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-109772", "label": "benign", "label_confidence": 0.662, "severity": "low", "timestamp": "2026-01-07T18:52:00Z", "trace_id": "ca93699e-8ddf-45a9-21f6-d9928cf3e918" }
{ "account_age_days": 254, "account_id": "ACCT-501D3485CDBF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.164 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 317, "timestamp": "2026-01-07T18:52:00Z", "transaction_amount_usd": 2829.45 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.76, "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 prior...
{ "customer_funds_at_risk_usd": 3429.62, "financial_exposure_usd": 6396.44, "recoverable_pct": 0.43 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104114", "label": "fraudulent", "label_confidence": 0.77, "severity": "high", "timestamp": "2026-01-03T20:34:00Z", "trace_id": "523dc2df-9efc-9a6a-bedb-d3e3b75d81cc" }
{ "account_age_days": 1493, "account_id": "ACCT-AC71AA3EB98C", "baseline_risk_score": 0.079, "kyc_tier": "tier_1", "session_entropy": 0.842 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 664, "timestamp": "2026-01-03T20:34:00Z", "transaction_amount_usd": 847961.41 }, { "asset": "USDT", "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": 0.919, "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": 3700660.3, "financial_exposure_usd": 7628288.3, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109241", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-07T10:01:00Z", "trace_id": "a5af3a5c-b264-0dd1-e4e9-0ec63d43e5e0" }
{ "account_age_days": 1765, "account_id": "ACCT-4445647B13B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.247 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 158, "timestamp": "2026-01-07T07:25:00Z", "transaction_amount_usd": 12.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.603, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3414.85, "financial_exposure_usd": 4157.84, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107274", "label": "benign", "label_confidence": 0.607, "severity": "medium", "timestamp": "2026-01-06T01:14:00Z", "trace_id": "bb9b2908-4b56-a069-bd88-e90224a544f9" }
{ "account_age_days": 455, "account_id": "ACCT-B37ABC79C79B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 367, "timestamp": "2026-01-05T19:20:00Z", "transaction_amount_usd": 4.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.666, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2570.28, "financial_exposure_usd": 4470.84, "recoverable_pct": 0.914 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101297", "label": "fraudulent", "label_confidence": 0.888, "severity": "low", "timestamp": "2026-01-01T21:37:00Z", "trace_id": "37c877e6-5ef3-6539-9c78-a40bbed596a6" }
{ "account_age_days": 1411, "account_id": "ACCT-230C54D889D0", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.213 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 261, "timestamp": "2026-01-01T21:37:00Z", "transaction_amount_usd": 61695.76 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.698, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 461420.48, "financial_exposure_usd": 826480.19, "recoverable_pct": 0.636 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103433", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-03T09:13:00Z", "trace_id": "c09127d3-3e86-215f-28e0-12f65833863b" }
{ "account_age_days": 381, "account_id": "ACCT-C9829640EA8C", "baseline_risk_score": 0.363, "kyc_tier": "tier_2", "session_entropy": 0.658 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 216, "timestamp": "2026-01-03T05:53:00Z", "transaction_amount_usd": 22.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.858, "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": 1747782.82, "financial_exposure_usd": 2910637.82, "recoverable_pct": 0.433 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104850", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-04T08:50:00Z", "trace_id": "286ace7d-b0b2-5230-ec38-c0c1abb9c673" }
{ "account_age_days": 427, "account_id": "ACCT-4903E385D6D2", "baseline_risk_score": 0.122, "kyc_tier": "tier_3", "session_entropy": 0.933 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 259, "timestamp": "2026-01-04T03:56:00Z", "transaction_amount_usd": 11.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.494, "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": 3911920.83, "financial_exposure_usd": 4286329.68, "recoverable_pct": 0.558 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108690", "label": "benign", "label_confidence": 0.678, "severity": "critical", "timestamp": "2026-01-07T00:50:00Z", "trace_id": "0c7313a2-e941-47fe-c977-6675cff749e8" }
{ "account_age_days": 1926, "account_id": "ACCT-6F59CD0D1A01", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.362 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 261, "timestamp": "2026-01-06T22:45:00Z", "transaction_amount_usd": 2.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 901.5, "financial_exposure_usd": 944.76, "recoverable_pct": 0.486 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104381", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-04T01:01:00Z", "trace_id": "8aa30dc8-ce2c-9cb7-17d4-78949018683b" }
{ "account_age_days": 1155, "account_id": "ACCT-77805AA6E8AC", "baseline_risk_score": 0.331, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 637, "timestamp": "2026-01-04T01:01:00Z", "transaction_amount_usd": 1817433.76 }, { "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": 0.447, "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": 3983508.45, "financial_exposure_usd": 4393685.93, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109107", "label": "benign", "label_confidence": 0.522, "severity": "medium", "timestamp": "2026-01-07T07:47:00Z", "trace_id": "2aee9bb6-03e2-4a7b-4e05-0c032c481d01" }
{ "account_age_days": 1262, "account_id": "ACCT-3CDB51037E55", "baseline_risk_score": 0.082, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 215, "timestamp": "2026-01-07T07:47:00Z", "transaction_amount_usd": 1333.76 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.475, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2536.76, "financial_exposure_usd": 4810.05, "recoverable_pct": 0.98 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102885", "label": "fraudulent", "label_confidence": 0.919, "severity": "medium", "timestamp": "2026-01-03T00:05:00Z", "trace_id": "2f24ed49-8bac-d823-d6ca-0613a9474f73" }
{ "account_age_days": 241, "account_id": "ACCT-F2D9416F1D60", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.748 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 238, "timestamp": "2026-01-02T19:14:00Z", "transaction_amount_usd": 0.04 }, { "asset": "EUR", "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": 0.905, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 508246.42, "financial_exposure_usd": 876068.66, "recoverable_pct": 0.476 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105081", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-04T12:41:00Z", "trace_id": "92096f28-e622-d63e-0f4c-e1a1463d5080" }
{ "account_age_days": 1770, "account_id": "ACCT-5B4E09079079", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 96, "timestamp": "2026-01-04T12:41:00Z", "transaction_amount_usd": 2650934.77 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.699, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6824181.94, "financial_exposure_usd": 7598080.66, "recoverable_pct": 0.816 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101094", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-01T18:14:00Z", "trace_id": "d050c023-582f-63bd-ef7a-f84ae2e9389d" }
{ "account_age_days": 1608, "account_id": "ACCT-B848D6C9BBFC", "baseline_risk_score": 0.575, "kyc_tier": "tier_1", "session_entropy": 0.606 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 266, "timestamp": "2026-01-01T18:14:00Z", "transaction_amount_usd": 16109.78 }, { "asset": "SOL", "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": 0.813, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 518110.73, "financial_exposure_usd": 802151.61, "recoverable_pct": 0.4 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105323", "label": "fraudulent", "label_confidence": 0.875, "severity": "medium", "timestamp": "2026-01-04T16:43:00Z", "trace_id": "3b6b47d6-4c38-6cb0-cac7-585c669d1e8b" }
{ "account_age_days": 55, "account_id": "ACCT-34FE1F4C70EE", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 666, "timestamp": "2026-01-04T16:43:00Z", "transaction_amount_usd": 2447300.85 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.499, "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": 6936795.58, "financial_exposure_usd": 7505649.46, "recoverable_pct": 0.73 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104674", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T05:54:00Z", "trace_id": "ed5c5abb-4f46-dfac-e92d-f4d9ae8876c5" }
{ "account_age_days": 1322, "account_id": "ACCT-ECB172C1476C", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.376 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 198, "timestamp": "2026-01-03T18:22:00Z", "transaction_amount_usd": 0.69 }, { "asset": "ETH", "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": 0.744, "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": 4932101.54, "financial_exposure_usd": 5541230.34, "recoverable_pct": 0.657 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105264", "label": "fraudulent", "label_confidence": 0.746, "severity": "low", "timestamp": "2026-01-04T15:44:00Z", "trace_id": "3dda11f8-16c0-a35e-6fe6-9acf14d4fede" }
{ "account_age_days": 476, "account_id": "ACCT-542D41F76630", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 968, "timestamp": "2026-01-04T15:44:00Z", "transaction_amount_usd": 1157074.69 }, { "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": 0.773, "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": 4254705.42, "financial_exposure_usd": 5723503.41, "recoverable_pct": 0.816 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109572", "label": "benign", "label_confidence": 0.519, "severity": "low", "timestamp": "2026-01-07T15:32:00Z", "trace_id": "a014c83c-07ad-addc-ef03-3a3625c33db7" }
{ "account_age_days": 1997, "account_id": "ACCT-F91A545691DA", "baseline_risk_score": 0.122, "kyc_tier": "tier_1", "session_entropy": 0.353 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 97, "timestamp": "2026-01-07T14:12:00Z", "transaction_amount_usd": 10.14 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.741, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 703.26, "financial_exposure_usd": 1026.29, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107203", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-06T00:03:00Z", "trace_id": "7a82dd6b-d207-c146-5a9c-28ea5b306424" }
{ "account_age_days": 416, "account_id": "ACCT-684863B9EC00", "baseline_risk_score": 0.172, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 517, "timestamp": "2026-01-06T00:03:00Z", "transaction_amount_usd": 7402.93 }, { "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": 0.683, "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": 1938.98, "financial_exposure_usd": 2457.39, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107328", "label": "benign", "label_confidence": 0.629, "severity": "medium", "timestamp": "2026-01-06T02:08:00Z", "trace_id": "99c98669-19c7-3e94-fd43-412b6890ae80" }
{ "account_age_days": 499, "account_id": "ACCT-55580AE94A17", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.887 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 334, "timestamp": "2026-01-06T02:08:00Z", "transaction_amount_usd": 11422.19 }, { "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": 0.674, "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": 3778.41, "financial_exposure_usd": 4340.99, "recoverable_pct": 0.749 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107129", "label": "benign", "label_confidence": 0.459, "severity": "low", "timestamp": "2026-01-05T22:49:00Z", "trace_id": "0cc05149-09c5-22cb-aa1d-ebf46d4eeb4a" }
{ "account_age_days": 106, "account_id": "ACCT-06F7EDD87E33", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.851 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 590, "timestamp": "2026-01-05T22:49:00Z", "transaction_amount_usd": 1712.33 }, { "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": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1638.12, "financial_exposure_usd": 1862.39, "recoverable_pct": 0.905 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108074", "label": "benign", "label_confidence": 0.457, "severity": "critical", "timestamp": "2026-01-06T14:34:00Z", "trace_id": "ebefb4fa-63c6-5b9a-5adc-d687039f8cf7" }
{ "account_age_days": 281, "account_id": "ACCT-918B7575471D", "baseline_risk_score": 0.145, "kyc_tier": "tier_2", "session_entropy": 0.522 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 880, "timestamp": "2026-01-06T14:34:00Z", "transaction_amount_usd": 3072.18 }, { "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": 0.595, "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": 2268.38, "financial_exposure_usd": 4616.3, "recoverable_pct": 0.541 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109738", "label": "benign", "label_confidence": 0.55, "severity": "low", "timestamp": "2026-01-07T18:18:00Z", "trace_id": "5188b774-d1d5-b1f5-54cd-6b71be14dba6" }
{ "account_age_days": 204, "account_id": "ACCT-BFF19482D6ED", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.704 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 672, "timestamp": "2026-01-07T18:18:00Z", "transaction_amount_usd": 11719.75 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 275.25, "financial_exposure_usd": 573.99, "recoverable_pct": 0.58 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106368", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-05T10:08:00Z", "trace_id": "bf007318-7d34-af10-1db6-40919de3509b" }
{ "account_age_days": 1590, "account_id": "ACCT-486F8B0E6B21", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 610, "timestamp": "2026-01-05T10:08:00Z", "transaction_amount_usd": 598279.72 }, { "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": 0.926, "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": 1333961.04, "financial_exposure_usd": 1714486.35, "recoverable_pct": 0.959 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101826", "label": "fraudulent", "label_confidence": 0.868, "severity": "critical", "timestamp": "2026-01-02T06:26:00Z", "trace_id": "87a017d5-d641-b381-af4a-13d32a7f6ae0" }
{ "account_age_days": 242, "account_id": "ACCT-2A8FEFFC00C6", "baseline_risk_score": 0.499, "kyc_tier": "tier_1", "session_entropy": 0.105 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 325, "timestamp": "2026-01-02T06:26:00Z", "transaction_amount_usd": 91963.16 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.85, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1053681.82, "financial_exposure_usd": 1233615.6, "recoverable_pct": 0.447 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108577", "label": "benign", "label_confidence": 0.549, "severity": "high", "timestamp": "2026-01-06T22:57:00Z", "trace_id": "1117c465-5af4-298b-c04d-22aa8796153a" }
{ "account_age_days": 1233, "account_id": "ACCT-37F2651BED23", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.578 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 495, "timestamp": "2026-01-06T22:57:00Z", "transaction_amount_usd": 13246.46 }, { "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": 0.565, "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": 989.13, "financial_exposure_usd": 1086.35, "recoverable_pct": 0.916 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107068", "label": "benign", "label_confidence": 0.573, "severity": "low", "timestamp": "2026-01-05T21:48:00Z", "trace_id": "c4de25f3-33c7-185a-2eb4-a739d85b9ef0" }
{ "account_age_days": 1149, "account_id": "ACCT-DA1C15F257DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.622 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 722, "timestamp": "2026-01-05T21:48:00Z", "transaction_amount_usd": 3553.36 }, { "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": 0.642, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2447.58, "financial_exposure_usd": 5060.51, "recoverable_pct": 0.499 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106650", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-05T14:50:00Z", "trace_id": "2a2b02ae-ee9a-2969-18f1-753d72fa10f2" }
{ "account_age_days": 988, "account_id": "ACCT-8745E128966D", "baseline_risk_score": 0.121, "kyc_tier": "tier_2", "session_entropy": 0.175 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 385, "timestamp": "2026-01-05T10:15:00Z", "transaction_amount_usd": 5.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "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": 3956185.08, "financial_exposure_usd": 5209511.29, "recoverable_pct": 0.465 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100892", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-01T14:52:00Z", "trace_id": "62ae7b1d-b0bb-a8b6-3898-e9db63cc0716" }
{ "account_age_days": 1134, "account_id": "ACCT-B6A5E2C34462", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.106 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 372, "timestamp": "2026-01-01T14:52:00Z", "transaction_amount_usd": 117054.46 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.904, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 369774.5, "financial_exposure_usd": 449005.33, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109018", "label": "benign", "label_confidence": 0.461, "severity": "high", "timestamp": "2026-01-07T06:18:00Z", "trace_id": "27343516-e616-1e25-47ee-5bf21ca55311" }
{ "account_age_days": 1410, "account_id": "ACCT-18108F44ECC5", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.624 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1072, "timestamp": "2026-01-07T06:18:00Z", "transaction_amount_usd": 2104.87 }, { "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": 0.591, "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": 1615.09, "financial_exposure_usd": 1907.49, "recoverable_pct": 0.989 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105269", "label": "fraudulent", "label_confidence": 0.836, "severity": "high", "timestamp": "2026-01-04T15:49:00Z", "trace_id": "920496d2-99e4-2182-6d6e-e0fbd8d943f3" }
{ "account_age_days": 200, "account_id": "ACCT-9F43ADF3659D", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.212 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 230, "timestamp": "2026-01-04T15:49:00Z", "transaction_amount_usd": 1718573.63 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.769, "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": 3529449.79, "financial_exposure_usd": 6228721.92, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101093", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-01T18:13:00Z", "trace_id": "9db4f407-a1ca-0204-a350-a593fc8de58c" }
{ "account_age_days": 1363, "account_id": "ACCT-AC10FE3816DB", "baseline_risk_score": 0.266, "kyc_tier": "tier_2", "session_entropy": 0.145 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 224, "timestamp": "2026-01-01T13:39:00Z", "transaction_amount_usd": 8.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.821, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 148068.59, "financial_exposure_usd": 184965.86, "recoverable_pct": 0.12 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101877", "label": "fraudulent", "label_confidence": 0.974, "severity": "high", "timestamp": "2026-01-02T07:17:00Z", "trace_id": "929db335-4abb-8695-9a66-7d8885b78749" }
{ "account_age_days": 525, "account_id": "ACCT-EF4342D9C795", "baseline_risk_score": 0.366, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 604, "timestamp": "2026-01-02T07:17:00Z", "transaction_amount_usd": 30233.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.823, "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": 834379.92, "financial_exposure_usd": 1267125.29, "recoverable_pct": 0.205 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101142", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-01T19:02:00Z", "trace_id": "7e825cdf-84bc-86dd-f9c0-5363dadb98cf" }
{ "account_age_days": 297, "account_id": "ACCT-B20284A767CF", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.698 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 218, "timestamp": "2026-01-01T19:02:00Z", "transaction_amount_usd": 53297.6 }, { "asset": "SOL", "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": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 284723.16, "financial_exposure_usd": 687923.48, "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-102708", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-02T21:08:00Z", "trace_id": "291ea4bf-2a42-c21f-874d-a05bb7a4c255" }
{ "account_age_days": 1829, "account_id": "ACCT-ACDE62E50EDF", "baseline_risk_score": 0.484, "kyc_tier": "tier_3", "session_entropy": 0.529 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 228, "timestamp": "2026-01-02T18:04:00Z", "transaction_amount_usd": 6.44 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.725, "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": 585346.95, "financial_exposure_usd": 1002167.63, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100337", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-01T05:37:00Z", "trace_id": "6a673cff-e0e3-6d7a-59f5-870ddb2bee8a" }
{ "account_age_days": 1820, "account_id": "ACCT-7893AA696790", "baseline_risk_score": 0.508, "kyc_tier": "tier_1", "session_entropy": 0.696 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 907, "timestamp": "2026-01-01T05:37:00Z", "transaction_amount_usd": 101965.02 }, { "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": 0.91, "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 HAV...
{ "customer_funds_at_risk_usd": 296308.16, "financial_exposure_usd": 352354.63, "recoverable_pct": 0.358 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100984", "label": "fraudulent", "label_confidence": 0.905, "severity": "critical", "timestamp": "2026-01-01T16:24:00Z", "trace_id": "ab21974d-ff20-5932-b52d-13a4c099f079" }
{ "account_age_days": 1121, "account_id": "ACCT-E1AFF24F1130", "baseline_risk_score": 0.463, "kyc_tier": "tier_3", "session_entropy": 0.469 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 366, "timestamp": "2026-01-01T16:24:00Z", "transaction_amount_usd": 104089.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.654, "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": 332409.3, "financial_exposure_usd": 814654.83, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106460", "label": "fraudulent", "label_confidence": 0.754, "severity": "high", "timestamp": "2026-01-05T11:40:00Z", "trace_id": "7bc91952-5b3f-8227-5a2d-7c4d1b169c96" }
{ "account_age_days": 105, "account_id": "ACCT-E62CD299D0D4", "baseline_risk_score": 0.382, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 215, "timestamp": "2026-01-05T11:40:00Z", "transaction_amount_usd": 2898913.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.903, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1258991.96, "financial_exposure_usd": 2476768.48, "recoverable_pct": 0.784 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108322", "label": "benign", "label_confidence": 0.466, "severity": "medium", "timestamp": "2026-01-06T18:42:00Z", "trace_id": "640738ad-d06b-8ea8-6521-0402bc81495b" }
{ "account_age_days": 204, "account_id": "ACCT-B2E3BB231F7F", "baseline_risk_score": 0.065, "kyc_tier": "tier_1", "session_entropy": 0.267 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 151, "timestamp": "2026-01-06T18:42:00Z", "transaction_amount_usd": 4188.7 }, { "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": 0.487, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 700.68, "financial_exposure_usd": 1281.84, "recoverable_pct": 0.856 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107400", "label": "benign", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-06T03:20:00Z", "trace_id": "ca6482cf-1888-d2b6-8898-7251c053b168" }
{ "account_age_days": 793, "account_id": "ACCT-64B2849E5885", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1076, "timestamp": "2026-01-06T03:20:00Z", "transaction_amount_usd": 8599.95 }, { "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": 0.787, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 74.39, "financial_exposure_usd": 142.94, "recoverable_pct": 0.908 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104856", "label": "fraudulent", "label_confidence": 0.604, "severity": "high", "timestamp": "2026-01-04T08:56:00Z", "trace_id": "25186765-be11-f161-7743-05efc59cd22f" }
{ "account_age_days": 790, "account_id": "ACCT-3287026E97B8", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.64 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 297, "timestamp": "2026-01-03T20:44:00Z", "transaction_amount_usd": 1.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.772, "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": 1777210.1, "financial_exposure_usd": 3192570.61, "recoverable_pct": 0.62 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106240", "label": "fraudulent", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-05T08:00:00Z", "trace_id": "50cd76e0-32c1-062e-a630-dead7123e7c5" }
{ "account_age_days": 1092, "account_id": "ACCT-72DF68AA7F77", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 205, "timestamp": "2026-01-05T05:06:00Z", "transaction_amount_usd": 1.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.495, "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": 3418740.67, "financial_exposure_usd": 4464294.69, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108845", "label": "benign", "label_confidence": 0.656, "severity": "critical", "timestamp": "2026-01-07T03:25:00Z", "trace_id": "3a7ae453-0ac2-6d11-b07e-9a34690e18e2" }
{ "account_age_days": 1199, "account_id": "ACCT-770D42A00CFE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.796 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 712, "timestamp": "2026-01-07T03:25:00Z", "transaction_amount_usd": 12071.87 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2997.58, "financial_exposure_usd": 3494.75, "recoverable_pct": 0.471 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105447", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-04T18:47:00Z", "trace_id": "473ad227-7ddc-f925-bd36-a1d468e2a4b0" }
{ "account_age_days": 603, "account_id": "ACCT-5F70DBA15133", "baseline_risk_score": 0.133, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 872, "timestamp": "2026-01-04T18:47:00Z", "transaction_amount_usd": 1001561.14 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.89, "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 p...
{ "customer_funds_at_risk_usd": 2545639.52, "financial_exposure_usd": 4030642.97, "recoverable_pct": 0.684 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104358", "label": "fraudulent", "label_confidence": 0.734, "severity": "high", "timestamp": "2026-01-04T00:38:00Z", "trace_id": "d3a7337b-d205-b7d2-ec83-3f00c62f64b8" }
{ "account_age_days": 1804, "account_id": "ACCT-AB1102B66835", "baseline_risk_score": 0.352, "kyc_tier": "tier_3", "session_entropy": 0.336 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 314, "timestamp": "2026-01-03T15:19:00Z", "transaction_amount_usd": 12.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.835, "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": 3948628.35, "financial_exposure_usd": 5100876.09, "recoverable_pct": 0.421 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106613", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-05T14:13:00Z", "trace_id": "21a7f43e-b67d-6783-8aa2-80c14339d801" }
{ "account_age_days": 1723, "account_id": "ACCT-8B34672ADB80", "baseline_risk_score": 0.421, "kyc_tier": "tier_1", "session_entropy": 0.322 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1137, "timestamp": "2026-01-05T14:13:00Z", "transaction_amount_usd": 1867843.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.553, "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": 1219518.47, "financial_exposure_usd": 2373444.92, "recoverable_pct": 0.513 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109574", "label": "benign", "label_confidence": 0.629, "severity": "critical", "timestamp": "2026-01-07T15:34:00Z", "trace_id": "a7689401-cebb-4331-309d-b08d2d6179ad" }
{ "account_age_days": 878, "account_id": "ACCT-E8E6FF8460FC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.103 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1167, "timestamp": "2026-01-07T15:34:00Z", "transaction_amount_usd": 13833.27 }, { "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": 0.656, "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": 3632.69, "financial_exposure_usd": 6651.9, "recoverable_pct": 0.987 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108013", "label": "benign", "label_confidence": 0.519, "severity": "high", "timestamp": "2026-01-06T13:33:00Z", "trace_id": "231fc093-416a-324a-f3dd-5eb5402517f3" }
{ "account_age_days": 398, "account_id": "ACCT-B3CD770833EF", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.415 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 300, "timestamp": "2026-01-06T11:32:00Z", "transaction_amount_usd": 11.68 }, { "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": 0.598, "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": 1354.22, "financial_exposure_usd": 2552.73, "recoverable_pct": 0.943 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105190", "label": "fraudulent", "label_confidence": 0.887, "severity": "medium", "timestamp": "2026-01-04T14:30:00Z", "trace_id": "17280c53-1275-dc80-f5f6-137cbf5b4eb7" }
{ "account_age_days": 883, "account_id": "ACCT-470D0284606E", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.564 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 296, "timestamp": "2026-01-04T12:04:00Z", "transaction_amount_usd": 17.03 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.74, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1717562.45, "financial_exposure_usd": 3337027.63, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109844", "label": "benign", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-07T20:04:00Z", "trace_id": "be3064ac-64ba-fa87-080d-488bc4a29f00" }
{ "account_age_days": 1214, "account_id": "ACCT-4ED08781FB9E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 184, "timestamp": "2026-01-07T12:23:00Z", "transaction_amount_usd": 14.57 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2186.53, "financial_exposure_usd": 2894.33, "recoverable_pct": 0.413 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100724", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-01T12:04:00Z", "trace_id": "b08a695d-c4f1-81a5-5a6a-515de0427c03" }
{ "account_age_days": 1168, "account_id": "ACCT-372B0B95FB3A", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.87 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 318, "timestamp": "2026-01-01T02:18:00Z", "transaction_amount_usd": 20.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.589, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 770111.68, "financial_exposure_usd": 836823.17, "recoverable_pct": 0.611 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107961", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-06T12:41:00Z", "trace_id": "d48b6018-1eae-7096-dd86-77b31a2c8b3d" }
{ "account_age_days": 1995, "account_id": "ACCT-6BF60C49B33F", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.797 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 744, "timestamp": "2026-01-06T12:41:00Z", "transaction_amount_usd": 1781.13 }, { "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": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1132.61, "financial_exposure_usd": 1223.69, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107277", "label": "benign", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-06T01:17:00Z", "trace_id": "62349102-c0db-da4a-fe1d-a4632f1b8a18" }
{ "account_age_days": 1865, "account_id": "ACCT-CDAF21BF41FC", "baseline_risk_score": 0.102, "kyc_tier": "tier_3", "session_entropy": 0.486 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1038, "timestamp": "2026-01-06T01:17:00Z", "transaction_amount_usd": 10071.84 }, { "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": 0.645, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1247.03, "financial_exposure_usd": 1867.65, "recoverable_pct": 0.951 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100447", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-01T07:27:00Z", "trace_id": "6374911b-0996-71b7-656b-0e9939d1ec1c" }
{ "account_age_days": 1898, "account_id": "ACCT-683B729ABAFC", "baseline_risk_score": 0.516, "kyc_tier": "tier_2", "session_entropy": 0.937 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 386, "timestamp": "2026-01-01T01:50:00Z", "transaction_amount_usd": 13.03 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "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": 463297.51, "financial_exposure_usd": 625631.2, "recoverable_pct": 0.093 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107940", "label": "benign", "label_confidence": 0.636, "severity": "medium", "timestamp": "2026-01-06T12:20:00Z", "trace_id": "d5385d87-ba2d-3433-4890-ec57fb1c9f24" }
{ "account_age_days": 1611, "account_id": "ACCT-7B52DC11D6CE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.527 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 232, "timestamp": "2026-01-06T08:51:00Z", "transaction_amount_usd": 22.34 }, { "asset": "EUR", "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 568.97, "financial_exposure_usd": 573.74, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104060", "label": "fraudulent", "label_confidence": 0.65, "severity": "high", "timestamp": "2026-01-03T19:40:00Z", "trace_id": "42122323-7de1-6c79-a7f0-a745dceefa96" }
{ "account_age_days": 649, "account_id": "ACCT-7C10FB7B8E93", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 427, "timestamp": "2026-01-03T19:40:00Z", "transaction_amount_usd": 1968674.47 }, { "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": 0.606, "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": 2105878.99, "financial_exposure_usd": 2531087.43, "recoverable_pct": 0.553 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109660", "label": "benign", "label_confidence": 0.652, "severity": "medium", "timestamp": "2026-01-07T17:00:00Z", "trace_id": "e607ba36-3218-4b93-139d-4c279d721588" }
{ "account_age_days": 114, "account_id": "ACCT-452438AA802A", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.489 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 116, "timestamp": "2026-01-07T09:50:00Z", "transaction_amount_usd": 5.82 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.592, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.714 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108888", "label": "benign", "label_confidence": 0.64, "severity": "low", "timestamp": "2026-01-07T04:08:00Z", "trace_id": "25dfbb8a-09be-ba78-74dc-8ef9189df6e6" }
{ "account_age_days": 1513, "account_id": "ACCT-ADFBBFD951B9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 585, "timestamp": "2026-01-07T04:08:00Z", "transaction_amount_usd": 2246.76 }, { "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": 0.613, "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": 4939.57, "financial_exposure_usd": 6655.14, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105571", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-04T20:51:00Z", "trace_id": "299fe404-0d73-629b-47d9-a2ea5881c2ab" }
{ "account_age_days": 1568, "account_id": "ACCT-CE82C4E4CEC5", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 441, "timestamp": "2026-01-04T20:51:00Z", "transaction_amount_usd": 375270.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.825, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2972713.15, "financial_exposure_usd": 3037592.72, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106980", "label": "benign", "label_confidence": 0.593, "severity": "high", "timestamp": "2026-01-05T20:20:00Z", "trace_id": "731c20de-d58a-2692-7d05-dc113ac8252e" }
{ "account_age_days": 602, "account_id": "ACCT-2FC389E7B67F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.279 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 378, "timestamp": "2026-01-05T14:54:00Z", "transaction_amount_usd": 8.91 }, { "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": 0.59, "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_tr...
{ "customer_funds_at_risk_usd": 1784.24, "financial_exposure_usd": 4459.06, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105762", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-05T00:02:00Z", "trace_id": "f2003c67-e287-5019-766a-6f66b84dbffa" }
{ "account_age_days": 886, "account_id": "ACCT-A6C61B84D875", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.207 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 381, "timestamp": "2026-01-05T00:02:00Z", "transaction_amount_usd": 851864.61 }, { "asset": "USD", "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": 0.513, "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": 2427417.78, "financial_exposure_usd": 4151493.14, "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-107777", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-06T09:37:00Z", "trace_id": "61d6fa9c-9977-cecd-4373-ca4458028fa3" }
{ "account_age_days": 481, "account_id": "ACCT-B720C5407AE5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 604, "timestamp": "2026-01-06T09:37:00Z", "transaction_amount_usd": 6524.94 }, { "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": 0.736, "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": 1982.19, "financial_exposure_usd": 2992.83, "recoverable_pct": 0.622 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109657", "label": "benign", "label_confidence": 0.546, "severity": "high", "timestamp": "2026-01-07T16:57:00Z", "trace_id": "e92c4cd7-60b4-f8a2-22ab-4f0e41c8b609" }
{ "account_age_days": 1318, "account_id": "ACCT-1B57F4985AB7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.734 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 382, "timestamp": "2026-01-07T15:07:00Z", "transaction_amount_usd": 1.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3900.79, "financial_exposure_usd": 4931.94, "recoverable_pct": 0.917 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100018", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-01T00:18:00Z", "trace_id": "175a81ec-112f-a612-7969-9ed2ec48bf55" }
{ "account_age_days": 321, "account_id": "ACCT-15BFBE9798A2", "baseline_risk_score": 0.375, "kyc_tier": "tier_1", "session_entropy": 0.851 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 110, "timestamp": "2025-12-31T22:28:00Z", "transaction_amount_usd": 20.29 }, { "asset": "SOL", "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": 0.38, "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": 262078.35, "financial_exposure_usd": 465287, "recoverable_pct": 0.563 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109573", "label": "benign", "label_confidence": 0.559, "severity": "medium", "timestamp": "2026-01-07T15:33:00Z", "trace_id": "8d80468b-5376-02d6-1896-910a5be45e96" }
{ "account_age_days": 530, "account_id": "ACCT-005837D3315A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.466 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1134, "timestamp": "2026-01-07T15:33:00Z", "transaction_amount_usd": 2984.01 }, { "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": 0.611, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1296.02, "financial_exposure_usd": 1435.46, "recoverable_pct": 0.714 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106903", "label": "benign", "label_confidence": 0.529, "severity": "medium", "timestamp": "2026-01-05T19:03:00Z", "trace_id": "9fb3eb97-ed84-4efd-edbd-6e701ec3053b" }
{ "account_age_days": 397, "account_id": "ACCT-40E8E23B942E", "baseline_risk_score": 0.103, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 225, "timestamp": "2026-01-05T08:01:00Z", "transaction_amount_usd": 14.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 503.76, "financial_exposure_usd": 580.5, "recoverable_pct": 0.953 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108671", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-07T00:31:00Z", "trace_id": "e37faacf-eb55-6246-c7a8-932f44a15a9d" }
{ "account_age_days": 1169, "account_id": "ACCT-15D97D6C4F83", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 170, "timestamp": "2026-01-07T00:31:00Z", "transaction_amount_usd": 3882.89 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.681, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2697.14, "financial_exposure_usd": 3728.44, "recoverable_pct": 0.725 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105625", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-04T21:45:00Z", "trace_id": "dc133a37-9589-7609-7bb2-51c0c7af5468" }
{ "account_age_days": 1649, "account_id": "ACCT-D25209CFA231", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.794 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 372, "timestamp": "2026-01-04T12:28:00Z", "transaction_amount_usd": 0.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.542, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1748468.6, "financial_exposure_usd": 3805651.47, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100764", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-01T12:44:00Z", "trace_id": "99a26957-ef3e-0952-6e82-3445968a89d4" }
{ "account_age_days": 189, "account_id": "ACCT-A38E5B68F8B6", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 321, "timestamp": "2026-01-01T11:09:00Z", "transaction_amount_usd": 24.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.512, "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": 435039.64, "financial_exposure_usd": 619933.63, "recoverable_pct": 0.736 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101465", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-02T00:25:00Z", "trace_id": "74008e77-b825-743f-a8f0-b4d0dda9bbf3" }
{ "account_age_days": 670, "account_id": "ACCT-6042E882F58B", "baseline_risk_score": 0.394, "kyc_tier": "tier_3", "session_entropy": 0.225 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 742, "timestamp": "2026-01-02T00:25:00Z", "transaction_amount_usd": 52277.58 }, { "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": 0.397, "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": 1015027.94, "financial_exposure_usd": 1197269.65, "recoverable_pct": 0.788 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102295", "label": "fraudulent", "label_confidence": 0.827, "severity": "low", "timestamp": "2026-01-02T14:15:00Z", "trace_id": "c61c64a7-cedf-100a-40e4-af57cec0d840" }
{ "account_age_days": 1255, "account_id": "ACCT-E8693393F030", "baseline_risk_score": 0.576, "kyc_tier": "tier_1", "session_entropy": 0.362 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1146, "timestamp": "2026-01-02T14:15:00Z", "transaction_amount_usd": 52059.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "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": 338553.69, "financial_exposure_usd": 409694.5, "recoverable_pct": 0.523 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107114", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-05T22:34:00Z", "trace_id": "9b677519-7468-0e5e-dcb4-c6defabc4eff" }
{ "account_age_days": 1054, "account_id": "ACCT-09988ED45EC3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.23 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 294, "timestamp": "2026-01-05T18:25:00Z", "transaction_amount_usd": 20.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.57, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1208.89, "financial_exposure_usd": 3005.78, "recoverable_pct": 0.732 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108746", "label": "benign", "label_confidence": 0.718, "severity": "low", "timestamp": "2026-01-07T01:46:00Z", "trace_id": "542d4db8-705e-4749-5259-c7660fedecfc" }
{ "account_age_days": 384, "account_id": "ACCT-C55EB1320DC4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.555 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 307, "timestamp": "2026-01-07T00:00:00Z", "transaction_amount_usd": 17.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1469.06, "financial_exposure_usd": 2466.67, "recoverable_pct": 0.858 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102434", "label": "fraudulent", "label_confidence": 0.89, "severity": "medium", "timestamp": "2026-01-02T16:34:00Z", "trace_id": "d35dcaca-acbb-50ba-d9b0-e6d8f4f24cd0" }
{ "account_age_days": 867, "account_id": "ACCT-D95F7C053B52", "baseline_risk_score": 0.353, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 177, "timestamp": "2026-01-02T16:34:00Z", "transaction_amount_usd": 103824.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.89, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 353402.37, "financial_exposure_usd": 581091.31, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102967", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-03T01:27:00Z", "trace_id": "958ecdf7-6785-9608-dd58-f4e4837dcba3" }
{ "account_age_days": 124, "account_id": "ACCT-DCF549AFE98F", "baseline_risk_score": 0.409, "kyc_tier": "tier_2", "session_entropy": 0.269 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 812, "timestamp": "2026-01-03T01:27:00Z", "transaction_amount_usd": 6675.25 }, { "asset": "ETH", "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": 0.512, "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": 580545.06, "financial_exposure_usd": 1180253.87, "recoverable_pct": 0.516 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101662", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-02T03:42:00Z", "trace_id": "b37994db-e604-b1c1-d266-faf9c47f6026" }
{ "account_age_days": 1490, "account_id": "ACCT-9D226676ABEF", "baseline_risk_score": 0.612, "kyc_tier": "tier_2", "session_entropy": 0.156 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 225, "timestamp": "2026-01-02T03:42:00Z", "transaction_amount_usd": 70635.74 }, { "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": 0.44, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 507337.07, "financial_exposure_usd": 735533.07, "recoverable_pct": 0.143 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106960", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-05T20:00:00Z", "trace_id": "e48dad78-9c94-8831-d5a5-7701635d4422" }
{ "account_age_days": 1974, "account_id": "ACCT-B41440E12BC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1066, "timestamp": "2026-01-05T20:00:00Z", "transaction_amount_usd": 11008.97 }, { "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": 0.485, "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": 2476.25, "financial_exposure_usd": 3253.18, "recoverable_pct": 0.83 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101520", "label": "fraudulent", "label_confidence": 0.878, "severity": "critical", "timestamp": "2026-01-02T01:20:00Z", "trace_id": "f7ac0626-7d55-8003-2679-791b051e65a5" }
{ "account_age_days": 941, "account_id": "ACCT-E5CB932FEFF7", "baseline_risk_score": 0.404, "kyc_tier": "tier_1", "session_entropy": 0.923 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 535, "timestamp": "2026-01-02T01:20:00Z", "transaction_amount_usd": 51740.45 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.438, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 190590.34, "financial_exposure_usd": 355780.54, "recoverable_pct": 0.118 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100640", "label": "fraudulent", "label_confidence": 0.958, "severity": "medium", "timestamp": "2026-01-01T10:40:00Z", "trace_id": "bd1d6a46-1b1b-daf4-e13b-39fc4202a016" }
{ "account_age_days": 163, "account_id": "ACCT-61D4B227F9D1", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.661 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 129, "timestamp": "2026-01-01T00:46:00Z", "transaction_amount_usd": 7.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.376, "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": 601028.59, "financial_exposure_usd": 638709.73, "recoverable_pct": 0.187 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104719", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-04T06:39:00Z", "trace_id": "786b0441-9d13-afee-906c-2af3878ae779" }
{ "account_age_days": 1679, "account_id": "ACCT-A09175716792", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.475 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 767, "timestamp": "2026-01-04T06:39:00Z", "transaction_amount_usd": 2099203.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.507, "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": 2343892.97, "financial_exposure_usd": 4711539.36, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108195", "label": "benign", "label_confidence": 0.499, "severity": "medium", "timestamp": "2026-01-06T16:35:00Z", "trace_id": "40a72a54-d8af-00c1-87c3-15ad4ccefab2" }
{ "account_age_days": 1558, "account_id": "ACCT-BEA59FF1FD4F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.664 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 189, "timestamp": "2026-01-06T16:35:00Z", "transaction_amount_usd": 5946.92 }, { "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": 0.543, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2602.43, "financial_exposure_usd": 2866.67, "recoverable_pct": 0.696 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102327", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-02T14:47:00Z", "trace_id": "67341818-c5da-58bf-4f23-3c354fb6b00d" }
{ "account_age_days": 344, "account_id": "ACCT-B9AA0913D7AB", "baseline_risk_score": 0.529, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 338, "timestamp": "2026-01-02T14:47:00Z", "transaction_amount_usd": 54750.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.792, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 260557.55, "financial_exposure_usd": 431411.41, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109610", "label": "benign", "label_confidence": 0.586, "severity": "medium", "timestamp": "2026-01-07T16:10:00Z", "trace_id": "6fcdd592-1b23-1bdb-3310-1fdc9a679143" }
{ "account_age_days": 800, "account_id": "ACCT-5EBA0C5D683D", "baseline_risk_score": 0.094, "kyc_tier": "tier_1", "session_entropy": 0.536 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 915, "timestamp": "2026-01-07T16:10:00Z", "transaction_amount_usd": 2481.15 }, { "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": 0.521, "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": 2665.36, "financial_exposure_usd": 2744.64, "recoverable_pct": 0.971 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107115", "label": "benign", "label_confidence": 0.53, "severity": "low", "timestamp": "2026-01-05T22:35:00Z", "trace_id": "9a12447b-07ed-97c4-8a86-9684d436a98a" }
{ "account_age_days": 1523, "account_id": "ACCT-470DEED2EA80", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.609 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 157, "timestamp": "2026-01-05T11:16:00Z", "transaction_amount_usd": 3.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.475, "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": 727.74, "financial_exposure_usd": 1120.93, "recoverable_pct": 0.44 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101496", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-02T00:56:00Z", "trace_id": "81145dff-da0f-5e1b-ba50-9e3959002fd6" }
{ "account_age_days": 304, "account_id": "ACCT-C0E016715E2D", "baseline_risk_score": 0.611, "kyc_tier": "tier_2", "session_entropy": 0.646 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 425, "timestamp": "2026-01-02T00:56:00Z", "transaction_amount_usd": 3683.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "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": 846946.68, "financial_exposure_usd": 1292043.42, "recoverable_pct": 0.847 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100632", "label": "fraudulent", "label_confidence": 0.97, "severity": "high", "timestamp": "2026-01-01T10:32:00Z", "trace_id": "2e155a39-c254-cb40-e70e-695a9b605d6f" }
{ "account_age_days": 1382, "account_id": "ACCT-65B5451E7A79", "baseline_risk_score": 0.257, "kyc_tier": "tier_2", "session_entropy": 0.666 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 217, "timestamp": "2026-01-01T10:32:00Z", "transaction_amount_usd": 10537.71 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 503528.53, "financial_exposure_usd": 527177.74, "recoverable_pct": 0.385 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107487", "label": "benign", "label_confidence": 0.649, "severity": "low", "timestamp": "2026-01-06T04:47:00Z", "trace_id": "e8bd6120-447f-6903-1e2a-1212e6681a47" }
{ "account_age_days": 795, "account_id": "ACCT-3362BC10A014", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 425, "timestamp": "2026-01-06T04:47:00Z", "transaction_amount_usd": 7022.23 }, { "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": 0.626, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 949.31, "financial_exposure_usd": 1845.89, "recoverable_pct": 0.647 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104671", "label": "fraudulent", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-04T05:51:00Z", "trace_id": "0d3d42e2-1d08-af01-367f-a40b3b7d3733" }
{ "account_age_days": 1769, "account_id": "ACCT-D2E0B25BE5DC", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.245 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 939, "timestamp": "2026-01-04T05:51:00Z", "transaction_amount_usd": 730639.21 }, { "asset": "GBP", "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": 0.935, "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": 3402942.03, "financial_exposure_usd": 5840371.92, "recoverable_pct": 0.439 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109836", "label": "benign", "label_confidence": 0.579, "severity": "medium", "timestamp": "2026-01-07T19:56:00Z", "trace_id": "c4dee4cf-32bd-e583-d734-e9d6fe47a0de" }
{ "account_age_days": 363, "account_id": "ACCT-AA6307A5CFE4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.619 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 98, "timestamp": "2026-01-07T15:09:00Z", "transaction_amount_usd": 22.55 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 182.78, "financial_exposure_usd": 428.51, "recoverable_pct": 0.93 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102948", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-03T01:08:00Z", "trace_id": "64f4b100-9f3f-5c15-f395-2ba21d7a7403" }
{ "account_age_days": 628, "account_id": "ACCT-B87C34BDC1DF", "baseline_risk_score": 0.509, "kyc_tier": "tier_2", "session_entropy": 0.223 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 188, "timestamp": "2026-01-02T14:22:00Z", "transaction_amount_usd": 12.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.704, "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": 316408.1, "financial_exposure_usd": 478635.83, "recoverable_pct": 0.59 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104642", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-04T05:22:00Z", "trace_id": "38badc3f-7923-df9b-d5d2-a33165156dcf" }
{ "account_age_days": 1787, "account_id": "ACCT-5AC719DF3023", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.826 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 267, "timestamp": "2026-01-04T05:22:00Z", "transaction_amount_usd": 1605172.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.452, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 4517841.87, "financial_exposure_usd": 6497090.39, "recoverable_pct": 0.706 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106082", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-05T05:22:00Z", "trace_id": "8e94824f-be6e-6150-eb3f-d20eb669ad56" }
{ "account_age_days": 1049, "account_id": "ACCT-3124F2C78619", "baseline_risk_score": 0.449, "kyc_tier": "tier_2", "session_entropy": 0.741 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 380, "timestamp": "2026-01-05T04:18:00Z", "transaction_amount_usd": 12.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.82, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2313809.79, "financial_exposure_usd": 4462314.68, "recoverable_pct": 0.966 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108471", "label": "benign", "label_confidence": 0.538, "severity": "low", "timestamp": "2026-01-06T21:11:00Z", "trace_id": "763f317f-131e-5bfa-5ac6-d79ac9f20fd9" }
{ "account_age_days": 609, "account_id": "ACCT-2F333642AA4E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.143 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 763, "timestamp": "2026-01-06T21:11:00Z", "transaction_amount_usd": 9549.26 }, { "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": 0.754, "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": 1477.09, "financial_exposure_usd": 2599.31, "recoverable_pct": 0.92 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101392", "label": "fraudulent", "label_confidence": 0.92, "severity": "high", "timestamp": "2026-01-01T23:12:00Z", "trace_id": "377acbde-adf6-21f2-131c-5301f7767dd2" }
{ "account_age_days": 1953, "account_id": "ACCT-A1471BE7C348", "baseline_risk_score": 0.359, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 201, "timestamp": "2026-01-01T23:12:00Z", "transaction_amount_usd": 116855.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.751, "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": 327004.76, "financial_exposure_usd": 445484.54, "recoverable_pct": 0.709 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104733", "label": "fraudulent", "label_confidence": 0.648, "severity": "critical", "timestamp": "2026-01-04T06:53:00Z", "trace_id": "aa9e8cf2-cefb-f8a6-aec9-efe43cfe51d8" }
{ "account_age_days": 1731, "account_id": "ACCT-89647D666863", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.387 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 90, "timestamp": "2026-01-03T20:43:00Z", "transaction_amount_usd": 4.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.426, "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": 3887141.39, "financial_exposure_usd": 4849316.47, "recoverable_pct": 0.966 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101379", "label": "fraudulent", "label_confidence": 0.955, "severity": "high", "timestamp": "2026-01-01T22:59:00Z", "trace_id": "6350ad5b-0179-2925-a30f-bce80220a69b" }
{ "account_age_days": 944, "account_id": "ACCT-6CF78D41942D", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.87 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 151, "timestamp": "2026-01-01T18:53:00Z", "transaction_amount_usd": 22.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.676, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 337111.05, "financial_exposure_usd": 571412.83, "recoverable_pct": 0.074 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107663", "label": "benign", "label_confidence": 0.565, "severity": "medium", "timestamp": "2026-01-06T07:43:00Z", "trace_id": "ba0c7279-2179-0dbd-dc3a-2b7c02f7ed01" }
{ "account_age_days": 1457, "account_id": "ACCT-3EAB6D486F9C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.24 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 626, "timestamp": "2026-01-06T07:43:00Z", "transaction_amount_usd": 4945.64 }, { "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": 0.457, "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": 3560.66, "financial_exposure_usd": 6399.14, "recoverable_pct": 0.912 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106958", "label": "benign", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-05T19:58:00Z", "trace_id": "dfd1cc08-74b7-a0a4-6a63-21c01a24ee04" }
{ "account_age_days": 602, "account_id": "ACCT-492FC64A9316", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.243 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 102, "timestamp": "2026-01-05T09:51:00Z", "transaction_amount_usd": 14.68 }, { "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": 0.474, "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": 1628.45, "financial_exposure_usd": 2035.29, "recoverable_pct": 0.607 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108837", "label": "benign", "label_confidence": 0.574, "severity": "low", "timestamp": "2026-01-07T03:17:00Z", "trace_id": "62bbea07-7a84-a040-89d5-3e120e463989" }
{ "account_age_days": 684, "account_id": "ACCT-5ECF9A38070A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 194, "timestamp": "2026-01-06T21:56:00Z", "transaction_amount_usd": 0.95 }, { "asset": "SOL", "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": 0.466, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2225.68, "financial_exposure_usd": 2380.55, "recoverable_pct": 0.861 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108721", "label": "benign", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-07T01:21:00Z", "trace_id": "8cbcf86c-0f5a-13eb-03f3-bec2168f8389" }
{ "account_age_days": 1572, "account_id": "ACCT-56270D2D162D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 523, "timestamp": "2026-01-07T01:21:00Z", "transaction_amount_usd": 2770.26 }, { "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": 0.701, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 214.69, "financial_exposure_usd": 515.02, "recoverable_pct": 0.979 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102156", "label": "fraudulent", "label_confidence": 0.915, "severity": "low", "timestamp": "2026-01-02T11:56:00Z", "trace_id": "c2fc7439-e250-7fab-ea7a-8db4257d7ff5" }
{ "account_age_days": 1733, "account_id": "ACCT-7B8F306A06EC", "baseline_risk_score": 0.34, "kyc_tier": "tier_3", "session_entropy": 0.391 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 106, "timestamp": "2026-01-02T11:01:00Z", "transaction_amount_usd": 2.25 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.786, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 284208.95, "financial_exposure_usd": 532795.5, "recoverable_pct": 0.816 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }