026-01-06T05:38:00Z", "transaction_amount_usd": 497.2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.764, "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": 3848.63, "financial_exposure_usd": 3899.63, "recoverable_pct": 0.76 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109920", "label": "benign", "label_confidence": 0.733, "severity": "low", "timestamp": "2026-01-07T21:20:00Z", "trace_id": "65f180d8-a6ca-5110-10bb-5566d3be3b4f" }
{ "account_age_days": 1378, "account_id": "ACCT-0AA82ACCD093", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.181 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 109, "timestamp": "2026-01-07T18:27:00Z", "transaction_amount_usd": 18.39 }, { "asset": "GBP", "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": 0.693, "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": 1830.82, "financial_exposure_usd": 2665.78, "recoverable_pct": 0.556 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104695", "label": "fraudulent", "label_confidence": 0.742, "severity": "critical", "timestamp": "2026-01-04T06:15:00Z", "trace_id": "0accc0fb-f004-f323-46b8-325fa6cc7205" }
{ "account_age_days": 1363, "account_id": "ACCT-A1F312193F72", "baseline_risk_score": 0.446, "kyc_tier": "tier_1", "session_entropy": 0.22 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 672, "timestamp": "2026-01-04T06:15:00Z", "transaction_amount_usd": 1517714.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.778, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4074383.84, "financial_exposure_usd": 5974234.84, "recoverable_pct": 0.535 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107134", "label": "benign", "label_confidence": 0.551, "severity": "low", "timestamp": "2026-01-05T22:54:00Z", "trace_id": "2c7aeeba-de80-f095-ee3c-ea85f1f9f074" }
{ "account_age_days": 237, "account_id": "ACCT-4A25DB8ADDFB", "baseline_risk_score": 0.071, "kyc_tier": "tier_2", "session_entropy": 0.521 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 170, "timestamp": "2026-01-05T22:54:00Z", "transaction_amount_usd": 4483.51 }, { "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": 0.564, "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": 3268.24, "financial_exposure_usd": 4146.81, "recoverable_pct": 0.411 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101165", "label": "fraudulent", "label_confidence": 0.823, "severity": "low", "timestamp": "2026-01-01T19:25:00Z", "trace_id": "56f913f9-0651-e416-ee85-7f0de9aef7f6" }
{ "account_age_days": 1075, "account_id": "ACCT-8E56D41CDB96", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.235 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 476, "timestamp": "2026-01-01T19:25:00Z", "transaction_amount_usd": 1324.25 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 446228.73, "financial_exposure_usd": 727529.76, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100365", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-01T06:05:00Z", "trace_id": "376186d8-06bd-49c7-0b83-e34e9b9c72a2" }
{ "account_age_days": 1085, "account_id": "ACCT-31BEE6D3838A", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 506, "timestamp": "2026-01-01T06:05:00Z", "transaction_amount_usd": 116749.93 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.381, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 630808.47, "financial_exposure_usd": 756499.32, "recoverable_pct": 0.456 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105617", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-04T21:37:00Z", "trace_id": "6f955272-3df6-0773-ff64-ecf5e66a5fca" }
{ "account_age_days": 1062, "account_id": "ACCT-90CB32B11BD4", "baseline_risk_score": 0.273, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 113, "timestamp": "2026-01-04T08:48:00Z", "transaction_amount_usd": 14.21 }, { "asset": "BTC", "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": 0.917, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3785844.85, "financial_exposure_usd": 7389568.28, "recoverable_pct": 0.412 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102979", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-03T01:39:00Z", "trace_id": "b3a9a921-85a3-2b14-3c93-538f1ace23b3" }
{ "account_age_days": 784, "account_id": "ACCT-9E8F20261A87", "baseline_risk_score": 0.409, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 385, "timestamp": "2026-01-02T13:43:00Z", "transaction_amount_usd": 22.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.465, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 277070.65, "financial_exposure_usd": 441052.73, "recoverable_pct": 0.204 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103633", "label": "fraudulent", "label_confidence": 0.749, "severity": "medium", "timestamp": "2026-01-03T12:33:00Z", "trace_id": "c284eb18-e1e0-366a-8a5d-1b17a0fe84f3" }
{ "account_age_days": 1609, "account_id": "ACCT-7CB9EE4D68B7", "baseline_risk_score": 0.26, "kyc_tier": "tier_3", "session_entropy": 0.164 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 136, "timestamp": "2026-01-03T06:27:00Z", "transaction_amount_usd": 3.51 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.72, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3907297.48, "financial_exposure_usd": 5143208.82, "recoverable_pct": 0.943 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104061", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-03T19:41:00Z", "trace_id": "4afa3932-d8c0-1620-217c-5f3792a8f8ff" }
{ "account_age_days": 1365, "account_id": "ACCT-B43B3D0E9832", "baseline_risk_score": 0.148, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 181, "timestamp": "2026-01-03T11:16:00Z", "transaction_amount_usd": 24.76 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.743, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2510450.04, "financial_exposure_usd": 3368431.89, "recoverable_pct": 0.601 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107186", "label": "benign", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-05T23:46:00Z", "trace_id": "fb2af3f5-f31f-5e49-a5d9-a30a6e0da31c" }
{ "account_age_days": 1745, "account_id": "ACCT-C36FB90E97E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.185 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 319, "timestamp": "2026-01-05T18:03:00Z", "transaction_amount_usd": 12.69 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3803.79, "financial_exposure_usd": 5775.14, "recoverable_pct": 0.938 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103517", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-03T10:37:00Z", "trace_id": "0f107dc0-179a-15d5-c5bb-c518aa3d7d75" }
{ "account_age_days": 760, "account_id": "ACCT-8A0465C59E72", "baseline_risk_score": 0.208, "kyc_tier": "tier_1", "session_entropy": 0.936 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 371, "timestamp": "2026-01-03T01:50:00Z", "transaction_amount_usd": 20.45 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.787, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1987332.81, "financial_exposure_usd": 2793573.42, "recoverable_pct": 0.827 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106069", "label": "fraudulent", "label_confidence": 0.683, "severity": "high", "timestamp": "2026-01-05T05:09:00Z", "trace_id": "0a84510a-5edf-8780-0bc0-b319cd582d7f" }
{ "account_age_days": 706, "account_id": "ACCT-E0430754277B", "baseline_risk_score": 0.208, "kyc_tier": "tier_3", "session_entropy": 0.633 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 474, "timestamp": "2026-01-05T05:09:00Z", "transaction_amount_usd": 225088.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.947, "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": 5233765.11, "financial_exposure_usd": 6636374.57, "recoverable_pct": 0.609 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105786", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-05T00:26:00Z", "trace_id": "72df27e4-0b95-32fd-981a-7fa11323ccde" }
{ "account_age_days": 745, "account_id": "ACCT-08BA753387CC", "baseline_risk_score": 0.352, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 348, "timestamp": "2026-01-04T14:04:00Z", "transaction_amount_usd": 4.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.913, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1477303.25, "financial_exposure_usd": 2253140.84, "recoverable_pct": 0.584 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104637", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-04T05:17:00Z", "trace_id": "6a61038a-b7eb-9601-1c5a-a4542c7c0411" }
{ "account_age_days": 69, "account_id": "ACCT-ABABD521EC8A", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 359, "timestamp": "2026-01-04T03:24:00Z", "transaction_amount_usd": 13.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3516494.98, "financial_exposure_usd": 4135553.63, "recoverable_pct": 0.671 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103971", "label": "fraudulent", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-03T18:11:00Z", "trace_id": "75157e06-027d-a5c2-df7d-2e59759bd7a8" }
{ "account_age_days": 375, "account_id": "ACCT-D47342D6BDF4", "baseline_risk_score": 0.332, "kyc_tier": "tier_1", "session_entropy": 0.293 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 754, "timestamp": "2026-01-03T18:11:00Z", "transaction_amount_usd": 2350263.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.369, "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": 2798947.86, "financial_exposure_usd": 3146849.91, "recoverable_pct": 0.414 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109900", "label": "benign", "label_confidence": 0.519, "severity": "high", "timestamp": "2026-01-07T21:00:00Z", "trace_id": "a6a66077-ec2f-d85b-65aa-1f90ae181705" }
{ "account_age_days": 1964, "account_id": "ACCT-39AD1B5AA83E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.443 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 536, "timestamp": "2026-01-07T21:00:00Z", "transaction_amount_usd": 4637.76 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.485, "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": 2280.92, "financial_exposure_usd": 4208.22, "recoverable_pct": 0.864 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109477", "label": "benign", "label_confidence": 0.545, "severity": "high", "timestamp": "2026-01-07T13:57:00Z", "trace_id": "dd42c24f-161d-33c4-1f0c-dbafd1fd50b1" }
{ "account_age_days": 1442, "account_id": "ACCT-14F7B808585D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.293 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 951, "timestamp": "2026-01-07T13:57:00Z", "transaction_amount_usd": 4869.12 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.763, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 708.96, "financial_exposure_usd": 1378.76, "recoverable_pct": 0.747 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100445", "label": "fraudulent", "label_confidence": 0.885, "severity": "high", "timestamp": "2026-01-01T07:25:00Z", "trace_id": "c9b977f3-4379-56f8-eb8a-cd151f2d3573" }
{ "account_age_days": 742, "account_id": "ACCT-734FC5394FD3", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.133 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 130, "timestamp": "2026-01-01T07:25:00Z", "transaction_amount_usd": 30200.1 }, { "asset": "USDT", "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": 0.694, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 297199.97, "financial_exposure_usd": 339489.91, "recoverable_pct": 0.686 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102169", "label": "fraudulent", "label_confidence": 0.974, "severity": "low", "timestamp": "2026-01-02T12:09:00Z", "trace_id": "3c35ad21-22f2-2acd-f8ce-19a95bf015af" }
{ "account_age_days": 384, "account_id": "ACCT-83FC0DAB2C19", "baseline_risk_score": 0.574, "kyc_tier": "tier_1", "session_entropy": 0.536 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 100, "timestamp": "2026-01-02T09:38:00Z", "transaction_amount_usd": 20.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.609, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 921029.47, "financial_exposure_usd": 1099447.3, "recoverable_pct": 0.139 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105454", "label": "fraudulent", "label_confidence": 0.696, "severity": "high", "timestamp": "2026-01-04T18:54:00Z", "trace_id": "f290e2c9-06b7-1584-281e-57b59c2938ad" }
{ "account_age_days": 578, "account_id": "ACCT-3D3BC850AAF4", "baseline_risk_score": 0.082, "kyc_tier": "tier_3", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1034, "timestamp": "2026-01-04T18:54:00Z", "transaction_amount_usd": 640496.71 }, { "asset": "USDC", "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": 0.789, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5519236.5, "financial_exposure_usd": 6993954.84, "recoverable_pct": 0.596 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104933", "label": "fraudulent", "label_confidence": 0.89, "severity": "critical", "timestamp": "2026-01-04T10:13:00Z", "trace_id": "dccb7e5f-4946-3d85-20fa-d73fcf53afd7" }
{ "account_age_days": 1048, "account_id": "ACCT-13035A92BF2B", "baseline_risk_score": 0.146, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 371, "timestamp": "2026-01-04T02:09:00Z", "transaction_amount_usd": 12.59 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.798, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 719840.93, "financial_exposure_usd": 1424634.86, "recoverable_pct": 0.987 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107468", "label": "benign", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-06T04:28:00Z", "trace_id": "8ab3c6f3-b2eb-4808-c696-8fe18fbe0ace" }
{ "account_age_days": 1003, "account_id": "ACCT-949ECFBBD1FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.926 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 422, "timestamp": "2026-01-06T04:28:00Z", "transaction_amount_usd": 8162.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.588, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1820.72, "financial_exposure_usd": 1987.72, "recoverable_pct": 0.688 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109853", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T20:13:00Z", "trace_id": "6e40d117-d772-ae0a-79ae-7f515c7662e3" }
{ "account_age_days": 345, "account_id": "ACCT-FCE023129365", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.196 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 82, "timestamp": "2026-01-07T20:13:00Z", "transaction_amount_usd": 7824.86 }, { "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": 0.472, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 898.08, "financial_exposure_usd": 2111.25, "recoverable_pct": 0.819 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106820", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-05T17:40:00Z", "trace_id": "17ec0f78-1cea-7371-837a-ea7cfb53d30f" }
{ "account_age_days": 1147, "account_id": "ACCT-7A36059A5766", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 335, "timestamp": "2026-01-05T05:24:00Z", "transaction_amount_usd": 16.87 }, { "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": 0.694, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 715.24, "financial_exposure_usd": 1517.75, "recoverable_pct": 0.479 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105021", "label": "fraudulent", "label_confidence": 0.626, "severity": "medium", "timestamp": "2026-01-04T11:41:00Z", "trace_id": "383f7cd6-6904-3e8e-fd03-287393427b57" }
{ "account_age_days": 388, "account_id": "ACCT-C70580F2C3E3", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.158 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1020, "timestamp": "2026-01-04T11:41:00Z", "transaction_amount_usd": 647953.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.937, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6154114.22, "financial_exposure_usd": 6423843.4, "recoverable_pct": 0.476 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100468", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-01T07:48:00Z", "trace_id": "f7518a26-0fe5-f265-e571-2b6dde28e2ca" }
{ "account_age_days": 1876, "account_id": "ACCT-137678DF23B6", "baseline_risk_score": 0.592, "kyc_tier": "tier_3", "session_entropy": 0.897 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 198, "timestamp": "2025-12-31T23:03:00Z", "transaction_amount_usd": 12.96 }, { "asset": "ETH", "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": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 829145.46, "financial_exposure_usd": 1256900.37, "recoverable_pct": 0.035 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102003", "label": "fraudulent", "label_confidence": 0.872, "severity": "high", "timestamp": "2026-01-02T09:23:00Z", "trace_id": "534b294c-12c2-93a6-d371-03aa8a28b7a1" }
{ "account_age_days": 566, "account_id": "ACCT-E6A24ABFFC0E", "baseline_risk_score": 0.49, "kyc_tier": "tier_2", "session_entropy": 0.447 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1053, "timestamp": "2026-01-02T09:23:00Z", "transaction_amount_usd": 53567.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.805, "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": 1188917.61, "financial_exposure_usd": 1372216.51, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104415", "label": "fraudulent", "label_confidence": 0.802, "severity": "low", "timestamp": "2026-01-04T01:35:00Z", "trace_id": "b2b71711-3295-ad1b-6ada-bbe37ae63840" }
{ "account_age_days": 287, "account_id": "ACCT-7AF50B63C7BC", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.519 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1047, "timestamp": "2026-01-04T01:35:00Z", "transaction_amount_usd": 1155421.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.707, "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": 2493868.11, "financial_exposure_usd": 4865091.99, "recoverable_pct": 0.45 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103843", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-03T16:03:00Z", "trace_id": "52264aff-48b2-2890-6317-57fa7f2946fd" }
{ "account_age_days": 1371, "account_id": "ACCT-01A733884F09", "baseline_risk_score": 0.242, "kyc_tier": "tier_2", "session_entropy": 0.468 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 620, "timestamp": "2026-01-03T16:03:00Z", "transaction_amount_usd": 1666657.46 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.427, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 528130.16, "financial_exposure_usd": 1094340.91, "recoverable_pct": 0.757 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101753", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-02T05:13:00Z", "trace_id": "2184fcb9-2918-9839-5e15-4b4beee4a46e" }
{ "account_age_days": 1044, "account_id": "ACCT-15A9F1E31C03", "baseline_risk_score": 0.44, "kyc_tier": "tier_3", "session_entropy": 0.685 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 225, "timestamp": "2026-01-01T16:45:00Z", "transaction_amount_usd": 4.97 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.604, "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": 274196.88, "financial_exposure_usd": 655440.32, "recoverable_pct": 0.002 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109059", "label": "benign", "label_confidence": 0.628, "severity": "critical", "timestamp": "2026-01-07T06:59:00Z", "trace_id": "43280a77-225d-d331-776f-68cd87c926f6" }
{ "account_age_days": 977, "account_id": "ACCT-EFBC15F7D605", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.67 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 243, "timestamp": "2026-01-06T22:07:00Z", "transaction_amount_usd": 13.45 }, { "asset": "GBP", "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": 0.573, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1257.66, "financial_exposure_usd": 1296.31, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108963", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-07T05:23:00Z", "trace_id": "c3ec0630-ac5b-1fef-b251-f21e71913e57" }
{ "account_age_days": 1618, "account_id": "ACCT-4CBD2B1C8223", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.663 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1060, "timestamp": "2026-01-07T05:23:00Z", "transaction_amount_usd": 9058.29 }, { "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": 0.465, "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": 1718.62, "financial_exposure_usd": 3344.4, "recoverable_pct": 0.512 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109999", "label": "benign", "label_confidence": 0.512, "severity": "low", "timestamp": "2026-01-07T22:39:00Z", "trace_id": "fbbb46e5-6909-788a-5722-76c86beba70e" }
{ "account_age_days": 1048, "account_id": "ACCT-7E860261AA1B", "baseline_risk_score": 0.054, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 392, "timestamp": "2026-01-07T18:21:00Z", "transaction_amount_usd": 15.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.716, "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": 459.15, "financial_exposure_usd": 886.66, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109539", "label": "benign", "label_confidence": 0.738, "severity": "medium", "timestamp": "2026-01-07T14:59:00Z", "trace_id": "8b07070e-8009-2c84-5694-1bfd495b2ad6" }
{ "account_age_days": 486, "account_id": "ACCT-538C44493B03", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1108, "timestamp": "2026-01-07T14:59:00Z", "transaction_amount_usd": 3942.84 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3573.06, "financial_exposure_usd": 4246.84, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100487", "label": "fraudulent", "label_confidence": 0.948, "severity": "critical", "timestamp": "2026-01-01T08:07:00Z", "trace_id": "590dc4bf-9019-0c4a-8e6b-bcf73378d6c4" }
{ "account_age_days": 919, "account_id": "ACCT-4DE07F104F3E", "baseline_risk_score": 0.333, "kyc_tier": "tier_3", "session_entropy": 0.885 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 833, "timestamp": "2026-01-01T08:07:00Z", "transaction_amount_usd": 34676.6 }, { "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": 0.727, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 322680.95, "financial_exposure_usd": 404015.73, "recoverable_pct": 0.437 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }