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-105657", "label": "fraudulent", "label_confidence": 0.721, "severity": "low", "timestamp": "2026-01-04T22:17:00Z", "trace_id": "089bca15-56b4-be49-d9a4-163d176c0fe7" }
{ "account_age_days": 541, "account_id": "ACCT-E7924263068B", "baseline_risk_score": 0.316, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 338, "timestamp": "2026-01-04T17:37:00Z", "transaction_amount_usd": 16.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.454, "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": 4624745.13, "financial_exposure_usd": 5322286.26, "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-107139", "label": "benign", "label_confidence": 0.461, "severity": "low", "timestamp": "2026-01-05T22:59:00Z", "trace_id": "24ec98a3-dbf7-4604-44da-1fefd599df3e" }
{ "account_age_days": 1097, "account_id": "ACCT-744746EABA37", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 237, "timestamp": "2026-01-05T22:59:00Z", "transaction_amount_usd": 7101.68 }, { "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": 0.472, "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": 2448.12, "financial_exposure_usd": 3575.94, "recoverable_pct": 0.407 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103573", "label": "fraudulent", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-03T11:33:00Z", "trace_id": "f708a99c-b138-dd0d-a02d-92adc13811d2" }
{ "account_age_days": 335, "account_id": "ACCT-EC1E7DBB2EF4", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.84 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 252, "timestamp": "2026-01-03T11:33:00Z", "transaction_amount_usd": 1272963.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.519, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1813252.14, "financial_exposure_usd": 3918840.74, "recoverable_pct": 0.957 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100911", "label": "fraudulent", "label_confidence": 0.874, "severity": "high", "timestamp": "2026-01-01T15:11:00Z", "trace_id": "d623ae4b-90a1-533e-6419-15ba0e47124b" }
{ "account_age_days": 1478, "account_id": "ACCT-62362DBA8AF3", "baseline_risk_score": 0.648, "kyc_tier": "tier_1", "session_entropy": 0.524 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 477, "timestamp": "2026-01-01T15:11:00Z", "transaction_amount_usd": 31893.93 }, { "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": 0.578, "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": 242071.26, "financial_exposure_usd": 307500.98, "recoverable_pct": 0.131 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107640", "label": "benign", "label_confidence": 0.693, "severity": "high", "timestamp": "2026-01-06T07:20:00Z", "trace_id": "fe5e05f2-5863-7700-ca50-17da1d794692" }
{ "account_age_days": 560, "account_id": "ACCT-D748EA96F817", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.231 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 360, "timestamp": "2026-01-06T00:24:00Z", "transaction_amount_usd": 21.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.713, "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": 3578.16, "financial_exposure_usd": 4244.17, "recoverable_pct": 0.504 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100424", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-01T07:04:00Z", "trace_id": "fea44402-570d-3b38-9268-685751c06134" }
{ "account_age_days": 933, "account_id": "ACCT-0BA4475B6853", "baseline_risk_score": 0.52, "kyc_tier": "tier_1", "session_entropy": 0.516 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 904, "timestamp": "2026-01-01T07:04:00Z", "transaction_amount_usd": 26401.88 }, { "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": 0.67, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 164823.53, "financial_exposure_usd": 293251.93, "recoverable_pct": 0.073 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102064", "label": "fraudulent", "label_confidence": 0.97, "severity": "low", "timestamp": "2026-01-02T10:24:00Z", "trace_id": "9396ef73-2f5a-dff1-e925-ea8020560ef5" }
{ "account_age_days": 790, "account_id": "ACCT-94331BC0BC5A", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 959, "timestamp": "2026-01-02T10:24:00Z", "transaction_amount_usd": 114086.63 }, { "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": 0.803, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 310531.52, "financial_exposure_usd": 507025.12, "recoverable_pct": 0.065 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103144", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-03T04:24:00Z", "trace_id": "b5b09509-95a8-0cc5-fe3a-3a1f97d07c02" }
{ "account_age_days": 1872, "account_id": "ACCT-503639C378A4", "baseline_risk_score": 0.649, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 338, "timestamp": "2026-01-02T17:49:00Z", "transaction_amount_usd": 2.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.888, "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": 984153.7, "financial_exposure_usd": 1221718.74, "recoverable_pct": 0.018 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103424", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-03T09:04:00Z", "trace_id": "6a90579a-bf87-2546-3e78-4f4339db39c9" }
{ "account_age_days": 1686, "account_id": "ACCT-3A04A42A039B", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.556 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 220, "timestamp": "2026-01-03T04:15:00Z", "transaction_amount_usd": 16.76 }, { "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": 0.51, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2385090.94, "financial_exposure_usd": 3010378.78, "recoverable_pct": 0.71 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104249", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-03T22:49:00Z", "trace_id": "381c6806-67b6-8231-97f0-90507b79f1a0" }
{ "account_age_days": 861, "account_id": "ACCT-532F56D20645", "baseline_risk_score": 0.37, "kyc_tier": "tier_1", "session_entropy": 0.167 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1176, "timestamp": "2026-01-03T22:49:00Z", "transaction_amount_usd": 371615.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.54, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4109419.22, "financial_exposure_usd": 6024532.44, "recoverable_pct": 0.824 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104672", "label": "fraudulent", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-04T05:52:00Z", "trace_id": "f507f863-d998-0f4f-348d-b88e7e1e0e3c" }
{ "account_age_days": 1563, "account_id": "ACCT-9D4DB37DD06A", "baseline_risk_score": 0.436, "kyc_tier": "tier_2", "session_entropy": 0.294 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 308, "timestamp": "2026-01-04T03:33:00Z", "transaction_amount_usd": 4.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.847, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1562989.89, "financial_exposure_usd": 3494958.02, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108726", "label": "benign", "label_confidence": 0.611, "severity": "high", "timestamp": "2026-01-07T01:26:00Z", "trace_id": "1fadfea8-e16c-1993-cbee-1480571592cd" }
{ "account_age_days": 1152, "account_id": "ACCT-B806248C97BE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 329, "timestamp": "2026-01-06T15:50:00Z", "transaction_amount_usd": 14.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "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 prior_...
{ "customer_funds_at_risk_usd": 2473.25, "financial_exposure_usd": 3074.45, "recoverable_pct": 0.932 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109682", "label": "benign", "label_confidence": 0.582, "severity": "medium", "timestamp": "2026-01-07T17:22:00Z", "trace_id": "4de480b1-5187-8120-01a8-9659e8c40625" }
{ "account_age_days": 96, "account_id": "ACCT-28B0990AB098", "baseline_risk_score": 0.141, "kyc_tier": "tier_1", "session_entropy": 0.937 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 186, "timestamp": "2026-01-07T17:22:00Z", "transaction_amount_usd": 12055.8 }, { "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": 0.723, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1220.92, "financial_exposure_usd": 2088.7, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101540", "label": "fraudulent", "label_confidence": 0.765, "severity": "low", "timestamp": "2026-01-02T01:40:00Z", "trace_id": "826aaddb-908f-2c3d-bf6f-9ce4a8fbdeab" }
{ "account_age_days": 1143, "account_id": "ACCT-197893039E43", "baseline_risk_score": 0.461, "kyc_tier": "tier_3", "session_entropy": 0.107 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 446, "timestamp": "2026-01-02T01:40:00Z", "transaction_amount_usd": 111838.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.599, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1250249.42, "financial_exposure_usd": 1313469.08, "recoverable_pct": 0.28 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108950", "label": "benign", "label_confidence": 0.542, "severity": "low", "timestamp": "2026-01-07T05:10:00Z", "trace_id": "4847bc1e-e581-f2fa-d617-72d4dd4d15f1" }
{ "account_age_days": 1541, "account_id": "ACCT-8164CDCE879C", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.39 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 128, "timestamp": "2026-01-06T23:45:00Z", "transaction_amount_usd": 11.17 }, { "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": 0.538, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5141.7, "financial_exposure_usd": 8219.32, "recoverable_pct": 0.756 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103698", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-03T13:38:00Z", "trace_id": "d49d531e-71f3-548d-ce08-c1d2130ff8b9" }
{ "account_age_days": 1800, "account_id": "ACCT-1E0054473C11", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.947 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 197, "timestamp": "2026-01-03T13:38:00Z", "transaction_amount_usd": 2919679.28 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.717, "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": 1825181.88, "financial_exposure_usd": 4337581.83, "recoverable_pct": 0.732 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106558", "label": "fraudulent", "label_confidence": 0.691, "severity": "medium", "timestamp": "2026-01-05T13:18:00Z", "trace_id": "228e2c1f-8ba5-b051-cbb2-c25e3c784811" }
{ "account_age_days": 587, "account_id": "ACCT-04B8D036C175", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.599 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 183, "timestamp": "2026-01-05T06:52:00Z", "transaction_amount_usd": 13.62 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4136116.33, "financial_exposure_usd": 4150454.74, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101612", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-02T02:52:00Z", "trace_id": "a6f9827f-8d25-66a9-d789-3aabce162f10" }
{ "account_age_days": 325, "account_id": "ACCT-E4EAEFFEBB91", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.789 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 916, "timestamp": "2026-01-02T02:52:00Z", "transaction_amount_usd": 26544.04 }, { "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": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 288970.43, "financial_exposure_usd": 497255.24, "recoverable_pct": 0.157 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103728", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-03T14:08:00Z", "trace_id": "ac8bfdfd-4f4b-bf7e-2817-aa8bab9ebffd" }
{ "account_age_days": 1666, "account_id": "ACCT-7B1BE73DD8C5", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.544 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 312, "timestamp": "2026-01-03T04:00:00Z", "transaction_amount_usd": 3.46 }, { "asset": "USDC", "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": 0.451, "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": 3335238.58, "financial_exposure_usd": 5484477.17, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106505", "label": "fraudulent", "label_confidence": 0.626, "severity": "high", "timestamp": "2026-01-05T12:25:00Z", "trace_id": "ea6fbcbb-625d-55ca-3f10-0189cdeec425" }
{ "account_age_days": 168, "account_id": "ACCT-CD5227F57BDB", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.492 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 790, "timestamp": "2026-01-05T12:25:00Z", "transaction_amount_usd": 2927537.8 }, { "asset": "EUR", "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": 0.66, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4968672.59, "financial_exposure_usd": 6227679.9, "recoverable_pct": 0.596 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108194", "label": "benign", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-06T16:34:00Z", "trace_id": "23cc30bc-6b96-f993-aa92-3f7fed586517" }
{ "account_age_days": 930, "account_id": "ACCT-34A240DBA566", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 224, "timestamp": "2026-01-06T09:04:00Z", "transaction_amount_usd": 22.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.643, "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": 1517.27, "financial_exposure_usd": 3767.96, "recoverable_pct": 0.668 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100665", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-01T11:05:00Z", "trace_id": "fb8a27ef-cccb-9f67-44d1-e260ad362172" }
{ "account_age_days": 1123, "account_id": "ACCT-36D992A423E2", "baseline_risk_score": 0.525, "kyc_tier": "tier_3", "session_entropy": 0.371 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 996, "timestamp": "2026-01-01T11:05:00Z", "transaction_amount_usd": 82622.58 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 952829.44, "financial_exposure_usd": 1181559.85, "recoverable_pct": 0.802 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109422", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-07T13:02:00Z", "trace_id": "70e3fe71-4092-cfb1-4231-f12fc6d5246e" }
{ "account_age_days": 1805, "account_id": "ACCT-ED746D027BC9", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.516 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 750, "timestamp": "2026-01-07T13:02:00Z", "transaction_amount_usd": 8352.24 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2457.71, "financial_exposure_usd": 3215.76, "recoverable_pct": 0.621 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105849", "label": "fraudulent", "label_confidence": 0.706, "severity": "medium", "timestamp": "2026-01-05T01:29:00Z", "trace_id": "85b3c4aa-c3d8-52c6-2097-7e24170019b2" }
{ "account_age_days": 1247, "account_id": "ACCT-05149C4F140F", "baseline_risk_score": 0.215, "kyc_tier": "tier_3", "session_entropy": 0.439 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 117, "timestamp": "2026-01-04T21:54:00Z", "transaction_amount_usd": 3.67 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.468, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4298210.49, "financial_exposure_usd": 6448199.71, "recoverable_pct": 0.934 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102161", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-02T12:01:00Z", "trace_id": "23305e65-f90d-258b-bded-6a97c2e6c493" }
{ "account_age_days": 20, "account_id": "ACCT-5E4EFCC0F10D", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.184 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 662, "timestamp": "2026-01-02T12:01:00Z", "transaction_amount_usd": 61873.8 }, { "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": 0.889, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 197216.75, "financial_exposure_usd": 245630.73, "recoverable_pct": 0.079 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103399", "label": "fraudulent", "label_confidence": 0.706, "severity": "critical", "timestamp": "2026-01-03T08:39:00Z", "trace_id": "c0433762-2b09-7032-aead-677875e408b4" }
{ "account_age_days": 1823, "account_id": "ACCT-860F822C2EB9", "baseline_risk_score": 0.45, "kyc_tier": "tier_1", "session_entropy": 0.738 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1086, "timestamp": "2026-01-03T08:39:00Z", "transaction_amount_usd": 1334129.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.939, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2966745.3, "financial_exposure_usd": 6199100.17, "recoverable_pct": 0.817 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106108", "label": "fraudulent", "label_confidence": 0.622, "severity": "critical", "timestamp": "2026-01-05T05:48:00Z", "trace_id": "2c331e83-50b5-8720-01ef-4a5285407def" }
{ "account_age_days": 139, "account_id": "ACCT-CD386488BB74", "baseline_risk_score": 0.357, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 831, "timestamp": "2026-01-05T05:48:00Z", "transaction_amount_usd": 440321.82 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "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": 2143807.26, "financial_exposure_usd": 2211065.84, "recoverable_pct": 0.701 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106638", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-05T14:38:00Z", "trace_id": "addf05a6-760b-a6f6-64f7-53be8581a320" }
{ "account_age_days": 1116, "account_id": "ACCT-EB48EE966DF0", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.943 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 209, "timestamp": "2026-01-05T14:38:00Z", "transaction_amount_usd": 373381.21 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.586, "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": 5705489.13, "financial_exposure_usd": 8583367.35, "recoverable_pct": 0.911 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105658", "label": "fraudulent", "label_confidence": 0.916, "severity": "medium", "timestamp": "2026-01-04T22:18:00Z", "trace_id": "b05a5eae-8779-bb88-3be4-565ab86d0b7c" }
{ "account_age_days": 62, "account_id": "ACCT-B3F286E89019", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 333, "timestamp": "2026-01-04T13:51:00Z", "transaction_amount_usd": 21.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2505657.65, "financial_exposure_usd": 4222319.22, "recoverable_pct": 0.792 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106930", "label": "benign", "label_confidence": 0.584, "severity": "low", "timestamp": "2026-01-05T19:30:00Z", "trace_id": "b2039610-375e-0c69-06cd-f190dacd46f9" }
{ "account_age_days": 1586, "account_id": "ACCT-DE58E96BC803", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.724 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1156, "timestamp": "2026-01-05T19:30:00Z", "transaction_amount_usd": 4569.69 }, { "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": 0.503, "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": 3683.21, "financial_exposure_usd": 4160.67, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103159", "label": "fraudulent", "label_confidence": 0.862, "severity": "low", "timestamp": "2026-01-03T04:39:00Z", "trace_id": "51803acb-f6eb-37e3-24c8-9f493796e049" }
{ "account_age_days": 698, "account_id": "ACCT-A8C9E928F734", "baseline_risk_score": 0.636, "kyc_tier": "tier_3", "session_entropy": 0.465 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 178, "timestamp": "2026-01-02T21:11:00Z", "transaction_amount_usd": 2.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.441, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 89386.17, "financial_exposure_usd": 129560.75, "recoverable_pct": 0.004 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102528", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-02T18:08:00Z", "trace_id": "dc99a80c-c3d8-e98b-24f3-f367a6ccb7b7" }
{ "account_age_days": 888, "account_id": "ACCT-8872D713C81F", "baseline_risk_score": 0.38, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 818, "timestamp": "2026-01-02T18:08:00Z", "transaction_amount_usd": 17971.73 }, { "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": 0.526, "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": 469021.92, "financial_exposure_usd": 1058794.34, "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-104336", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-04T00:16:00Z", "trace_id": "4ce62330-8c7f-0b04-e3c0-2ea552c3c403" }
{ "account_age_days": 1972, "account_id": "ACCT-F8FAF5A6440A", "baseline_risk_score": 0.344, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 479, "timestamp": "2026-01-04T00:16:00Z", "transaction_amount_usd": 600951.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.88, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3749869.69, "financial_exposure_usd": 7346661.6, "recoverable_pct": 0.956 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101228", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-01T20:28:00Z", "trace_id": "598fa47c-d55e-7df4-954b-c06efacbdda2" }
{ "account_age_days": 655, "account_id": "ACCT-4D8CB7ECA36D", "baseline_risk_score": 0.529, "kyc_tier": "tier_1", "session_entropy": 0.53 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 309, "timestamp": "2026-01-01T20:28:00Z", "transaction_amount_usd": 31678.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.608, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1278081.9, "financial_exposure_usd": 1328810.01, "recoverable_pct": 0.362 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103203", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-03T05:23:00Z", "trace_id": "83299aed-b246-d682-120f-82b7150e32b6" }
{ "account_age_days": 373, "account_id": "ACCT-556D77114262", "baseline_risk_score": 0.454, "kyc_tier": "tier_1", "session_entropy": 0.433 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 406, "timestamp": "2026-01-03T05:23:00Z", "transaction_amount_usd": 84904.81 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.656, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 392269.38, "financial_exposure_usd": 828219.13, "recoverable_pct": 0.018 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105290", "label": "fraudulent", "label_confidence": 0.818, "severity": "low", "timestamp": "2026-01-04T16:10:00Z", "trace_id": "dfbd4127-d128-9ad1-17c8-01b93470f4c9" }
{ "account_age_days": 1456, "account_id": "ACCT-A0FAF359D86E", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 253, "timestamp": "2026-01-04T12:38:00Z", "transaction_amount_usd": 12.01 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.365, "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": 1143243.04, "financial_exposure_usd": 2585988.91, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105603", "label": "fraudulent", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-04T21:23:00Z", "trace_id": "8a785e82-a7c1-6e24-f4d0-431b156e1cb1" }
{ "account_age_days": 828, "account_id": "ACCT-F6232DFEF131", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.342 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 155, "timestamp": "2026-01-04T21:23:00Z", "transaction_amount_usd": 175887.79 }, { "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": 0.896, "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": 3051853.27, "financial_exposure_usd": 4361041.39, "recoverable_pct": 0.525 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109927", "label": "benign", "label_confidence": 0.747, "severity": "low", "timestamp": "2026-01-07T21:27:00Z", "trace_id": "252c3bf9-5d44-348a-2b89-f8a9f950916b" }
{ "account_age_days": 908, "account_id": "ACCT-D26FD292D8E1", "baseline_risk_score": 0.173, "kyc_tier": "tier_2", "session_entropy": 0.425 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 762, "timestamp": "2026-01-07T21:27:00Z", "transaction_amount_usd": 307.61 }, { "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": 0.612, "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": 3298.4, "financial_exposure_usd": 3991.97, "recoverable_pct": 0.543 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105726", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-04T23:26:00Z", "trace_id": "17026b61-18b6-a378-6c54-09fa10b62402" }
{ "account_age_days": 333, "account_id": "ACCT-AB4CB1581664", "baseline_risk_score": 0.219, "kyc_tier": "tier_2", "session_entropy": 0.947 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1156, "timestamp": "2026-01-04T23:26:00Z", "transaction_amount_usd": 2560098.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.771, "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": 2984726.76, "financial_exposure_usd": 3852364.99, "recoverable_pct": 0.68 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102291", "label": "fraudulent", "label_confidence": 0.967, "severity": "medium", "timestamp": "2026-01-02T14:11:00Z", "trace_id": "f3dda11f-ea80-8585-ae13-2e5f4ff77151" }
{ "account_age_days": 1174, "account_id": "ACCT-B6839D4F7AF8", "baseline_risk_score": 0.384, "kyc_tier": "tier_1", "session_entropy": 0.483 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 80, "timestamp": "2026-01-02T14:11:00Z", "transaction_amount_usd": 41170.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.469, "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": 656032.39, "financial_exposure_usd": 946030.18, "recoverable_pct": 0.407 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109600", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-07T16:00:00Z", "trace_id": "a110240c-2bad-9dcc-7cc1-3c2c5190d50e" }
{ "account_age_days": 1771, "account_id": "ACCT-5F6BB0C6FF6D", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.449 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 869, "timestamp": "2026-01-07T16:00:00Z", "transaction_amount_usd": 12733.71 }, { "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": 0.586, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 614.89, "financial_exposure_usd": 970.66, "recoverable_pct": 0.827 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107416", "label": "benign", "label_confidence": 0.647, "severity": "low", "timestamp": "2026-01-06T03:36:00Z", "trace_id": "98b126fc-003c-aac0-fcbb-d48786d31e67" }
{ "account_age_days": 1216, "account_id": "ACCT-F124A4D9B828", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 686, "timestamp": "2026-01-06T03:36:00Z", "transaction_amount_usd": 7533.59 }, { "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": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2054.32, "financial_exposure_usd": 4016.74, "recoverable_pct": 0.664 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108650", "label": "benign", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-07T00:10:00Z", "trace_id": "a6100363-4415-64c3-23c2-bdc2ee3629f7" }
{ "account_age_days": 1158, "account_id": "ACCT-6CA9D7251821", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 816, "timestamp": "2026-01-07T00:10:00Z", "transaction_amount_usd": 7448.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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_t...
{ "customer_funds_at_risk_usd": 370.63, "financial_exposure_usd": 428.54, "recoverable_pct": 0.538 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108200", "label": "benign", "label_confidence": 0.45, "severity": "low", "timestamp": "2026-01-06T16:40:00Z", "trace_id": "8b6e757f-cf10-8762-eaf2-3d0f1863f4cc" }
{ "account_age_days": 1212, "account_id": "ACCT-4599719B1732", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.56 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 257, "timestamp": "2026-01-06T12:51:00Z", "transaction_amount_usd": 5.11 }, { "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": 0.647, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1898.79, "financial_exposure_usd": 4477.98, "recoverable_pct": 0.706 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104779", "label": "fraudulent", "label_confidence": 0.674, "severity": "low", "timestamp": "2026-01-04T07:39:00Z", "trace_id": "05fec949-34bb-2139-3bf2-49372f2e2d8d" }
{ "account_age_days": 1711, "account_id": "ACCT-86ADED018211", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.674 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 538, "timestamp": "2026-01-04T07:39:00Z", "transaction_amount_usd": 2533123.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.637, "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": 4393400.01, "financial_exposure_usd": 4510099.63, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108903", "label": "benign", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-07T04:23:00Z", "trace_id": "61e22485-5cd0-cf72-d1f2-46e557c104a9" }
{ "account_age_days": 1732, "account_id": "ACCT-AD3F60ACE2DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1167, "timestamp": "2026-01-07T04:23:00Z", "transaction_amount_usd": 5563.9 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 3603.75, "financial_exposure_usd": 4888.11, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104431", "label": "fraudulent", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-04T01:51:00Z", "trace_id": "088fe748-d303-4d69-c9f2-1e7abac009ea" }
{ "account_age_days": 241, "account_id": "ACCT-36D3922FCD81", "baseline_risk_score": 0.221, "kyc_tier": "tier_1", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1085, "timestamp": "2026-01-04T01:51:00Z", "transaction_amount_usd": 2134077.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 7642566.11, "financial_exposure_usd": 9153420.83, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103474", "label": "fraudulent", "label_confidence": 0.928, "severity": "low", "timestamp": "2026-01-03T09:54:00Z", "trace_id": "d334f208-180f-1d3e-f7d1-5f8390ae39c0" }
{ "account_age_days": 1781, "account_id": "ACCT-CED081094368", "baseline_risk_score": 0.307, "kyc_tier": "tier_2", "session_entropy": 0.681 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 460, "timestamp": "2026-01-03T09:54:00Z", "transaction_amount_usd": 81431.67 }, { "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": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 149201.23, "financial_exposure_usd": 241671.35, "recoverable_pct": 0.571 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106396", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-05T10:36:00Z", "trace_id": "67491e75-be6a-e95a-63e1-c0c5b2b28a61" }
{ "account_age_days": 1444, "account_id": "ACCT-AE896C3BB1C8", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.808 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 760, "timestamp": "2026-01-05T10:36:00Z", "transaction_amount_usd": 779178.15 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.647, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2260787.73, "financial_exposure_usd": 4499314.97, "recoverable_pct": 0.635 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105805", "label": "fraudulent", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-05T00:45:00Z", "trace_id": "5d3d7346-54cc-af20-45d1-d0e2bfd4d123" }
{ "account_age_days": 456, "account_id": "ACCT-61296566492B", "baseline_risk_score": 0.391, "kyc_tier": "tier_3", "session_entropy": 0.395 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 100, "timestamp": "2026-01-04T12:50:00Z", "transaction_amount_usd": 1.36 }, { "asset": "BTC", "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": 0.665, "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": 2181942.68, "financial_exposure_usd": 2449837.42, "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-100166", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-01T02:46:00Z", "trace_id": "0d60e364-8851-6447-6e5b-9598a8f0e3e0" }
{ "account_age_days": 1167, "account_id": "ACCT-0328A80D9BA5", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.206 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 768, "timestamp": "2026-01-01T02:46:00Z", "transaction_amount_usd": 65215.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.852, "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": 431836.28, "financial_exposure_usd": 648125.26, "recoverable_pct": 0.015 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102756", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-02T21:56:00Z", "trace_id": "80af31d1-3a46-6f0d-3650-b2a57ccfae24" }
{ "account_age_days": 1369, "account_id": "ACCT-C67D3084BD23", "baseline_risk_score": 0.511, "kyc_tier": "tier_1", "session_entropy": 0.486 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1142, "timestamp": "2026-01-02T21:56:00Z", "transaction_amount_usd": 19320.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.408, "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": 712879.27, "financial_exposure_usd": 1080062.98, "recoverable_pct": 0.449 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104015", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-03T18:55:00Z", "trace_id": "870c1136-bd45-0d55-96fc-d50d6ea7963e" }
{ "account_age_days": 834, "account_id": "ACCT-A0E5DFDD6CC9", "baseline_risk_score": 0.283, "kyc_tier": "tier_3", "session_entropy": 0.549 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1199, "timestamp": "2026-01-03T18:55:00Z", "transaction_amount_usd": 1554985.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.731, "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": 1873935.63, "financial_exposure_usd": 2776669.03, "recoverable_pct": 0.888 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102389", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-02T15:49:00Z", "trace_id": "8727cef8-7675-743e-baed-5d82eecbd414" }
{ "account_age_days": 1912, "account_id": "ACCT-9851AA19E5FB", "baseline_risk_score": 0.6, "kyc_tier": "tier_2", "session_entropy": 0.217 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 707, "timestamp": "2026-01-02T15:49:00Z", "transaction_amount_usd": 2805.71 }, { "asset": "GBP", "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": 0.43, "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 HAVIN...
{ "customer_funds_at_risk_usd": 1183884.36, "financial_exposure_usd": 1204403.7, "recoverable_pct": 0.215 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104564", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-04T04:04:00Z", "trace_id": "d1fd9db6-be2f-12c1-45b7-b15307ab9426" }
{ "account_age_days": 24, "account_id": "ACCT-201A957D30BD", "baseline_risk_score": 0.065, "kyc_tier": "tier_2", "session_entropy": 0.856 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 805, "timestamp": "2026-01-04T04:04:00Z", "transaction_amount_usd": 2691078.97 }, { "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": 0.873, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5120310.11, "financial_exposure_usd": 6292817.73, "recoverable_pct": 0.888 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108851", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-07T03:31:00Z", "trace_id": "c1f03a6b-f77f-2338-01e0-acca1ddca96d" }
{ "account_age_days": 1534, "account_id": "ACCT-B104410960A5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.446 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 232, "timestamp": "2026-01-06T17:45:00Z", "transaction_amount_usd": 12.36 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.553, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 3244.34, "financial_exposure_usd": 3320.93, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105011", "label": "fraudulent", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-04T11:31:00Z", "trace_id": "66d6affb-7fc8-0990-743c-d68e169f1d02" }
{ "account_age_days": 1579, "account_id": "ACCT-0E4B778E068F", "baseline_risk_score": 0.204, "kyc_tier": "tier_1", "session_entropy": 0.854 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 598, "timestamp": "2026-01-04T11:31:00Z", "transaction_amount_usd": 2525971.06 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.882, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2493385.43, "financial_exposure_usd": 3196353.3, "recoverable_pct": 0.512 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104651", "label": "fraudulent", "label_confidence": 0.79, "severity": "medium", "timestamp": "2026-01-04T05:31:00Z", "trace_id": "ad630629-2742-94ca-e3ae-f7304ed591de" }
{ "account_age_days": 900, "account_id": "ACCT-5CEECCE7F74F", "baseline_risk_score": 0.07, "kyc_tier": "tier_2", "session_entropy": 0.57 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 371, "timestamp": "2026-01-03T22:59:00Z", "transaction_amount_usd": 0.1 }, { "asset": "USDC", "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": 0.513, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3348686.27, "financial_exposure_usd": 5016221.63, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107890", "label": "benign", "label_confidence": 0.559, "severity": "medium", "timestamp": "2026-01-06T11:30:00Z", "trace_id": "d6ec8d06-1ddf-67b2-784e-c1a6f278506d" }
{ "account_age_days": 1818, "account_id": "ACCT-C98BCEEE49CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 203, "timestamp": "2026-01-06T11:30:00Z", "transaction_amount_usd": 8288.29 }, { "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": 0.66, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 4018.59, "financial_exposure_usd": 4281.16, "recoverable_pct": 0.539 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106947", "label": "benign", "label_confidence": 0.488, "severity": "low", "timestamp": "2026-01-05T19:47:00Z", "trace_id": "16e968a5-7db6-1371-241b-7bde445595b6" }
{ "account_age_days": 692, "account_id": "ACCT-4CB79B2ECA6B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.134 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1038, "timestamp": "2026-01-05T19:47:00Z", "transaction_amount_usd": 5949.92 }, { "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": 0.786, "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": 972.11, "financial_exposure_usd": 2061.91, "recoverable_pct": 0.543 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100686", "label": "fraudulent", "label_confidence": 0.76, "severity": "critical", "timestamp": "2026-01-01T11:26:00Z", "trace_id": "e4a97ec0-b37d-eb66-5e94-99956d9326e4" }
{ "account_age_days": 1508, "account_id": "ACCT-1694EC559E51", "baseline_risk_score": 0.353, "kyc_tier": "tier_2", "session_entropy": 0.528 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 357, "timestamp": "2026-01-01T04:14:00Z", "transaction_amount_usd": 20.01 }, { "asset": "SOL", "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": 0.575, "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": 634941.11, "financial_exposure_usd": 791770.24, "recoverable_pct": 0.044 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104763", "label": "fraudulent", "label_confidence": 0.671, "severity": "critical", "timestamp": "2026-01-04T07:23:00Z", "trace_id": "8cc71bb3-d281-deae-2793-a7712e89950d" }
{ "account_age_days": 713, "account_id": "ACCT-4F4827802CB6", "baseline_risk_score": 0.416, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 486, "timestamp": "2026-01-04T07:23:00Z", "transaction_amount_usd": 2879568.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4353720.73, "financial_exposure_usd": 4801894.51, "recoverable_pct": 0.878 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100134", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-01T02:14:00Z", "trace_id": "fc00f3e7-4c91-ef0e-644d-852cba3696cc" }
{ "account_age_days": 1287, "account_id": "ACCT-6F0EEBEF97E8", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.924 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1049, "timestamp": "2026-01-01T02:14:00Z", "transaction_amount_usd": 19523.59 }, { "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": 0.497, "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": 544395.32, "financial_exposure_usd": 999783.42, "recoverable_pct": 0.415 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108718", "label": "benign", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-07T01:18:00Z", "trace_id": "15d3f373-8ddf-05fc-85f9-4b673c15a87b" }
{ "account_age_days": 483, "account_id": "ACCT-C45CBB878326", "baseline_risk_score": 0.145, "kyc_tier": "tier_3", "session_entropy": 0.12 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 204, "timestamp": "2026-01-06T13:40:00Z", "transaction_amount_usd": 23.3 }, { "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": 0.602, "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": 4832.59, "financial_exposure_usd": 6028.36, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101080", "label": "fraudulent", "label_confidence": 0.904, "severity": "critical", "timestamp": "2026-01-01T18:00:00Z", "trace_id": "d15b4b17-fd94-66d3-8d6f-fda779da68a7" }
{ "account_age_days": 1993, "account_id": "ACCT-2AF1EE3C9DBF", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.841 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 185, "timestamp": "2026-01-01T18:00:00Z", "transaction_amount_usd": 119926.43 }, { "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": 0.721, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 278389.33, "financial_exposure_usd": 363705.5, "recoverable_pct": 0.277 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108863", "label": "benign", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-07T03:43:00Z", "trace_id": "3e65418c-ad39-b35f-f6ef-b493f9c369fb" }
{ "account_age_days": 940, "account_id": "ACCT-3DE18EA618DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.315 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 871, "timestamp": "2026-01-07T03:43:00Z", "transaction_amount_usd": 770.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.487, "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": 1218.96, "financial_exposure_usd": 2985.08, "recoverable_pct": 0.952 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108034", "label": "benign", "label_confidence": 0.518, "severity": "high", "timestamp": "2026-01-06T13:54:00Z", "trace_id": "15158ae8-88e6-ab0f-11b1-64eecc918292" }
{ "account_age_days": 1476, "account_id": "ACCT-5F22973EE613", "baseline_risk_score": 0.124, "kyc_tier": "tier_3", "session_entropy": 0.319 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 603, "timestamp": "2026-01-06T13:54:00Z", "transaction_amount_usd": 3467.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3246.23, "financial_exposure_usd": 4172.56, "recoverable_pct": 0.999 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105448", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-04T18:48:00Z", "trace_id": "1c4b6c02-44c1-d77c-196f-d9dd68f3784b" }
{ "account_age_days": 497, "account_id": "ACCT-5C7D1C52F02D", "baseline_risk_score": 0.275, "kyc_tier": "tier_2", "session_entropy": 0.877 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1135, "timestamp": "2026-01-04T18:48:00Z", "transaction_amount_usd": 902840.2 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.866, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3551335.06, "financial_exposure_usd": 7064189.81, "recoverable_pct": 0.835 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105612", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-04T21:32:00Z", "trace_id": "228f5ca1-84cd-2742-493c-1c35edf7318a" }
{ "account_age_days": 1213, "account_id": "ACCT-71D2B9982E6D", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.341 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 384, "timestamp": "2026-01-04T17:01:00Z", "transaction_amount_usd": 0.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.502, "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": 2635588.26, "financial_exposure_usd": 3330402.38, "recoverable_pct": 0.738 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107718", "label": "benign", "label_confidence": 0.521, "severity": "high", "timestamp": "2026-01-06T08:38:00Z", "trace_id": "8a5d60b7-6779-43e4-c85d-dcd2b7fcee7e" }
{ "account_age_days": 1779, "account_id": "ACCT-CA73FC0FB0A6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.494 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 245, "timestamp": "2026-01-06T08:38:00Z", "transaction_amount_usd": 9289.92 }, { "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": 0.627, "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": 3147.45, "financial_exposure_usd": 3332.51, "recoverable_pct": 0.896 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106361", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-05T10:01:00Z", "trace_id": "64921927-7aee-6c6a-5b7c-904271607de3" }
{ "account_age_days": 416, "account_id": "ACCT-C5625E2AD1A8", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.525 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1132, "timestamp": "2026-01-05T10:01:00Z", "transaction_amount_usd": 1926335.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.391, "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": 3167606.59, "financial_exposure_usd": 6814431.77, "recoverable_pct": 0.596 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101349", "label": "fraudulent", "label_confidence": 0.798, "severity": "critical", "timestamp": "2026-01-01T22:29:00Z", "trace_id": "9b4be78b-72ff-b3c9-43c5-9889b5f81685" }
{ "account_age_days": 1647, "account_id": "ACCT-6BF572C28D0C", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.108 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 137, "timestamp": "2026-01-01T18:57:00Z", "transaction_amount_usd": 18.68 }, { "asset": "ETH", "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": 0.698, "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": 817605.67, "financial_exposure_usd": 1272500.61, "recoverable_pct": 0.782 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101182", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-01T19:42:00Z", "trace_id": "a7cb5929-61ed-e17c-c536-521689fd6fb2" }
{ "account_age_days": 293, "account_id": "ACCT-60A34D40B848", "baseline_risk_score": 0.334, "kyc_tier": "tier_3", "session_entropy": 0.697 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 202, "timestamp": "2026-01-01T08:31:00Z", "transaction_amount_usd": 13.16 }, { "asset": "USD", "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": 0.704, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 222502.18, "financial_exposure_usd": 412197.95, "recoverable_pct": 0.074 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100525", "label": "fraudulent", "label_confidence": 0.833, "severity": "critical", "timestamp": "2026-01-01T08:45:00Z", "trace_id": "93c66baf-e6ba-5182-6592-d015b409a852" }
{ "account_age_days": 1978, "account_id": "ACCT-C47B0BFA889B", "baseline_risk_score": 0.337, "kyc_tier": "tier_1", "session_entropy": 0.245 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 82, "timestamp": "2025-12-31T21:58:00Z", "transaction_amount_usd": 10.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.46, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 951406.38, "financial_exposure_usd": 990582.22, "recoverable_pct": 0.827 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108454", "label": "benign", "label_confidence": 0.697, "severity": "high", "timestamp": "2026-01-06T20:54:00Z", "trace_id": "e609a330-f934-2dc5-74c0-24a56070d197" }
{ "account_age_days": 432, "account_id": "ACCT-C8624E85644F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.287 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 204, "timestamp": "2026-01-06T20:54:00Z", "transaction_amount_usd": 6856.41 }, { "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": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5470.18, "financial_exposure_usd": 6257.76, "recoverable_pct": 0.687 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102006", "label": "fraudulent", "label_confidence": 0.889, "severity": "medium", "timestamp": "2026-01-02T09:26:00Z", "trace_id": "00f0d199-c6b6-3e70-6180-d1ed926aabeb" }
{ "account_age_days": 1792, "account_id": "ACCT-6E6126A30A01", "baseline_risk_score": 0.382, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 633, "timestamp": "2026-01-02T09:26:00Z", "transaction_amount_usd": 51413.95 }, { "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": 0.579, "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": 504843.65, "financial_exposure_usd": 769867.15, "recoverable_pct": 0.815 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102600", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-02T19:20:00Z", "trace_id": "ebe10934-0c50-149c-f886-f031d4080ff4" }
{ "account_age_days": 1586, "account_id": "ACCT-A44D77BEA54F", "baseline_risk_score": 0.429, "kyc_tier": "tier_1", "session_entropy": 0.141 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 235, "timestamp": "2026-01-02T11:44:00Z", "transaction_amount_usd": 21.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.393, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 908996.85, "financial_exposure_usd": 1084302.76, "recoverable_pct": 0.715 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101556", "label": "fraudulent", "label_confidence": 0.921, "severity": "medium", "timestamp": "2026-01-02T01:56:00Z", "trace_id": "3a2da564-7cb1-95d9-a557-fc9c39deab1d" }
{ "account_age_days": 615, "account_id": "ACCT-3BC495D1147E", "baseline_risk_score": 0.346, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 292, "timestamp": "2026-01-01T22:02:00Z", "transaction_amount_usd": 8.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.42, "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": 964569.56, "financial_exposure_usd": 1223053.01, "recoverable_pct": 0.347 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100311", "label": "fraudulent", "label_confidence": 0.893, "severity": "low", "timestamp": "2026-01-01T05:11:00Z", "trace_id": "610da84a-34a4-ed3c-7f06-43ea87eb0127" }
{ "account_age_days": 1829, "account_id": "ACCT-F2E3E19AF57A", "baseline_risk_score": 0.607, "kyc_tier": "tier_1", "session_entropy": 0.375 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 285, "timestamp": "2025-12-31T21:15:00Z", "transaction_amount_usd": 8.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.671, "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": 688163.91, "financial_exposure_usd": 1065670.33, "recoverable_pct": 0.226 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100226", "label": "fraudulent", "label_confidence": 0.795, "severity": "medium", "timestamp": "2026-01-01T03:46:00Z", "trace_id": "7abdcb0f-d8e0-6ea2-de5e-78e5fb3a3e15" }
{ "account_age_days": 313, "account_id": "ACCT-CCAA2CD36AE7", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.802 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 287, "timestamp": "2026-01-01T03:46:00Z", "transaction_amount_usd": 23620.78 }, { "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": 0.691, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 98093.11, "financial_exposure_usd": 245024.4, "recoverable_pct": 0.056 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106821", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-05T17:41:00Z", "trace_id": "52364465-114e-6192-96c2-49df659a6eae" }
{ "account_age_days": 1144, "account_id": "ACCT-46F6C943B32D", "baseline_risk_score": 0.074, "kyc_tier": "tier_2", "session_entropy": 0.324 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 163, "timestamp": "2026-01-05T12:21:00Z", "transaction_amount_usd": 2.61 }, { "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": 0.605, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1784.23, "financial_exposure_usd": 4100.62, "recoverable_pct": 0.759 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104474", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-04T02:34:00Z", "trace_id": "79ef35c0-f893-084b-e741-f294bfe57d3f" }
{ "account_age_days": 1673, "account_id": "ACCT-3E0D2C595A38", "baseline_risk_score": 0.344, "kyc_tier": "tier_1", "session_entropy": 0.274 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1139, "timestamp": "2026-01-04T02:34:00Z", "transaction_amount_usd": 612249.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "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": 1982722.87, "financial_exposure_usd": 2294039.52, "recoverable_pct": 0.893 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105136", "label": "fraudulent", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-04T13:36:00Z", "trace_id": "68d6318e-b74b-29ce-bfe3-f64bc5771e00" }
{ "account_age_days": 1091, "account_id": "ACCT-DC3A392143C0", "baseline_risk_score": 0.433, "kyc_tier": "tier_2", "session_entropy": 0.821 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 614, "timestamp": "2026-01-04T13:36:00Z", "transaction_amount_usd": 1695969.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.733, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6148018.11, "financial_exposure_usd": 6159309.74, "recoverable_pct": 0.635 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103914", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-03T17:14:00Z", "trace_id": "733bc62f-35bf-2238-0b8c-79a79aacdce3" }
{ "account_age_days": 1158, "account_id": "ACCT-964523B7BD3C", "baseline_risk_score": 0.261, "kyc_tier": "tier_2", "session_entropy": 0.41 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 317, "timestamp": "2026-01-03T09:33:00Z", "transaction_amount_usd": 2.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.801, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5153475.33, "financial_exposure_usd": 5434700.14, "recoverable_pct": 0.737 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105331", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-04T16:51:00Z", "trace_id": "12512fb8-d4f1-dedf-30a3-950fcf9db6cc" }
{ "account_age_days": 1150, "account_id": "ACCT-9FD931577CD9", "baseline_risk_score": 0.345, "kyc_tier": "tier_1", "session_entropy": 0.765 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 928, "timestamp": "2026-01-04T16:51:00Z", "transaction_amount_usd": 1549441.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.735, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3068253.42, "financial_exposure_usd": 5236026.88, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104629", "label": "fraudulent", "label_confidence": 0.845, "severity": "high", "timestamp": "2026-01-04T05:09:00Z", "trace_id": "233c87ac-6fa1-d0db-01fb-e1ebb9f2bb12" }
{ "account_age_days": 1159, "account_id": "ACCT-D40F40BA6357", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.806 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 990, "timestamp": "2026-01-04T05:09:00Z", "transaction_amount_usd": 1321885.7 }, { "asset": "USDC", "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": 0.569, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2082780.12, "financial_exposure_usd": 3080813.75, "recoverable_pct": 0.872 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109026", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-07T06:26:00Z", "trace_id": "6de5cb97-14bb-cc05-3314-3930557e264f" }
{ "account_age_days": 914, "account_id": "ACCT-13322EEDE413", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.61 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 762, "timestamp": "2026-01-07T06:26:00Z", "transaction_amount_usd": 7330.74 }, { "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": 0.53, "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_tr...
{ "customer_funds_at_risk_usd": 2911.82, "financial_exposure_usd": 3911.35, "recoverable_pct": 0.439 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105472", "label": "fraudulent", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-04T19:12:00Z", "trace_id": "58734957-8364-1083-1c83-f612b9fccc60" }
{ "account_age_days": 91, "account_id": "ACCT-73A09EB611F0", "baseline_risk_score": 0.245, "kyc_tier": "tier_1", "session_entropy": 0.775 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 133, "timestamp": "2026-01-04T19:12:00Z", "transaction_amount_usd": 1860611.23 }, { "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": 0.38, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2162798.89, "financial_exposure_usd": 2630225.87, "recoverable_pct": 0.859 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109834", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-07T19:54:00Z", "trace_id": "182a605c-424d-dbc4-d454-9c81360656ae" }
{ "account_age_days": 987, "account_id": "ACCT-347861A55401", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 239, "timestamp": "2026-01-07T19:54:00Z", "transaction_amount_usd": 4014.99 }, { "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": 0.625, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3540.73, "financial_exposure_usd": 7567, "recoverable_pct": 0.469 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107254", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-06T00:54:00Z", "trace_id": "f25d030d-376c-8087-1fad-a0cfaa1d399f" }
{ "account_age_days": 282, "account_id": "ACCT-2408DB0C2F30", "baseline_risk_score": 0.188, "kyc_tier": "tier_2", "session_entropy": 0.544 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 693, "timestamp": "2026-01-06T00:54:00Z", "transaction_amount_usd": 10095.69 }, { "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": 0.529, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3064.38, "financial_exposure_usd": 3631.42, "recoverable_pct": 0.572 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100129", "label": "fraudulent", "label_confidence": 0.809, "severity": "medium", "timestamp": "2026-01-01T02:09:00Z", "trace_id": "2d2ae08e-6c8c-5d0e-3eb3-66fd3291bc95" }
{ "account_age_days": 1003, "account_id": "ACCT-593C73F2B8E5", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.533 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 326, "timestamp": "2025-12-31T15:15:00Z", "transaction_amount_usd": 15.89 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.768, "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": 926826.02, "financial_exposure_usd": 969573.29, "recoverable_pct": 0.625 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104116", "label": "fraudulent", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-03T20:36:00Z", "trace_id": "fe838a0a-ce77-528c-b1e9-ef03721f1644" }
{ "account_age_days": 761, "account_id": "ACCT-1B88B4F4A38C", "baseline_risk_score": 0.442, "kyc_tier": "tier_1", "session_entropy": 0.919 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 370, "timestamp": "2026-01-03T14:30:00Z", "transaction_amount_usd": 23.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.941, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1790925.63, "financial_exposure_usd": 2259281.06, "recoverable_pct": 0.818 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106554", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-05T13:14:00Z", "trace_id": "00cd98d1-14f1-50ac-3211-6758c659351e" }
{ "account_age_days": 1452, "account_id": "ACCT-F5A8991FA68F", "baseline_risk_score": 0.371, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 497, "timestamp": "2026-01-05T13:14:00Z", "transaction_amount_usd": 1348695.44 }, { "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": 0.899, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 924940.39, "financial_exposure_usd": 1138999.18, "recoverable_pct": 0.88 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106337", "label": "fraudulent", "label_confidence": 0.828, "severity": "medium", "timestamp": "2026-01-05T09:37:00Z", "trace_id": "fd97c1a6-7c46-820a-fe24-f732164ba4ce" }
{ "account_age_days": 1902, "account_id": "ACCT-1585E96F07BA", "baseline_risk_score": 0.439, "kyc_tier": "tier_3", "session_entropy": 0.595 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 311, "timestamp": "2026-01-05T09:37:00Z", "transaction_amount_usd": 2264601.97 }, { "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": 0.457, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2947763.56, "financial_exposure_usd": 3654488.78, "recoverable_pct": 0.801 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107385", "label": "benign", "label_confidence": 0.741, "severity": "medium", "timestamp": "2026-01-06T03:05:00Z", "trace_id": "861d6d7f-c0a2-26bf-ad8a-2ad982b3dfe9" }
{ "account_age_days": 1992, "account_id": "ACCT-B4CF0229DE81", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 353, "timestamp": "2026-01-06T03:05:00Z", "transaction_amount_usd": 3940.04 }, { "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": 0.531, "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": 4212.77, "financial_exposure_usd": 7471.29, "recoverable_pct": 0.903 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102578", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-02T18:58:00Z", "trace_id": "5a883554-f9ab-08f1-d1eb-bb454b36c66c" }
{ "account_age_days": 229, "account_id": "ACCT-1AE38135135D", "baseline_risk_score": 0.332, "kyc_tier": "tier_1", "session_entropy": 0.646 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1068, "timestamp": "2026-01-02T18:58:00Z", "transaction_amount_usd": 25907.27 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.426, "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": 132238.56, "financial_exposure_usd": 320710.49, "recoverable_pct": 0.116 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108001", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-06T13:21:00Z", "trace_id": "739fd048-0748-a5db-35cd-646b9fe9b910" }
{ "account_age_days": 1670, "account_id": "ACCT-1F2350C88BC8", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.877 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 908, "timestamp": "2026-01-06T13:21:00Z", "transaction_amount_usd": 7186.41 }, { "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": 0.658, "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": 1544.1, "financial_exposure_usd": 2144.06, "recoverable_pct": 0.621 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105949", "label": "fraudulent", "label_confidence": 0.619, "severity": "medium", "timestamp": "2026-01-05T03:09:00Z", "trace_id": "3957a216-2786-b9e8-94cc-648e5427d297" }
{ "account_age_days": 1099, "account_id": "ACCT-B0677CA11604", "baseline_risk_score": 0.224, "kyc_tier": "tier_1", "session_entropy": 0.885 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 908, "timestamp": "2026-01-05T03:09:00Z", "transaction_amount_usd": 1890193.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.912, "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": 2796978.03, "financial_exposure_usd": 3347351.25, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104489", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-04T02:49:00Z", "trace_id": "92b46d85-2bef-7e8b-04f2-722a8cc9564c" }
{ "account_age_days": 1760, "account_id": "ACCT-14A5231A756D", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.55 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 158, "timestamp": "2026-01-03T19:02:00Z", "transaction_amount_usd": 21.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.673, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1265014.71, "financial_exposure_usd": 2408186.45, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107555", "label": "benign", "label_confidence": 0.608, "severity": "low", "timestamp": "2026-01-06T05:55:00Z", "trace_id": "02afd20e-4cee-5698-856e-6079de865bd9" }
{ "account_age_days": 1494, "account_id": "ACCT-6182948F7359", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.947 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 521, "timestamp": "2026-01-06T05:55:00Z", "transaction_amount_usd": 8043.2 }, { "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": 0.485, "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": 247.52, "financial_exposure_usd": 423.45, "recoverable_pct": 0.921 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }