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-106014", "label": "fraudulent", "label_confidence": 0.917, "severity": "critical", "timestamp": "2026-01-05T04:14:00Z", "trace_id": "a506578a-3ee6-8850-cb76-1289890e888b" }
{ "account_age_days": 1850, "account_id": "ACCT-E144644160FE", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 307, "timestamp": "2026-01-04T17:28:00Z", "transaction_amount_usd": 19.09 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.643, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3796407.91, "financial_exposure_usd": 4778874.99, "recoverable_pct": 0.548 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108029", "label": "benign", "label_confidence": 0.721, "severity": "low", "timestamp": "2026-01-06T13:49:00Z", "trace_id": "954622e4-21fe-5705-652c-be2cf5fce1ec" }
{ "account_age_days": 1483, "account_id": "ACCT-DDD49A091907", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.653 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1147, "timestamp": "2026-01-06T13:49:00Z", "transaction_amount_usd": 12626.59 }, { "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": 0.557, "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": 2067.7, "financial_exposure_usd": 4060.71, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100560", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-01T09:20:00Z", "trace_id": "64950116-c240-702d-b90b-cf5551b037db" }
{ "account_age_days": 597, "account_id": "ACCT-341117014E75", "baseline_risk_score": 0.297, "kyc_tier": "tier_1", "session_entropy": 0.33 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 932, "timestamp": "2026-01-01T09:20:00Z", "transaction_amount_usd": 85358.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.396, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 236826.65, "financial_exposure_usd": 392278.7, "recoverable_pct": 0.756 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102292", "label": "fraudulent", "label_confidence": 0.97, "severity": "high", "timestamp": "2026-01-02T14:12:00Z", "trace_id": "76310341-7881-26e3-f283-cbe101eb1ce2" }
{ "account_age_days": 410, "account_id": "ACCT-FC7360A3ADD2", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.263 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 636, "timestamp": "2026-01-02T14:12:00Z", "transaction_amount_usd": 91902.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.382, "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": 508761.26, "financial_exposure_usd": 646405.48, "recoverable_pct": 0.035 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107286", "label": "benign", "label_confidence": 0.499, "severity": "medium", "timestamp": "2026-01-06T01:26:00Z", "trace_id": "7a92535e-a7fc-65af-f1d6-05f842cc272e" }
{ "account_age_days": 679, "account_id": "ACCT-8F008B58BBF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.166 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 515, "timestamp": "2026-01-06T01:26:00Z", "transaction_amount_usd": 3543.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "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": 4687.89, "financial_exposure_usd": 5060.3, "recoverable_pct": 0.627 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106321", "label": "fraudulent", "label_confidence": 0.688, "severity": "high", "timestamp": "2026-01-05T09:21:00Z", "trace_id": "b1a6669a-e910-eb51-427a-883681aded06" }
{ "account_age_days": 39, "account_id": "ACCT-2B9B2A28A7F6", "baseline_risk_score": 0.448, "kyc_tier": "tier_1", "session_entropy": 0.272 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 266, "timestamp": "2026-01-04T20:48:00Z", "transaction_amount_usd": 10.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.79, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 5291611.8, "financial_exposure_usd": 6014203.21, "recoverable_pct": 0.72 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106616", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-05T14:16:00Z", "trace_id": "7da44d29-54c6-058d-da94-c723c813dde7" }
{ "account_age_days": 1332, "account_id": "ACCT-66400E5EAC97", "baseline_risk_score": 0.084, "kyc_tier": "tier_3", "session_entropy": 0.221 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 544, "timestamp": "2026-01-05T14:16:00Z", "transaction_amount_usd": 2535074.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.404, "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": 5902991.78, "financial_exposure_usd": 7470326.95, "recoverable_pct": 0.448 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104717", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-04T06:37:00Z", "trace_id": "28d9094e-8361-6f87-27e8-691f4846bf9b" }
{ "account_age_days": 879, "account_id": "ACCT-C3FD68065713", "baseline_risk_score": 0.262, "kyc_tier": "tier_2", "session_entropy": 0.502 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 125, "timestamp": "2026-01-04T06:37:00Z", "transaction_amount_usd": 1569667.46 }, { "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": 0.695, "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": 2654584.31, "financial_exposure_usd": 5823800.37, "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-102355", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-02T15:15:00Z", "trace_id": "b96b7eb2-3e78-c6e1-7cbd-4d45cd822267" }
{ "account_age_days": 311, "account_id": "ACCT-F7FF367EAE94", "baseline_risk_score": 0.503, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 849, "timestamp": "2026-01-02T15:15:00Z", "transaction_amount_usd": 112011.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.839, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 113726.81, "financial_exposure_usd": 229045.98, "recoverable_pct": 0.135 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108633", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-06T23:53:00Z", "trace_id": "96e6ba8d-d2a4-e9c1-c7d1-f0c156873c76" }
{ "account_age_days": 182, "account_id": "ACCT-C390DB4DBDD4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.352 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 363, "timestamp": "2026-01-06T23:53:00Z", "transaction_amount_usd": 10795.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3949.08, "financial_exposure_usd": 5883.88, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107550", "label": "benign", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-06T05:50:00Z", "trace_id": "148ea3ec-bcbf-ac9d-7781-6361cd23669c" }
{ "account_age_days": 1624, "account_id": "ACCT-FD7CD3B1B877", "baseline_risk_score": 0.142, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 442, "timestamp": "2026-01-06T05:50:00Z", "transaction_amount_usd": 6745.2 }, { "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": 0.494, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3783.34, "financial_exposure_usd": 3796.5, "recoverable_pct": 0.662 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103278", "label": "fraudulent", "label_confidence": 0.929, "severity": "low", "timestamp": "2026-01-03T06:38:00Z", "trace_id": "8ebd9049-fa7a-4028-6e15-79669ed392d2" }
{ "account_age_days": 596, "account_id": "ACCT-F783EE09638B", "baseline_risk_score": 0.497, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 249, "timestamp": "2026-01-03T03:27:00Z", "transaction_amount_usd": 10.91 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.924, "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": 573951.11, "financial_exposure_usd": 849243.63, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102453", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-02T16:53:00Z", "trace_id": "5c47c41a-9b0a-2532-41e1-6d89ee984afa" }
{ "account_age_days": 1791, "account_id": "ACCT-FC8C569F27AE", "baseline_risk_score": 0.586, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 213, "timestamp": "2026-01-02T11:12:00Z", "transaction_amount_usd": 8.33 }, { "asset": "USD", "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": 0.43, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 509768.81, "financial_exposure_usd": 745433.63, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103661", "label": "fraudulent", "label_confidence": 0.848, "severity": "critical", "timestamp": "2026-01-03T13:01:00Z", "trace_id": "67d429a9-d79b-2cf4-4d0d-d9d2b06983c2" }
{ "account_age_days": 1674, "account_id": "ACCT-800666E1E59F", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.108 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1197, "timestamp": "2026-01-03T13:01:00Z", "transaction_amount_usd": 760828.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.625, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5070909.28, "financial_exposure_usd": 5173514.82, "recoverable_pct": 0.679 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105779", "label": "fraudulent", "label_confidence": 0.655, "severity": "critical", "timestamp": "2026-01-05T00:19:00Z", "trace_id": "06aef2fb-9cbd-f977-5b3d-562511ffa253" }
{ "account_age_days": 319, "account_id": "ACCT-1ACB258D088B", "baseline_risk_score": 0.332, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 260, "timestamp": "2026-01-04T23:06:00Z", "transaction_amount_usd": 11.02 }, { "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": 0.723, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3058876.78, "financial_exposure_usd": 3129986, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105766", "label": "fraudulent", "label_confidence": 0.863, "severity": "medium", "timestamp": "2026-01-05T00:06:00Z", "trace_id": "e601ebbb-5356-8038-fd80-d3a31d715e09" }
{ "account_age_days": 18, "account_id": "ACCT-C65EA7BC45F2", "baseline_risk_score": 0.203, "kyc_tier": "tier_1", "session_entropy": 0.316 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 312, "timestamp": "2026-01-04T16:07:00Z", "transaction_amount_usd": 2.23 }, { "asset": "BTC", "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": 0.424, "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 A...
{ "customer_funds_at_risk_usd": 2756171.85, "financial_exposure_usd": 4136199.25, "recoverable_pct": 0.582 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103374", "label": "fraudulent", "label_confidence": 0.658, "severity": "medium", "timestamp": "2026-01-03T08:14:00Z", "trace_id": "75e9fcf2-d963-93df-ba5f-64e3c9e22060" }
{ "account_age_days": 1260, "account_id": "ACCT-4718A270E5B3", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.104 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 881, "timestamp": "2026-01-03T08:14:00Z", "transaction_amount_usd": 159526.31 }, { "asset": "USDC", "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": 0.927, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2858116.6, "financial_exposure_usd": 3442655.49, "recoverable_pct": 0.502 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101001", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-01T16:41:00Z", "trace_id": "970283b3-5d5e-1495-312d-02d5546dde04" }
{ "account_age_days": 1056, "account_id": "ACCT-D17DD36F78D3", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.568 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 224, "timestamp": "2026-01-01T14:53:00Z", "transaction_amount_usd": 10.71 }, { "asset": "USDT", "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": 0.647, "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": 619409.19, "financial_exposure_usd": 734082.46, "recoverable_pct": 0.585 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101191", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-01T19:51:00Z", "trace_id": "5c0bee88-0d20-11e1-dc20-9f47be8e496f" }
{ "account_age_days": 454, "account_id": "ACCT-D733FD144444", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.249 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 847, "timestamp": "2026-01-01T19:51:00Z", "transaction_amount_usd": 113519.86 }, { "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": 0.52, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 101594.24, "financial_exposure_usd": 214976.79, "recoverable_pct": 0.467 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100345", "label": "fraudulent", "label_confidence": 0.766, "severity": "low", "timestamp": "2026-01-01T05:45:00Z", "trace_id": "7f07014d-0d44-b7c1-0342-73dd18d09c29" }
{ "account_age_days": 1144, "account_id": "ACCT-FA3A9FE008BB", "baseline_risk_score": 0.553, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 938, "timestamp": "2026-01-01T05:45:00Z", "transaction_amount_usd": 77262.45 }, { "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": 0.64, "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": 1111375.48, "financial_exposure_usd": 1137995.27, "recoverable_pct": 0.141 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106961", "label": "benign", "label_confidence": 0.491, "severity": "low", "timestamp": "2026-01-05T20:01:00Z", "trace_id": "e8799d12-165b-59f5-2919-12b5719e0b5e" }
{ "account_age_days": 941, "account_id": "ACCT-0045B90CD5A3", "baseline_risk_score": 0.162, "kyc_tier": "tier_1", "session_entropy": 0.632 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 179, "timestamp": "2026-01-05T20:01:00Z", "transaction_amount_usd": 9842.93 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "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": 3443.91, "financial_exposure_usd": 4227.24, "recoverable_pct": 0.88 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109802", "label": "benign", "label_confidence": 0.587, "severity": "medium", "timestamp": "2026-01-07T19:22:00Z", "trace_id": "9d739b3c-1104-fb80-6fe4-17d70d9afbdc" }
{ "account_age_days": 189, "account_id": "ACCT-73793029971D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.288 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 994, "timestamp": "2026-01-07T19:22:00Z", "transaction_amount_usd": 12512.92 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.652, "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": 1425.52, "financial_exposure_usd": 2326.89, "recoverable_pct": 0.891 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101480", "label": "fraudulent", "label_confidence": 0.956, "severity": "medium", "timestamp": "2026-01-02T00:40:00Z", "trace_id": "310b1b3d-9178-a61a-e463-f70aee2185df" }
{ "account_age_days": 1790, "account_id": "ACCT-F8CBA42043ED", "baseline_risk_score": 0.594, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 144, "timestamp": "2026-01-02T00:40:00Z", "transaction_amount_usd": 81696.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 298654.9, "financial_exposure_usd": 692905.2, "recoverable_pct": 0.493 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100154", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-01T02:34:00Z", "trace_id": "82e847ae-f545-dfb3-08a4-7ee1e3b2f985" }
{ "account_age_days": 1182, "account_id": "ACCT-A4C755B00490", "baseline_risk_score": 0.486, "kyc_tier": "tier_1", "session_entropy": 0.766 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 141, "timestamp": "2026-01-01T02:34:00Z", "transaction_amount_usd": 35570.09 }, { "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": 0.521, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 261225.6, "financial_exposure_usd": 618717.56, "recoverable_pct": 0.453 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108168", "label": "benign", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-06T16:08:00Z", "trace_id": "193641b4-fd82-36a7-79f5-ce773d30b276" }
{ "account_age_days": 1140, "account_id": "ACCT-8FF58EF9A39E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.411 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 155, "timestamp": "2026-01-06T11:59:00Z", "transaction_amount_usd": 24.24 }, { "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": 0.675, "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": 3300.39, "financial_exposure_usd": 4975.43, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102108", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-02T11:08:00Z", "trace_id": "5db05831-57a2-a01f-296a-62ab5eadbfb5" }
{ "account_age_days": 1454, "account_id": "ACCT-36C203111307", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.535 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 349, "timestamp": "2026-01-02T11:08:00Z", "transaction_amount_usd": 30124.72 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.617, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1177537.1, "financial_exposure_usd": 1213127.06, "recoverable_pct": 0.724 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106301", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-05T09:01:00Z", "trace_id": "ec007d37-a882-456c-c1cc-b6bdb0174feb" }
{ "account_age_days": 1858, "account_id": "ACCT-0F70E32A24F5", "baseline_risk_score": 0.154, "kyc_tier": "tier_1", "session_entropy": 0.11 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 165, "timestamp": "2026-01-05T09:01:00Z", "transaction_amount_usd": 1156366.83 }, { "asset": "USD", "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": 0.75, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 7782929.28, "financial_exposure_usd": 9419508.74, "recoverable_pct": 0.996 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107313", "label": "benign", "label_confidence": 0.537, "severity": "medium", "timestamp": "2026-01-06T01:53:00Z", "trace_id": "87561dd9-0ec4-4b52-0e11-39741339599f" }
{ "account_age_days": 1857, "account_id": "ACCT-5BAD4266A9E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.886 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 117, "timestamp": "2026-01-06T01:53:00Z", "transaction_amount_usd": 5464.49 }, { "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": 0.573, "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": 1252.51, "financial_exposure_usd": 1789.07, "recoverable_pct": 0.62 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108079", "label": "benign", "label_confidence": 0.525, "severity": "low", "timestamp": "2026-01-06T14:39:00Z", "trace_id": "71787248-ca06-ecda-ceaa-db4ecdecb204" }
{ "account_age_days": 1194, "account_id": "ACCT-6E96017F3E60", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.43 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 257, "timestamp": "2026-01-06T04:12:00Z", "transaction_amount_usd": 4.24 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.537, "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_...
{ "customer_funds_at_risk_usd": 3165.09, "financial_exposure_usd": 7725.93, "recoverable_pct": 0.464 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107270", "label": "benign", "label_confidence": 0.59, "severity": "high", "timestamp": "2026-01-06T01:10:00Z", "trace_id": "59b91d8e-f9f2-2a5e-3201-e249db83a4a5" }
{ "account_age_days": 1523, "account_id": "ACCT-329B606C9989", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.601 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1165, "timestamp": "2026-01-06T01:10:00Z", "transaction_amount_usd": 3293.01 }, { "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": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3419.23, "financial_exposure_usd": 4677.45, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106068", "label": "fraudulent", "label_confidence": 0.748, "severity": "critical", "timestamp": "2026-01-05T05:08:00Z", "trace_id": "43f9810f-7ae5-6661-27df-34fb38747712" }
{ "account_age_days": 902, "account_id": "ACCT-4208F3557CF1", "baseline_risk_score": 0.272, "kyc_tier": "tier_3", "session_entropy": 0.542 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1183, "timestamp": "2026-01-05T05:08:00Z", "transaction_amount_usd": 1652176.25 }, { "asset": "SOL", "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": 0.709, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 851290.48, "financial_exposure_usd": 905945.44, "recoverable_pct": 0.939 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100556", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-01T09:16:00Z", "trace_id": "f9f34c61-7717-1798-1d12-b2e71d8243a1" }
{ "account_age_days": 1954, "account_id": "ACCT-6953C5868979", "baseline_risk_score": 0.645, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 96, "timestamp": "2025-12-31T21:25:00Z", "transaction_amount_usd": 3.52 }, { "asset": "ETH", "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": 0.458, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 533046.29, "financial_exposure_usd": 888624.27, "recoverable_pct": 0.431 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107982", "label": "benign", "label_confidence": 0.679, "severity": "medium", "timestamp": "2026-01-06T13:02:00Z", "trace_id": "bf8420e3-4101-a1c8-ea0c-e559adb96e2a" }
{ "account_age_days": 629, "account_id": "ACCT-8B75636DDC8A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.432 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1110, "timestamp": "2026-01-06T13:02:00Z", "transaction_amount_usd": 13336.79 }, { "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": 0.62, "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_tr...
{ "customer_funds_at_risk_usd": 1728.76, "financial_exposure_usd": 3091.64, "recoverable_pct": 0.639 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106533", "label": "fraudulent", "label_confidence": 0.666, "severity": "high", "timestamp": "2026-01-05T12:53:00Z", "trace_id": "bbd09759-a780-9891-1632-ccd981c9a8b8" }
{ "account_age_days": 1353, "account_id": "ACCT-83FB98873366", "baseline_risk_score": 0.163, "kyc_tier": "tier_1", "session_entropy": 0.814 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 394, "timestamp": "2026-01-05T05:14:00Z", "transaction_amount_usd": 3.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2485978.69, "financial_exposure_usd": 4412281.76, "recoverable_pct": 0.922 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105055", "label": "fraudulent", "label_confidence": 0.858, "severity": "low", "timestamp": "2026-01-04T12:15:00Z", "trace_id": "6bafeebb-c5eb-9fd0-c7cd-75071ba5b9e1" }
{ "account_age_days": 672, "account_id": "ACCT-D950A9A8F829", "baseline_risk_score": 0.166, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 350, "timestamp": "2026-01-04T09:45:00Z", "transaction_amount_usd": 18.6 }, { "asset": "SOL", "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": 0.77, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 5306025.6, "financial_exposure_usd": 8773197.13, "recoverable_pct": 0.497 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101744", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-02T05:04:00Z", "trace_id": "1a3d3e45-1af1-e1d5-0b8d-4fb819554bba" }
{ "account_age_days": 1558, "account_id": "ACCT-11FFEE87FA2C", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.21 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1176, "timestamp": "2026-01-02T05:04:00Z", "transaction_amount_usd": 2555.36 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.473, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 762861.96, "financial_exposure_usd": 788001.78, "recoverable_pct": 0.214 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103618", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-03T12:18:00Z", "trace_id": "92926777-a2aa-9047-c47f-9339216b4ce4" }
{ "account_age_days": 720, "account_id": "ACCT-CFB2371E233B", "baseline_risk_score": 0.086, "kyc_tier": "tier_3", "session_entropy": 0.724 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 319, "timestamp": "2026-01-03T12:18:00Z", "transaction_amount_usd": 1286211.39 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.828, "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": 5124307.06, "financial_exposure_usd": 5776559.08, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104458", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-04T02:18:00Z", "trace_id": "deacaff3-44c4-b66e-b582-15e541c8db5f" }
{ "account_age_days": 1057, "account_id": "ACCT-6F18EA42015C", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.884 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 696, "timestamp": "2026-01-04T02:18:00Z", "transaction_amount_usd": 1781533 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.401, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6102013.25, "financial_exposure_usd": 7677178.85, "recoverable_pct": 0.96 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100377", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-01T06:17:00Z", "trace_id": "48301db7-8810-a169-0257-ac68cfc47f87" }
{ "account_age_days": 621, "account_id": "ACCT-D447C810238A", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 96, "timestamp": "2025-12-31T17:52:00Z", "transaction_amount_usd": 7.54 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.628, "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": 467567.34, "financial_exposure_usd": 495775.2, "recoverable_pct": 0.305 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104988", "label": "fraudulent", "label_confidence": 0.898, "severity": "low", "timestamp": "2026-01-04T11:08:00Z", "trace_id": "86bca794-3cad-06fa-8971-d2333134b170" }
{ "account_age_days": 1235, "account_id": "ACCT-5E73C6CC881F", "baseline_risk_score": 0.21, "kyc_tier": "tier_3", "session_entropy": 0.391 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 281, "timestamp": "2026-01-04T00:16:00Z", "transaction_amount_usd": 8.21 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "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": 1230504.99, "financial_exposure_usd": 2751144.07, "recoverable_pct": 0.731 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100548", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-01T09:08:00Z", "trace_id": "3048c863-49b7-0422-27d9-429a859ccbca" }
{ "account_age_days": 729, "account_id": "ACCT-387A0203A4A0", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.516 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 109, "timestamp": "2026-01-01T09:08:00Z", "transaction_amount_usd": 39102.4 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.615, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 451216.05, "financial_exposure_usd": 681037.01, "recoverable_pct": 0.377 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109130", "label": "benign", "label_confidence": 0.663, "severity": "medium", "timestamp": "2026-01-07T08:10:00Z", "trace_id": "aed8787b-51c1-bede-e06a-5869226c1333" }
{ "account_age_days": 391, "account_id": "ACCT-330536739437", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 128, "timestamp": "2026-01-06T21:08:00Z", "transaction_amount_usd": 20.9 }, { "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": 0.636, "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": 3616.83, "financial_exposure_usd": 3703.15, "recoverable_pct": 0.93 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100571", "label": "fraudulent", "label_confidence": 0.931, "severity": "critical", "timestamp": "2026-01-01T09:31:00Z", "trace_id": "63490196-e09a-5dea-b320-c670c282fd05" }
{ "account_age_days": 857, "account_id": "ACCT-69C94FC00317", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.26 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 916, "timestamp": "2026-01-01T09:31:00Z", "transaction_amount_usd": 36848.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.735, "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": 453556.24, "financial_exposure_usd": 653351.66, "recoverable_pct": 0.318 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104147", "label": "fraudulent", "label_confidence": 0.875, "severity": "low", "timestamp": "2026-01-03T21:07:00Z", "trace_id": "677e7a37-4e00-8888-f5a9-f4b2943be47b" }
{ "account_age_days": 586, "account_id": "ACCT-55C0491893AE", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.913 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 540, "timestamp": "2026-01-03T21:07:00Z", "transaction_amount_usd": 528407.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.378, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2396004.19, "financial_exposure_usd": 3540789.44, "recoverable_pct": 0.613 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107832", "label": "benign", "label_confidence": 0.488, "severity": "high", "timestamp": "2026-01-06T10:32:00Z", "trace_id": "35c5ed13-ef72-d76f-9e61-554f5d1e4749" }
{ "account_age_days": 899, "account_id": "ACCT-E1C4C27AE094", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.256 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 952, "timestamp": "2026-01-06T10:32:00Z", "transaction_amount_usd": 2671.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1559.94, "financial_exposure_usd": 2983.41, "recoverable_pct": 0.472 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109972", "label": "benign", "label_confidence": 0.513, "severity": "high", "timestamp": "2026-01-07T22:12:00Z", "trace_id": "8940c7ad-d1dd-1437-47da-0138fd121e7f" }
{ "account_age_days": 1661, "account_id": "ACCT-68BCBF64F0B5", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.894 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 224, "timestamp": "2026-01-07T22:12:00Z", "transaction_amount_usd": 4562.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.535, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 35.46, "financial_exposure_usd": 80.17, "recoverable_pct": 0.605 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106891", "label": "benign", "label_confidence": 0.643, "severity": "medium", "timestamp": "2026-01-05T18:51:00Z", "trace_id": "6e4bac8b-f5e7-7c1d-c47c-e9d9e3581134" }
{ "account_age_days": 209, "account_id": "ACCT-4ECC55B6C14F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.777 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 259, "timestamp": "2026-01-05T17:41:00Z", "transaction_amount_usd": 19.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.618, "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": 5971.07, "financial_exposure_usd": 6949.17, "recoverable_pct": 0.475 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102995", "label": "fraudulent", "label_confidence": 0.887, "severity": "low", "timestamp": "2026-01-03T01:55:00Z", "trace_id": "083c9d2e-9a3f-b957-9c10-efd47447fbb0" }
{ "account_age_days": 1009, "account_id": "ACCT-68695F071550", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.573 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1022, "timestamp": "2026-01-03T01:55:00Z", "transaction_amount_usd": 34594.17 }, { "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": 0.708, "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": 696311.92, "financial_exposure_usd": 897872.06, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100652", "label": "fraudulent", "label_confidence": 0.849, "severity": "medium", "timestamp": "2026-01-01T10:52:00Z", "trace_id": "ea1f506a-af91-90b2-ac77-e0b36e59ac18" }
{ "account_age_days": 581, "account_id": "ACCT-B1776A337FB7", "baseline_risk_score": 0.433, "kyc_tier": "tier_3", "session_entropy": 0.647 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 120, "timestamp": "2026-01-01T03:50:00Z", "transaction_amount_usd": 22.22 }, { "asset": "JPY", "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": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 9", "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": 133568.01, "financial_exposure_usd": 138289.92, "recoverable_pct": 0.11 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108157", "label": "benign", "label_confidence": 0.516, "severity": "low", "timestamp": "2026-01-06T15:57:00Z", "trace_id": "751311e9-7d92-36a3-788d-bf682b8fb4d1" }
{ "account_age_days": 1336, "account_id": "ACCT-669F00113EF8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.508 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 160, "timestamp": "2026-01-06T03:57:00Z", "transaction_amount_usd": 23.98 }, { "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": 0.478, "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": 6628.7, "financial_exposure_usd": 8864.53, "recoverable_pct": 0.993 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101828", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-02T06:28:00Z", "trace_id": "9544e45e-cfd0-4327-b492-7dc5b1c7457d" }
{ "account_age_days": 1703, "account_id": "ACCT-882AA220AA85", "baseline_risk_score": 0.338, "kyc_tier": "tier_3", "session_entropy": 0.302 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 889, "timestamp": "2026-01-02T06:28:00Z", "transaction_amount_usd": 109995.59 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.525, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 546389.71, "financial_exposure_usd": 863070.81, "recoverable_pct": 0.834 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100801", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-01T13:21:00Z", "trace_id": "a4167ce7-1054-f70c-5377-460027d60738" }
{ "account_age_days": 1414, "account_id": "ACCT-313A1AA3DB6C", "baseline_risk_score": 0.399, "kyc_tier": "tier_1", "session_entropy": 0.897 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 314, "timestamp": "2026-01-01T04:17:00Z", "transaction_amount_usd": 6.77 }, { "asset": "USDC", "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": 0.454, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 503877.13, "financial_exposure_usd": 824429.05, "recoverable_pct": 0.417 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101301", "label": "fraudulent", "label_confidence": 0.934, "severity": "critical", "timestamp": "2026-01-01T21:41:00Z", "trace_id": "21eccbba-cf14-baf6-b4af-9db74246c122" }
{ "account_age_days": 1320, "account_id": "ACCT-1EA2EB73D266", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.297 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 904, "timestamp": "2026-01-01T21:41:00Z", "transaction_amount_usd": 76701.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.755, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 202087.5, "financial_exposure_usd": 411430.33, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106905", "label": "benign", "label_confidence": 0.492, "severity": "medium", "timestamp": "2026-01-05T19:05:00Z", "trace_id": "320ea319-34b3-a9a1-b9cf-7315c246fb5f" }
{ "account_age_days": 1559, "account_id": "ACCT-02A88739D12C", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.22 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 205, "timestamp": "2026-01-05T12:14:00Z", "transaction_amount_usd": 1.19 }, { "asset": "JPY", "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": 0.646, "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": 2703.16, "financial_exposure_usd": 2778.25, "recoverable_pct": 0.913 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109442", "label": "benign", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-07T13:22:00Z", "trace_id": "8d07149d-5ab2-7635-9535-3d9e65975007" }
{ "account_age_days": 1904, "account_id": "ACCT-E109D7DBB40E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.1 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 801, "timestamp": "2026-01-07T13:22:00Z", "transaction_amount_usd": 3316.4 }, { "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": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 494.3, "financial_exposure_usd": 1167.5, "recoverable_pct": 0.606 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105291", "label": "fraudulent", "label_confidence": 0.642, "severity": "low", "timestamp": "2026-01-04T16:11:00Z", "trace_id": "50e0871d-ec57-db74-afb3-28f64b43e3f0" }
{ "account_age_days": 1688, "account_id": "ACCT-21537907F04A", "baseline_risk_score": 0.326, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 543, "timestamp": "2026-01-04T16:11:00Z", "transaction_amount_usd": 1156196.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.667, "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": 1750834.04, "financial_exposure_usd": 2786980.05, "recoverable_pct": 0.735 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101648", "label": "fraudulent", "label_confidence": 0.929, "severity": "critical", "timestamp": "2026-01-02T03:28:00Z", "trace_id": "6549ee9c-fb47-df35-9e2b-79d03378cd50" }
{ "account_age_days": 1570, "account_id": "ACCT-059711C6E066", "baseline_risk_score": 0.349, "kyc_tier": "tier_2", "session_entropy": 0.411 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 897, "timestamp": "2026-01-02T03:28:00Z", "transaction_amount_usd": 97668.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.877, "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": 495557.44, "financial_exposure_usd": 804705.44, "recoverable_pct": 0.041 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106637", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-05T14:37:00Z", "trace_id": "c57aad57-d715-8d12-b012-2fd08405446c" }
{ "account_age_days": 1480, "account_id": "ACCT-A2F1348B69A5", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.477 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 323, "timestamp": "2026-01-05T03:32:00Z", "transaction_amount_usd": 7.93 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3118213.78, "financial_exposure_usd": 4060257.63, "recoverable_pct": 0.4 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104905", "label": "fraudulent", "label_confidence": 0.892, "severity": "low", "timestamp": "2026-01-04T09:45:00Z", "trace_id": "39c752d6-9e6d-4fbb-fe7c-9a46c5df2e53" }
{ "account_age_days": 437, "account_id": "ACCT-85174F75A336", "baseline_risk_score": 0.308, "kyc_tier": "tier_2", "session_entropy": 0.815 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1042, "timestamp": "2026-01-04T09:45:00Z", "transaction_amount_usd": 695646.17 }, { "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": 0.725, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2075485.27, "financial_exposure_usd": 4574820.12, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109596", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-07T15:56:00Z", "trace_id": "1bf042e8-8ff3-1d26-fb0c-7371a02a9175" }
{ "account_age_days": 431, "account_id": "ACCT-86E29C06D609", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.598 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 307, "timestamp": "2026-01-07T15:56:00Z", "transaction_amount_usd": 13499.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "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": 1960.64, "financial_exposure_usd": 2756.16, "recoverable_pct": 0.938 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106094", "label": "fraudulent", "label_confidence": 0.85, "severity": "high", "timestamp": "2026-01-05T05:34:00Z", "trace_id": "ec927ddc-5a89-ce82-d00c-6700e085a2de" }
{ "account_age_days": 1487, "account_id": "ACCT-7D6249C642D5", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.672 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 766, "timestamp": "2026-01-05T05:34:00Z", "transaction_amount_usd": 583470.68 }, { "asset": "EUR", "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": 0.908, "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": 3600238, "financial_exposure_usd": 5906812.38, "recoverable_pct": 0.982 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109465", "label": "benign", "label_confidence": 0.52, "severity": "low", "timestamp": "2026-01-07T13:45:00Z", "trace_id": "c2962597-b398-4fcf-83f8-9811ad4347e7" }
{ "account_age_days": 1267, "account_id": "ACCT-78DB7F1FDD2F", "baseline_risk_score": 0.132, "kyc_tier": "tier_3", "session_entropy": 0.801 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 268, "timestamp": "2026-01-07T04:45:00Z", "transaction_amount_usd": 10.24 }, { "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": 0.601, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 3205.92, "financial_exposure_usd": 3237.95, "recoverable_pct": 0.968 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101201", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-01T20:01:00Z", "trace_id": "8c143cd5-ad7d-5ee2-1126-a4ac955ee1ad" }
{ "account_age_days": 604, "account_id": "ACCT-534F9E00BDD6", "baseline_risk_score": 0.325, "kyc_tier": "tier_2", "session_entropy": 0.594 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 162, "timestamp": "2026-01-01T09:35:00Z", "transaction_amount_usd": 22.21 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.704, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1027458.96, "financial_exposure_usd": 1043736.73, "recoverable_pct": 0.22 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102988", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-03T01:48:00Z", "trace_id": "6b9f8e6a-7cf3-8091-ff9b-742a1da0612e" }
{ "account_age_days": 841, "account_id": "ACCT-5753BF1A7855", "baseline_risk_score": 0.573, "kyc_tier": "tier_1", "session_entropy": 0.855 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 154, "timestamp": "2026-01-02T18:53:00Z", "transaction_amount_usd": 24.88 }, { "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": 0.768, "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": 94791.74, "financial_exposure_usd": 216138.06, "recoverable_pct": 0.236 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102527", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-02T18:07:00Z", "trace_id": "f0918e2b-08ad-561f-8da1-c912e6163145" }
{ "account_age_days": 345, "account_id": "ACCT-3B7467BFE8C6", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.932 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 378, "timestamp": "2026-01-02T18:07:00Z", "transaction_amount_usd": 48071.41 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.416, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1159281.63, "financial_exposure_usd": 1250478.12, "recoverable_pct": 0.394 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103789", "label": "fraudulent", "label_confidence": 0.935, "severity": "critical", "timestamp": "2026-01-03T15:09:00Z", "trace_id": "9fb49c91-fade-e822-92f8-f0ffae982cf4" }
{ "account_age_days": 1269, "account_id": "ACCT-015FDF939D59", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.282 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 754, "timestamp": "2026-01-03T15:09:00Z", "transaction_amount_usd": 1041935.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.525, "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": 866409.47, "financial_exposure_usd": 1130771.08, "recoverable_pct": 0.905 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103333", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-03T07:33:00Z", "trace_id": "de4e8a6e-6929-d30d-cd98-83d2d36dcc21" }
{ "account_age_days": 1787, "account_id": "ACCT-009E559EB51C", "baseline_risk_score": 0.629, "kyc_tier": "tier_1", "session_entropy": 0.439 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 385, "timestamp": "2026-01-03T06:45:00Z", "transaction_amount_usd": 20 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.578, "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": 345957.29, "financial_exposure_usd": 544018.17, "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-102889", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-03T00:09:00Z", "trace_id": "3cc99fff-ce3b-8003-a57c-624a85d3a904" }
{ "account_age_days": 15, "account_id": "ACCT-B2D021A23FE3", "baseline_risk_score": 0.522, "kyc_tier": "tier_3", "session_entropy": 0.499 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 134, "timestamp": "2026-01-03T00:09:00Z", "transaction_amount_usd": 61106.31 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.626, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 535225.78, "financial_exposure_usd": 1269985.67, "recoverable_pct": 0.114 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102365", "label": "fraudulent", "label_confidence": 0.908, "severity": "critical", "timestamp": "2026-01-02T15:25:00Z", "trace_id": "f2993ba1-d1ac-2331-3d28-05bb3ca19dbc" }
{ "account_age_days": 364, "account_id": "ACCT-8898020C3551", "baseline_risk_score": 0.379, "kyc_tier": "tier_1", "session_entropy": 0.807 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 322, "timestamp": "2026-01-02T11:38:00Z", "transaction_amount_usd": 17.84 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.422, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 408834.37, "financial_exposure_usd": 943805.53, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108120", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-06T15:20:00Z", "trace_id": "557b2c0e-8123-7afc-46bd-224050205b1f" }
{ "account_age_days": 1799, "account_id": "ACCT-0959FEA537CF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.466 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 224, "timestamp": "2026-01-06T11:26:00Z", "transaction_amount_usd": 11.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1342.26, "financial_exposure_usd": 2666.25, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102592", "label": "fraudulent", "label_confidence": 0.874, "severity": "medium", "timestamp": "2026-01-02T19:12:00Z", "trace_id": "5f07bd8b-cfe9-ecac-d9e1-30e9b9a96a6c" }
{ "account_age_days": 1761, "account_id": "ACCT-4F1847C00D4A", "baseline_risk_score": 0.458, "kyc_tier": "tier_1", "session_entropy": 0.66 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 514, "timestamp": "2026-01-02T19:12:00Z", "transaction_amount_usd": 31463.81 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 147947.3, "financial_exposure_usd": 291159.07, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107658", "label": "benign", "label_confidence": 0.458, "severity": "low", "timestamp": "2026-01-06T07:38:00Z", "trace_id": "83ede7bc-49f7-da34-f9a0-4206c459df58" }
{ "account_age_days": 479, "account_id": "ACCT-56663DB4BF80", "baseline_risk_score": 0.07, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 789, "timestamp": "2026-01-06T07:38:00Z", "transaction_amount_usd": 4879.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.652, "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": 3411.67, "financial_exposure_usd": 5379.49, "recoverable_pct": 0.46 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109556", "label": "benign", "label_confidence": 0.545, "severity": "medium", "timestamp": "2026-01-07T15:16:00Z", "trace_id": "e2cd83b8-2a45-34f3-d9be-fb738d882c5a" }
{ "account_age_days": 53, "account_id": "ACCT-197359B69A53", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.789 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 115, "timestamp": "2026-01-07T14:37:00Z", "transaction_amount_usd": 17.44 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.631, "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": 321.53, "financial_exposure_usd": 610.21, "recoverable_pct": 0.513 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109951", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-07T21:51:00Z", "trace_id": "15dcbba2-9fcb-4d1f-4532-f75c05517a5e" }
{ "account_age_days": 1161, "account_id": "ACCT-BB45F58545AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 789, "timestamp": "2026-01-07T21:51:00Z", "transaction_amount_usd": 5355.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.482, "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": 4285.06, "financial_exposure_usd": 4936.51, "recoverable_pct": 0.882 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105027", "label": "fraudulent", "label_confidence": 0.912, "severity": "low", "timestamp": "2026-01-04T11:47:00Z", "trace_id": "20ba6968-d396-5f30-aab2-e304ae254daf" }
{ "account_age_days": 789, "account_id": "ACCT-EC0F06256A7D", "baseline_risk_score": 0.306, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 608, "timestamp": "2026-01-04T11:47:00Z", "transaction_amount_usd": 368122.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.497, "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": 1685933.26, "financial_exposure_usd": 2613122.65, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107727", "label": "benign", "label_confidence": 0.634, "severity": "low", "timestamp": "2026-01-06T08:47:00Z", "trace_id": "a10e4050-a4a4-20e9-306d-4b4cae87d3c4" }
{ "account_age_days": 1822, "account_id": "ACCT-8AAE6A9CCEA8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.348 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 232, "timestamp": "2026-01-06T08:47:00Z", "transaction_amount_usd": 6630.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.6, "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_tr...
{ "customer_funds_at_risk_usd": 2021.55, "financial_exposure_usd": 2416.96, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101029", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-01T17:09:00Z", "trace_id": "1122439d-7018-fa03-b339-01c0e466df1c" }
{ "account_age_days": 707, "account_id": "ACCT-9607B8A06270", "baseline_risk_score": 0.618, "kyc_tier": "tier_1", "session_entropy": 0.514 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 754, "timestamp": "2026-01-01T17:09:00Z", "transaction_amount_usd": 118967.41 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.603, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 109514.44, "financial_exposure_usd": 143303.78, "recoverable_pct": 0.765 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105237", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-04T15:17:00Z", "trace_id": "e4b32951-9243-3664-71b8-236d76e7ab58" }
{ "account_age_days": 64, "account_id": "ACCT-FDA09A22E37D", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1197, "timestamp": "2026-01-04T15:17:00Z", "transaction_amount_usd": 1546950.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.67, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 3726349.2, "financial_exposure_usd": 7809514.03, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102873", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-02T23:53:00Z", "trace_id": "abba8794-1bf1-dbaa-704e-a49aad30ca09" }
{ "account_age_days": 1866, "account_id": "ACCT-001B0ADDDA34", "baseline_risk_score": 0.285, "kyc_tier": "tier_3", "session_entropy": 0.927 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1088, "timestamp": "2026-01-02T23:53:00Z", "transaction_amount_usd": 108604.22 }, { "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": 0.748, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1050206.19, "financial_exposure_usd": 1148934.23, "recoverable_pct": 0.308 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107607", "label": "benign", "label_confidence": 0.465, "severity": "low", "timestamp": "2026-01-06T06:47:00Z", "trace_id": "70d764d4-b92c-71d6-a7a2-a7f28b221c42" }
{ "account_age_days": 1485, "account_id": "ACCT-A14F4A70E92E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.797 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 988, "timestamp": "2026-01-06T06:47:00Z", "transaction_amount_usd": 11989.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.75, "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_tr...
{ "customer_funds_at_risk_usd": 1434.87, "financial_exposure_usd": 3324.5, "recoverable_pct": 0.768 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108176", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-06T16:16:00Z", "trace_id": "e9bd9f14-95c3-166e-b729-761d0ce365c2" }
{ "account_age_days": 214, "account_id": "ACCT-0603B1994C0A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.308 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 167, "timestamp": "2026-01-06T14:08:00Z", "transaction_amount_usd": 11.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.538, "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": 3925.09, "financial_exposure_usd": 8790.75, "recoverable_pct": 0.834 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102865", "label": "fraudulent", "label_confidence": 0.781, "severity": "medium", "timestamp": "2026-01-02T23:45:00Z", "trace_id": "2ba1d6b2-3f4c-ba26-22d0-a536294063e0" }
{ "account_age_days": 765, "account_id": "ACCT-9EADCBB2064B", "baseline_risk_score": 0.283, "kyc_tier": "tier_3", "session_entropy": 0.839 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 809, "timestamp": "2026-01-02T23:45:00Z", "transaction_amount_usd": 107288.72 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.797, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 406907.18, "financial_exposure_usd": 655677.24, "recoverable_pct": 0.481 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107223", "label": "benign", "label_confidence": 0.485, "severity": "medium", "timestamp": "2026-01-06T00:23:00Z", "trace_id": "50d6f0ab-b0f7-f7bf-6a00-81dfebf157d2" }
{ "account_age_days": 1272, "account_id": "ACCT-8793BC322F36", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.234 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1067, "timestamp": "2026-01-06T00:23:00Z", "transaction_amount_usd": 6808.38 }, { "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": 0.716, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1302.72, "financial_exposure_usd": 2284.64, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106413", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-05T10:53:00Z", "trace_id": "a42f5865-fc7b-e70d-9613-6e2e8bb64b80" }
{ "account_age_days": 170, "account_id": "ACCT-3A0DF58F9D0F", "baseline_risk_score": 0.063, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 632, "timestamp": "2026-01-05T10:53:00Z", "transaction_amount_usd": 983933.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.717, "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": 4831118.18, "financial_exposure_usd": 6834672.11, "recoverable_pct": 0.561 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107175", "label": "benign", "label_confidence": 0.519, "severity": "high", "timestamp": "2026-01-05T23:35:00Z", "trace_id": "63577d9c-2d0f-f277-2e21-59d686fd0ab6" }
{ "account_age_days": 1973, "account_id": "ACCT-FFF5415389DA", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.668 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1164, "timestamp": "2026-01-05T23:35:00Z", "transaction_amount_usd": 12752.56 }, { "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": 0.738, "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": 1474.6, "financial_exposure_usd": 2439.77, "recoverable_pct": 0.657 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101987", "label": "fraudulent", "label_confidence": 0.919, "severity": "medium", "timestamp": "2026-01-02T09:07:00Z", "trace_id": "4bc6c3cf-ec40-0e1a-8b67-3c50852a27ac" }
{ "account_age_days": 306, "account_id": "ACCT-4548F881E41D", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.262 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 316, "timestamp": "2026-01-02T09:07:00Z", "transaction_amount_usd": 59558.46 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.797, "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": 828869.95, "financial_exposure_usd": 848366, "recoverable_pct": 0.687 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108882", "label": "benign", "label_confidence": 0.522, "severity": "critical", "timestamp": "2026-01-07T04:02:00Z", "trace_id": "5633185e-30a3-7c2b-1ac2-3bd89e6c9d58" }
{ "account_age_days": 1251, "account_id": "ACCT-F841CA62C642", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.948 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 326, "timestamp": "2026-01-07T04:02:00Z", "transaction_amount_usd": 10458.48 }, { "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": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4484.85, "financial_exposure_usd": 4993.17, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108154", "label": "benign", "label_confidence": 0.496, "severity": "low", "timestamp": "2026-01-06T15:54:00Z", "trace_id": "a584bee5-db91-1e4f-849e-ba9b79d68282" }
{ "account_age_days": 1048, "account_id": "ACCT-070715FD2D26", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.607 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 237, "timestamp": "2026-01-06T08:12:00Z", "transaction_amount_usd": 6.78 }, { "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": 0.526, "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": 382.76, "financial_exposure_usd": 835.06, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101711", "label": "fraudulent", "label_confidence": 0.797, "severity": "critical", "timestamp": "2026-01-02T04:31:00Z", "trace_id": "dcd3a0b8-789e-435b-1100-f2e82740dcf4" }
{ "account_age_days": 832, "account_id": "ACCT-BCF2D6AF41D2", "baseline_risk_score": 0.645, "kyc_tier": "tier_3", "session_entropy": 0.185 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1163, "timestamp": "2026-01-02T04:31:00Z", "transaction_amount_usd": 22978.33 }, { "asset": "GBP", "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": 0.39, "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 HAV...
{ "customer_funds_at_risk_usd": 1080231.37, "financial_exposure_usd": 1216524.89, "recoverable_pct": 0.203 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108048", "label": "benign", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-06T14:08:00Z", "trace_id": "df67f5d3-cae6-c5bc-9b71-964f28d984e1" }
{ "account_age_days": 603, "account_id": "ACCT-96DD26F33646", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.263 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 131, "timestamp": "2026-01-06T14:08:00Z", "transaction_amount_usd": 5697.28 }, { "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": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3874.91, "financial_exposure_usd": 6624.01, "recoverable_pct": 0.852 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103654", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-03T12:54:00Z", "trace_id": "9997db65-e965-091c-fc6a-b7f69030c123" }
{ "account_age_days": 1717, "account_id": "ACCT-80EB7D695D2E", "baseline_risk_score": 0.446, "kyc_tier": "tier_3", "session_entropy": 0.684 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 334, "timestamp": "2026-01-03T05:49:00Z", "transaction_amount_usd": 15.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.398, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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 A...
{ "customer_funds_at_risk_usd": 432005.41, "financial_exposure_usd": 1007776.07, "recoverable_pct": 0.817 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102398", "label": "fraudulent", "label_confidence": 0.871, "severity": "critical", "timestamp": "2026-01-02T15:58:00Z", "trace_id": "761c6ca7-16f1-d7e0-c3cb-9f79462678db" }
{ "account_age_days": 1914, "account_id": "ACCT-7BB762EDD3F0", "baseline_risk_score": 0.444, "kyc_tier": "tier_2", "session_entropy": 0.449 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 492, "timestamp": "2026-01-02T15:58:00Z", "transaction_amount_usd": 118220.9 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.749, "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": 857040.02, "financial_exposure_usd": 988474.36, "recoverable_pct": 0.002 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105305", "label": "fraudulent", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-04T16:25:00Z", "trace_id": "45b5da5b-1ce1-0360-2dfa-0d25dcb743e6" }
{ "account_age_days": 1919, "account_id": "ACCT-100462DB3EC4", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.478 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 508, "timestamp": "2026-01-04T16:25:00Z", "transaction_amount_usd": 1269523.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.656, "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": 218657.91, "financial_exposure_usd": 336747.23, "recoverable_pct": 0.713 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104016", "label": "fraudulent", "label_confidence": 0.893, "severity": "medium", "timestamp": "2026-01-03T18:56:00Z", "trace_id": "0d1672c2-1516-2674-f343-432a44b3f6a2" }
{ "account_age_days": 151, "account_id": "ACCT-011D0D06D93D", "baseline_risk_score": 0.192, "kyc_tier": "tier_2", "session_entropy": 0.875 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1163, "timestamp": "2026-01-03T18:56:00Z", "transaction_amount_usd": 533195.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.919, "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": 2848178.09, "financial_exposure_usd": 5725211.69, "recoverable_pct": 0.943 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104370", "label": "fraudulent", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-04T00:50:00Z", "trace_id": "dcc561d1-1130-bd03-52c9-36e67e8796f2" }
{ "account_age_days": 1225, "account_id": "ACCT-A43926426BE7", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1066, "timestamp": "2026-01-04T00:50:00Z", "transaction_amount_usd": 1592253.23 }, { "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": 0.725, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 141586.32, "financial_exposure_usd": 315209.84, "recoverable_pct": 0.862 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105950", "label": "fraudulent", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-05T03:10:00Z", "trace_id": "99766827-e11e-2629-f8c3-678eaebd318b" }
{ "account_age_days": 654, "account_id": "ACCT-08F0A7C3BC91", "baseline_risk_score": 0.069, "kyc_tier": "tier_2", "session_entropy": 0.25 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 214, "timestamp": "2026-01-04T22:16:00Z", "transaction_amount_usd": 3.98 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.861, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3763554.79, "financial_exposure_usd": 4538012.19, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103210", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-03T05:30:00Z", "trace_id": "25943a8f-c1e0-6079-1dbc-26e82c72af5a" }
{ "account_age_days": 904, "account_id": "ACCT-244229824645", "baseline_risk_score": 0.502, "kyc_tier": "tier_2", "session_entropy": 0.262 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 704, "timestamp": "2026-01-03T05:30:00Z", "transaction_amount_usd": 77517.11 }, { "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": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 274959.8, "financial_exposure_usd": 379423.39, "recoverable_pct": 0.063 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103330", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-03T07:30:00Z", "trace_id": "e090dfa7-b44d-0a3d-a0d1-0aeb8b90b62c" }
{ "account_age_days": 1586, "account_id": "ACCT-0ED20D9FAA1E", "baseline_risk_score": 0.551, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 344, "timestamp": "2026-01-03T07:30:00Z", "transaction_amount_usd": 98554.83 }, { "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": 0.751, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 740765.38, "financial_exposure_usd": 803554.23, "recoverable_pct": 0.785 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103819", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-03T15:39:00Z", "trace_id": "6136202e-567e-9e68-ae1c-eaa941f0f33e" }
{ "account_age_days": 553, "account_id": "ACCT-48F3928B3950", "baseline_risk_score": 0.162, "kyc_tier": "tier_2", "session_entropy": 0.388 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 598, "timestamp": "2026-01-03T15:39:00Z", "transaction_amount_usd": 588736.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.872, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1226412.88, "financial_exposure_usd": 2505332.45, "recoverable_pct": 0.491 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103445", "label": "fraudulent", "label_confidence": 0.884, "severity": "medium", "timestamp": "2026-01-03T09:25:00Z", "trace_id": "dbce9721-e0dd-8fc8-5c88-e74f6fd76420" }
{ "account_age_days": 1009, "account_id": "ACCT-E6B08CF4921B", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.106 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 247, "timestamp": "2026-01-03T00:18:00Z", "transaction_amount_usd": 14.22 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.458, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2169985.31, "financial_exposure_usd": 4648050.81, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }