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-106212", "label": "fraudulent", "label_confidence": 0.688, "severity": "low", "timestamp": "2026-01-05T07:32:00Z", "trace_id": "7d1c8de2-b2ea-aa6c-baa5-40a1ae7f8ea2" }
{ "account_age_days": 1386, "account_id": "ACCT-73A9C2C178BA", "baseline_risk_score": 0.251, "kyc_tier": "tier_3", "session_entropy": 0.803 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 383, "timestamp": "2026-01-05T07:32:00Z", "transaction_amount_usd": 2393902.5 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.842, "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": 2708579.78, "financial_exposure_usd": 5151454.43, "recoverable_pct": 0.795 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106603", "label": "fraudulent", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-05T14:03:00Z", "trace_id": "c89947b4-1d3a-56f3-4f29-3a4e2d5240f0" }
{ "account_age_days": 1926, "account_id": "ACCT-1AD2D598E5E1", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.424 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 827, "timestamp": "2026-01-05T14:03:00Z", "transaction_amount_usd": 2755310.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.445, "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": 2547065.77, "financial_exposure_usd": 5706954.38, "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-108011", "label": "benign", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-06T13:31:00Z", "trace_id": "e8d021aa-cc44-d3f2-ff23-4cfb23417a4d" }
{ "account_age_days": 175, "account_id": "ACCT-5953AFEB9A79", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1178, "timestamp": "2026-01-06T13:31:00Z", "transaction_amount_usd": 1453.31 }, { "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": 0.568, "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": 1928.39, "financial_exposure_usd": 1963.94, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101161", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-01T19:21:00Z", "trace_id": "1840c4d7-28fb-b015-f90d-17fc1e064c1c" }
{ "account_age_days": 1931, "account_id": "ACCT-5F48D5DA3E9A", "baseline_risk_score": 0.623, "kyc_tier": "tier_1", "session_entropy": 0.185 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 424, "timestamp": "2026-01-01T19:21:00Z", "transaction_amount_usd": 116485.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.48, "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 HAVIN...
{ "customer_funds_at_risk_usd": 388234.27, "financial_exposure_usd": 886861.63, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107240", "label": "benign", "label_confidence": 0.477, "severity": "low", "timestamp": "2026-01-06T00:40:00Z", "trace_id": "e2383a90-d612-1048-3201-bb51ed6ecbe7" }
{ "account_age_days": 1423, "account_id": "ACCT-FD610EB25B75", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.7 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 802, "timestamp": "2026-01-06T00:40:00Z", "transaction_amount_usd": 12346.51 }, { "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": 0.681, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1628.16, "financial_exposure_usd": 2370.29, "recoverable_pct": 0.485 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109931", "label": "benign", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-07T21:31:00Z", "trace_id": "390e6c48-b9be-02d2-646c-6d9765eb166b" }
{ "account_age_days": 1046, "account_id": "ACCT-0CD49BF00B1C", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.606 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 688, "timestamp": "2026-01-07T21:31:00Z", "transaction_amount_usd": 8365.93 }, { "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": 0.55, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 4222.44, "financial_exposure_usd": 5400.06, "recoverable_pct": 0.828 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100718", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-01T11:58:00Z", "trace_id": "26f8454d-80b6-0ff3-0169-e1b4dd8d4717" }
{ "account_age_days": 823, "account_id": "ACCT-8A7A59D06210", "baseline_risk_score": 0.611, "kyc_tier": "tier_2", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 92, "timestamp": "2026-01-01T07:35:00Z", "transaction_amount_usd": 0.24 }, { "asset": "USDT", "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": 0.696, "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": 781652.08, "financial_exposure_usd": 859065.56, "recoverable_pct": 0.568 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103161", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-03T04:41:00Z", "trace_id": "963725f2-35fc-948b-ae32-bccab8c4dc96" }
{ "account_age_days": 1874, "account_id": "ACCT-75845B31176C", "baseline_risk_score": 0.502, "kyc_tier": "tier_2", "session_entropy": 0.124 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 185, "timestamp": "2026-01-02T16:24:00Z", "transaction_amount_usd": 14.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.657, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 433267.74, "financial_exposure_usd": 567717.13, "recoverable_pct": 0.342 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100592", "label": "fraudulent", "label_confidence": 0.965, "severity": "high", "timestamp": "2026-01-01T09:52:00Z", "trace_id": "b386c60f-3942-042b-55be-a17e38a4250d" }
{ "account_age_days": 820, "account_id": "ACCT-98C1715265AB", "baseline_risk_score": 0.512, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 104, "timestamp": "2026-01-01T09:52:00Z", "transaction_amount_usd": 60319.2 }, { "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": 0.609, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 805360.27, "financial_exposure_usd": 1278907.06, "recoverable_pct": 0.159 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108499", "label": "benign", "label_confidence": 0.508, "severity": "low", "timestamp": "2026-01-06T21:39:00Z", "trace_id": "25fbefef-5762-ca40-86c5-7da17e3382dd" }
{ "account_age_days": 643, "account_id": "ACCT-79E8BD181D2B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.909 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 352, "timestamp": "2026-01-06T21:39:00Z", "transaction_amount_usd": 7469.17 }, { "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": 0.546, "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": 3592.24, "financial_exposure_usd": 3972.58, "recoverable_pct": 0.43 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103865", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-03T16:25:00Z", "trace_id": "bdd2153d-617a-7559-f700-58758bbe4953" }
{ "account_age_days": 719, "account_id": "ACCT-061C1DB74F91", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.147 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 305, "timestamp": "2026-01-03T06:49:00Z", "transaction_amount_usd": 23.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.465, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 896092.83, "financial_exposure_usd": 1033669.74, "recoverable_pct": 0.915 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109776", "label": "benign", "label_confidence": 0.597, "severity": "medium", "timestamp": "2026-01-07T18:56:00Z", "trace_id": "bc754aa0-b119-bfd9-7e71-6a896870953a" }
{ "account_age_days": 950, "account_id": "ACCT-03F12F270C54", "baseline_risk_score": 0.054, "kyc_tier": "tier_2", "session_entropy": 0.565 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 217, "timestamp": "2026-01-07T18:56:00Z", "transaction_amount_usd": 10895.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.795, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3022.49, "financial_exposure_usd": 3189.94, "recoverable_pct": 0.658 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105564", "label": "fraudulent", "label_confidence": 0.945, "severity": "high", "timestamp": "2026-01-04T20:44:00Z", "trace_id": "b7e3b67f-6702-101e-a536-d56c4ddae528" }
{ "account_age_days": 1677, "account_id": "ACCT-5C9DC460661D", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1067, "timestamp": "2026-01-04T20:44:00Z", "transaction_amount_usd": 2354574.63 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2226339.3, "financial_exposure_usd": 3581544.64, "recoverable_pct": 0.98 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109770", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-07T18:50:00Z", "trace_id": "a4052ab3-18cd-118d-bdf7-07cc71ad57ed" }
{ "account_age_days": 728, "account_id": "ACCT-904D2E9BEFC2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.108 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 646, "timestamp": "2026-01-07T18:50:00Z", "transaction_amount_usd": 14694.91 }, { "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": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 31.96, "financial_exposure_usd": 58.48, "recoverable_pct": 0.784 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101144", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-01T19:04:00Z", "trace_id": "0fc44884-e2e8-8f39-3916-af65cba7669a" }
{ "account_age_days": 1862, "account_id": "ACCT-403AECAB2A50", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.367 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 264, "timestamp": "2026-01-01T14:49:00Z", "transaction_amount_usd": 8.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "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": 0.451, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 430240.31, "financial_exposure_usd": 454150.08, "recoverable_pct": 0.541 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107482", "label": "benign", "label_confidence": 0.501, "severity": "low", "timestamp": "2026-01-06T04:42:00Z", "trace_id": "5082a44d-35f5-83f4-c9a1-c4b2609a1aa4" }
{ "account_age_days": 160, "account_id": "ACCT-DA49428C6CF6", "baseline_risk_score": 0.172, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 264, "timestamp": "2026-01-06T04:42:00Z", "transaction_amount_usd": 8967.63 }, { "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": 0.742, "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": 4979.05, "financial_exposure_usd": 8023.24, "recoverable_pct": 0.796 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100719", "label": "fraudulent", "label_confidence": 0.956, "severity": "medium", "timestamp": "2026-01-01T11:59:00Z", "trace_id": "e07788c7-30b0-7cdc-5a2e-d6c24640f319" }
{ "account_age_days": 828, "account_id": "ACCT-D0730F84C168", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.463 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 982, "timestamp": "2026-01-01T11:59:00Z", "transaction_amount_usd": 64102.87 }, { "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": 0.842, "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": 265496.6, "financial_exposure_usd": 622450.03, "recoverable_pct": 0.017 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108063", "label": "benign", "label_confidence": 0.679, "severity": "medium", "timestamp": "2026-01-06T14:23:00Z", "trace_id": "93a54c78-2dd6-2050-2a7f-39403afe3d10" }
{ "account_age_days": 1725, "account_id": "ACCT-791A532355E4", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.428 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1164, "timestamp": "2026-01-06T14:23:00Z", "transaction_amount_usd": 1077.73 }, { "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": 0.638, "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": 242.25, "financial_exposure_usd": 542.67, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104029", "label": "fraudulent", "label_confidence": 0.835, "severity": "critical", "timestamp": "2026-01-03T19:09:00Z", "trace_id": "d4b0928e-bb92-eb01-6bc6-d070e370d399" }
{ "account_age_days": 3, "account_id": "ACCT-5F2560EE1479", "baseline_risk_score": 0.213, "kyc_tier": "tier_3", "session_entropy": 0.927 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1098, "timestamp": "2026-01-03T19:09:00Z", "transaction_amount_usd": 475692.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.632, "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": 2129884.79, "financial_exposure_usd": 4000286.29, "recoverable_pct": 0.713 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109222", "label": "benign", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-07T09:42:00Z", "trace_id": "a2a6a5a7-67a3-904f-6228-42594232d223" }
{ "account_age_days": 525, "account_id": "ACCT-4807B10AF441", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.787 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 203, "timestamp": "2026-01-06T23:39:00Z", "transaction_amount_usd": 6.34 }, { "asset": "ETH", "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": 0.523, "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": 2454.92, "financial_exposure_usd": 2827.27, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104872", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-04T09:12:00Z", "trace_id": "d661989a-2520-e219-dd55-c48bd0e696c7" }
{ "account_age_days": 1435, "account_id": "ACCT-7AAE44EF4C4A", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.641 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 139, "timestamp": "2026-01-04T07:35:00Z", "transaction_amount_usd": 1.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.613, "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": 4639413.15, "financial_exposure_usd": 5834643.86, "recoverable_pct": 0.513 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104843", "label": "fraudulent", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-04T08:43:00Z", "trace_id": "04b752b2-1952-5a01-7d48-d5b18e48a894" }
{ "account_age_days": 1745, "account_id": "ACCT-2753DB196F02", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 218, "timestamp": "2026-01-04T03:06:00Z", "transaction_amount_usd": 13.4 }, { "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": 0.529, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1282463.08, "financial_exposure_usd": 3146919.27, "recoverable_pct": 0.778 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106318", "label": "fraudulent", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-05T09:18:00Z", "trace_id": "a6c5817c-6c17-9d62-ccb7-1dc2c474e856" }
{ "account_age_days": 1314, "account_id": "ACCT-028E077A9DE0", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1163, "timestamp": "2026-01-05T09:18:00Z", "transaction_amount_usd": 2201175.54 }, { "asset": "ETH", "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": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1982691.19, "financial_exposure_usd": 3627425.63, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107401", "label": "benign", "label_confidence": 0.723, "severity": "low", "timestamp": "2026-01-06T03:21:00Z", "trace_id": "fdc40670-c0bb-3556-6f63-54ad9178fd7a" }
{ "account_age_days": 1552, "account_id": "ACCT-C6350F45F8EC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 832, "timestamp": "2026-01-06T03:21:00Z", "transaction_amount_usd": 13769.54 }, { "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": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 642.41, "financial_exposure_usd": 1138.43, "recoverable_pct": 0.602 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105148", "label": "fraudulent", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-04T13:48:00Z", "trace_id": "8298c35c-9821-a98e-c2f4-c7ad58bfd123" }
{ "account_age_days": 335, "account_id": "ACCT-5A16E521C474", "baseline_risk_score": 0.436, "kyc_tier": "tier_2", "session_entropy": 0.18 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 239, "timestamp": "2026-01-04T13:48:00Z", "transaction_amount_usd": 304394.84 }, { "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": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1817340.95, "financial_exposure_usd": 1965897.71, "recoverable_pct": 0.84 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107868", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-06T11:08:00Z", "trace_id": "85ffe4ef-2a70-c38e-3c0c-74cfa53a6610" }
{ "account_age_days": 970, "account_id": "ACCT-4A09E7391820", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.893 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 949, "timestamp": "2026-01-06T11:08:00Z", "transaction_amount_usd": 12549.23 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.787, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 6127.93, "financial_exposure_usd": 6691.43, "recoverable_pct": 0.819 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102699", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-02T20:59:00Z", "trace_id": "47edd33d-7bf8-12c5-7522-95af66423198" }
{ "account_age_days": 1147, "account_id": "ACCT-DE9166EE4B2B", "baseline_risk_score": 0.444, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 169, "timestamp": "2026-01-02T10:54:00Z", "transaction_amount_usd": 23.91 }, { "asset": "BTC", "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": 0.591, "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": 343942.34, "financial_exposure_usd": 577397.1, "recoverable_pct": 0.471 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104262", "label": "fraudulent", "label_confidence": 0.781, "severity": "critical", "timestamp": "2026-01-03T23:02:00Z", "trace_id": "44190777-3667-7c8f-a4ff-dbf3d8f81593" }
{ "account_age_days": 405, "account_id": "ACCT-984626624596", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.313 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 200, "timestamp": "2026-01-03T10:51:00Z", "transaction_amount_usd": 4.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.429, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3889357.42, "financial_exposure_usd": 5166623.84, "recoverable_pct": 0.614 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104823", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-04T08:23:00Z", "trace_id": "8c69f887-6a2f-c1d8-91fe-676b587ef718" }
{ "account_age_days": 840, "account_id": "ACCT-592A64A8CBC3", "baseline_risk_score": 0.096, "kyc_tier": "tier_3", "session_entropy": 0.74 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 578, "timestamp": "2026-01-04T08:23:00Z", "transaction_amount_usd": 2267440.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.875, "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": 2407238.94, "financial_exposure_usd": 3272397.78, "recoverable_pct": 0.674 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104256", "label": "fraudulent", "label_confidence": 0.781, "severity": "medium", "timestamp": "2026-01-03T22:56:00Z", "trace_id": "d7c6ae78-c04e-a0f9-7d49-beb575268e0e" }
{ "account_age_days": 1681, "account_id": "ACCT-FDCD2828F945", "baseline_risk_score": 0.357, "kyc_tier": "tier_2", "session_entropy": 0.17 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 984, "timestamp": "2026-01-03T22:56:00Z", "transaction_amount_usd": 970478.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.946, "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": 4342058.45, "financial_exposure_usd": 5060750.57, "recoverable_pct": 0.597 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108776", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-07T02:16:00Z", "trace_id": "a50de939-8f32-afa7-b50c-42d1d3c24b26" }
{ "account_age_days": 930, "account_id": "ACCT-73229E9168AE", "baseline_risk_score": 0.167, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 973, "timestamp": "2026-01-07T02:16:00Z", "transaction_amount_usd": 3294.09 }, { "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": 0.568, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4318.83, "financial_exposure_usd": 4544.26, "recoverable_pct": 0.903 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108400", "label": "benign", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-06T20:00:00Z", "trace_id": "a956420d-e96e-920c-fa74-c8475b13f31a" }
{ "account_age_days": 1936, "account_id": "ACCT-22033007EF5E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.414 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 246, "timestamp": "2026-01-06T18:10:00Z", "transaction_amount_usd": 12.16 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.654, "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": 1910.86, "financial_exposure_usd": 3122.32, "recoverable_pct": 0.443 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108866", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-07T03:46:00Z", "trace_id": "2e6d1665-3545-56b8-4b75-0eb5c0e6ffc5" }
{ "account_age_days": 1108, "account_id": "ACCT-4B5C7E34566B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.105 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 232, "timestamp": "2026-01-07T00:24:00Z", "transaction_amount_usd": 3.53 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 210.55, "financial_exposure_usd": 276.41, "recoverable_pct": 0.895 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107445", "label": "benign", "label_confidence": 0.578, "severity": "high", "timestamp": "2026-01-06T04:05:00Z", "trace_id": "fdc96433-4bed-7456-901d-4ba4f3256462" }
{ "account_age_days": 768, "account_id": "ACCT-01EF222AF6C2", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.49 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 472, "timestamp": "2026-01-06T04:05:00Z", "transaction_amount_usd": 11822.7 }, { "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": 0.676, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1718.24, "financial_exposure_usd": 2505.3, "recoverable_pct": 0.863 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101562", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-02T02:02:00Z", "trace_id": "c7822698-18a3-bd3e-8a8c-e043c58da4f0" }
{ "account_age_days": 525, "account_id": "ACCT-96F35033C145", "baseline_risk_score": 0.642, "kyc_tier": "tier_2", "session_entropy": 0.83 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 183, "timestamp": "2026-01-02T02:02:00Z", "transaction_amount_usd": 90808.48 }, { "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": 0.706, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 650761.81, "financial_exposure_usd": 769548.14, "recoverable_pct": 0.791 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105289", "label": "fraudulent", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-04T16:09:00Z", "trace_id": "f58d57fd-e50e-7fd9-5245-61fa4f5953f4" }
{ "account_age_days": 1738, "account_id": "ACCT-1BDBBBCFB0A9", "baseline_risk_score": 0.361, "kyc_tier": "tier_2", "session_entropy": 0.124 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 377, "timestamp": "2026-01-04T16:09:00Z", "transaction_amount_usd": 633121.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.603, "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": 1025462.15, "financial_exposure_usd": 1126337.32, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102349", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-02T15:09:00Z", "trace_id": "23b54c28-6432-9441-2d32-283a2af3f648" }
{ "account_age_days": 970, "account_id": "ACCT-F37832633F34", "baseline_risk_score": 0.452, "kyc_tier": "tier_3", "session_entropy": 0.363 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1168, "timestamp": "2026-01-02T15:09:00Z", "transaction_amount_usd": 17312.6 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.6, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING ...
{ "customer_funds_at_risk_usd": 272371.02, "financial_exposure_usd": 481633.99, "recoverable_pct": 0.736 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107048", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-05T21:28:00Z", "trace_id": "1ccb2ac6-8ad5-f994-64b9-e7c561d2420b" }
{ "account_age_days": 218, "account_id": "ACCT-D5A0CF333CB1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 888, "timestamp": "2026-01-05T21:28:00Z", "transaction_amount_usd": 3093.42 }, { "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": 0.659, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1196.34, "financial_exposure_usd": 2240.23, "recoverable_pct": 0.916 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106231", "label": "fraudulent", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-05T07:51:00Z", "trace_id": "1c3ab247-3f84-9183-abdc-64dd323d49e0" }
{ "account_age_days": 913, "account_id": "ACCT-79489B10ACFC", "baseline_risk_score": 0.229, "kyc_tier": "tier_2", "session_entropy": 0.476 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 237, "timestamp": "2026-01-04T21:37:00Z", "transaction_amount_usd": 3.95 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6887280.81, "financial_exposure_usd": 6908143.11, "recoverable_pct": 0.507 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109396", "label": "benign", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-07T12:36:00Z", "trace_id": "4a152e4e-4d01-9830-c75c-51d4d940406a" }
{ "account_age_days": 53, "account_id": "ACCT-BF8A592A57DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.869 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 395, "timestamp": "2026-01-07T02:50:00Z", "transaction_amount_usd": 4.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "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": 1787.35, "financial_exposure_usd": 3255.23, "recoverable_pct": 0.614 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100950", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-01T15:50:00Z", "trace_id": "217b60cf-976b-7fa7-eb00-c61b08e6f460" }
{ "account_age_days": 642, "account_id": "ACCT-A9DEE0266FCF", "baseline_risk_score": 0.473, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 82, "timestamp": "2026-01-01T10:30:00Z", "transaction_amount_usd": 22.58 }, { "asset": "USD", "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": 0.846, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 472365.52, "financial_exposure_usd": 677937.08, "recoverable_pct": 0.163 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104132", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-03T20:52:00Z", "trace_id": "7d63506f-823e-88b5-f334-e7c48467cc29" }
{ "account_age_days": 222, "account_id": "ACCT-76C8C2EBE832", "baseline_risk_score": 0.141, "kyc_tier": "tier_2", "session_entropy": 0.514 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 886, "timestamp": "2026-01-03T20:52:00Z", "transaction_amount_usd": 1579216.67 }, { "asset": "JPY", "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": 0.851, "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": 2708533.9, "financial_exposure_usd": 4210954, "recoverable_pct": 0.573 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103008", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-03T02:08:00Z", "trace_id": "748688f4-86d5-47bb-1dc4-3a218c16906c" }
{ "account_age_days": 1473, "account_id": "ACCT-ECD8DDB4C300", "baseline_risk_score": 0.558, "kyc_tier": "tier_1", "session_entropy": 0.509 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 280, "timestamp": "2026-01-02T19:08:00Z", "transaction_amount_usd": 15.45 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.384, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 575884.86, "financial_exposure_usd": 1033732.06, "recoverable_pct": 0.647 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108689", "label": "benign", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-07T00:49:00Z", "trace_id": "7a6b16ba-c4f2-8160-b9b9-e20bde055e69" }
{ "account_age_days": 1794, "account_id": "ACCT-CFE5DF02C07D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.617 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1129, "timestamp": "2026-01-07T00:49:00Z", "transaction_amount_usd": 6318.75 }, { "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": 0.681, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1998.2, "financial_exposure_usd": 2469.85, "recoverable_pct": 0.485 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109534", "label": "benign", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-07T14:54:00Z", "trace_id": "7e393c0e-84c5-4d83-16b0-7c8abe233260" }
{ "account_age_days": 462, "account_id": "ACCT-8BE5A6816406", "baseline_risk_score": 0.126, "kyc_tier": "tier_2", "session_entropy": 0.822 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 700, "timestamp": "2026-01-07T14:54:00Z", "transaction_amount_usd": 11000.9 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4558.27, "financial_exposure_usd": 8172.5, "recoverable_pct": 0.76 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101209", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-01T20:09:00Z", "trace_id": "9edc2e21-66ff-db56-a0be-e68a1c4f2a7c" }
{ "account_age_days": 966, "account_id": "ACCT-141C1C3DC99F", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.369 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1149, "timestamp": "2026-01-01T20:09:00Z", "transaction_amount_usd": 77340.02 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.713, "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": 1013057, "financial_exposure_usd": 1104168.43, "recoverable_pct": 0.052 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106187", "label": "fraudulent", "label_confidence": 0.686, "severity": "critical", "timestamp": "2026-01-05T07:07:00Z", "trace_id": "ea10437a-67ee-b62c-0638-8a836ce092da" }
{ "account_age_days": 783, "account_id": "ACCT-D53801435B99", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 91, "timestamp": "2026-01-05T07:07:00Z", "transaction_amount_usd": 2074056.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.588, "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": 2184679.87, "financial_exposure_usd": 4016717.71, "recoverable_pct": 1 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108294", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-06T18:14:00Z", "trace_id": "cbbbce62-1b62-85e7-0549-01eef1b92066" }
{ "account_age_days": 1443, "account_id": "ACCT-639B4AEB372C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.307 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 512, "timestamp": "2026-01-06T18:14:00Z", "transaction_amount_usd": 8565.38 }, { "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": 0.639, "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": 3832.44, "financial_exposure_usd": 4682.53, "recoverable_pct": 0.988 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106458", "label": "fraudulent", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-05T11:38:00Z", "trace_id": "eb6c69e2-75c2-9cd5-3e30-9eb9aa16776a" }
{ "account_age_days": 566, "account_id": "ACCT-5BFA4B8D21BA", "baseline_risk_score": 0.449, "kyc_tier": "tier_2", "session_entropy": 0.626 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 165, "timestamp": "2026-01-05T07:19:00Z", "transaction_amount_usd": 5.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.83, "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 pos...
{ "customer_funds_at_risk_usd": 4451894.94, "financial_exposure_usd": 7321594.73, "recoverable_pct": 0.934 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104943", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-04T10:23:00Z", "trace_id": "828ed9a7-3c8b-a7a1-4dd7-2da97c5aa231" }
{ "account_age_days": 831, "account_id": "ACCT-1C89BFE13ED9", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.578 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 272, "timestamp": "2026-01-04T10:23:00Z", "transaction_amount_usd": 2559506.3 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.619, "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": 2414736.94, "financial_exposure_usd": 4218511.79, "recoverable_pct": 0.958 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100126", "label": "fraudulent", "label_confidence": 0.872, "severity": "critical", "timestamp": "2026-01-01T02:06:00Z", "trace_id": "7e5533ba-e8a2-f417-379e-03dde6f8dac3" }
{ "account_age_days": 1073, "account_id": "ACCT-D624F0550C39", "baseline_risk_score": 0.607, "kyc_tier": "tier_3", "session_entropy": 0.64 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1113, "timestamp": "2026-01-01T02:06:00Z", "transaction_amount_usd": 66562.46 }, { "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": 0.584, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 167487.49, "financial_exposure_usd": 251334.78, "recoverable_pct": 0.508 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108434", "label": "benign", "label_confidence": 0.522, "severity": "low", "timestamp": "2026-01-06T20:34:00Z", "trace_id": "55fa6ce7-03bf-164f-6ee4-29cacc5cba01" }
{ "account_age_days": 594, "account_id": "ACCT-0F2395EA9560", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.629 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 375, "timestamp": "2026-01-06T15:57:00Z", "transaction_amount_usd": 13.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.534, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3946.77, "financial_exposure_usd": 6022.89, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107647", "label": "benign", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-06T07:27:00Z", "trace_id": "6a0283e0-d650-b1fc-2c61-7485f108189d" }
{ "account_age_days": 1506, "account_id": "ACCT-48D98F5013BF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.759 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 267, "timestamp": "2026-01-06T07:27:00Z", "transaction_amount_usd": 1620.06 }, { "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": 0.496, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2389.25, "financial_exposure_usd": 2665.26, "recoverable_pct": 0.962 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104446", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-04T02:06:00Z", "trace_id": "47fa9121-9fbf-d76e-89e6-ac3d7699f754" }
{ "account_age_days": 1955, "account_id": "ACCT-2512D420F5B2", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 253, "timestamp": "2026-01-04T02:06:00Z", "transaction_amount_usd": 2455867.82 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "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": 539002.5, "financial_exposure_usd": 1067320.59, "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-106118", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-05T05:58:00Z", "trace_id": "d7e41753-c35d-f983-e0a1-fa6fc3feb373" }
{ "account_age_days": 189, "account_id": "ACCT-308F9E142056", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.104 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 270, "timestamp": "2026-01-04T20:44:00Z", "transaction_amount_usd": 1.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.523, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5110668.31, "financial_exposure_usd": 5824838.09, "recoverable_pct": 0.437 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101548", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-02T01:48:00Z", "trace_id": "867be278-2363-aeb8-f3e3-520f53add3c8" }
{ "account_age_days": 1473, "account_id": "ACCT-D56A76439A6A", "baseline_risk_score": 0.469, "kyc_tier": "tier_2", "session_entropy": 0.913 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 640, "timestamp": "2026-01-02T01:48:00Z", "transaction_amount_usd": 82259.14 }, { "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": 0.788, "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": 282011.65, "financial_exposure_usd": 395416.23, "recoverable_pct": 0.436 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103148", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-03T04:28:00Z", "trace_id": "dde5644d-22d3-2d19-cabb-419f4e4f1c58" }
{ "account_age_days": 590, "account_id": "ACCT-E86347846565", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.634 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 164, "timestamp": "2026-01-02T21:07:00Z", "transaction_amount_usd": 24.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.362, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 581295.62, "financial_exposure_usd": 856574.3, "recoverable_pct": 0.15 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109195", "label": "benign", "label_confidence": 0.486, "severity": "high", "timestamp": "2026-01-07T09:15:00Z", "trace_id": "32320ab7-7d30-2929-73c2-1551634d54e5" }
{ "account_age_days": 39, "account_id": "ACCT-864D87A44C02", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1186, "timestamp": "2026-01-07T09:15:00Z", "transaction_amount_usd": 3176.9 }, { "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": 0.464, "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": 168.29, "financial_exposure_usd": 273.54, "recoverable_pct": 0.755 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108332", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-06T18:52:00Z", "trace_id": "51c50869-9bae-585f-e101-01862d378110" }
{ "account_age_days": 871, "account_id": "ACCT-934F3844FCBA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.399 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 477, "timestamp": "2026-01-06T18:52:00Z", "transaction_amount_usd": 5608.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.698, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3092.57, "financial_exposure_usd": 4231.62, "recoverable_pct": 0.562 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101708", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-02T04:28:00Z", "trace_id": "4d196e32-813f-a1e1-f01c-733e82712d74" }
{ "account_age_days": 1546, "account_id": "ACCT-2797A7F69C75", "baseline_risk_score": 0.543, "kyc_tier": "tier_3", "session_entropy": 0.696 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1042, "timestamp": "2026-01-02T04:28:00Z", "transaction_amount_usd": 71237.27 }, { "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": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 234384.13, "financial_exposure_usd": 265421.79, "recoverable_pct": 0.62 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106141", "label": "fraudulent", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-05T06:21:00Z", "trace_id": "6a15c109-9df0-21ae-7689-60b5143d8fcd" }
{ "account_age_days": 757, "account_id": "ACCT-CBA3B9A2B897", "baseline_risk_score": 0.354, "kyc_tier": "tier_2", "session_entropy": 0.13 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 941, "timestamp": "2026-01-05T06:21:00Z", "transaction_amount_usd": 2100072.02 }, { "asset": "ETH", "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": 0.414, "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": 3321681.06, "financial_exposure_usd": 4971891.86, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103489", "label": "fraudulent", "label_confidence": 0.85, "severity": "low", "timestamp": "2026-01-03T10:09:00Z", "trace_id": "cc009dda-d1f4-88f1-fe56-c186fae24eba" }
{ "account_age_days": 1640, "account_id": "ACCT-94E9F43D92C5", "baseline_risk_score": 0.211, "kyc_tier": "tier_3", "session_entropy": 0.892 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 393, "timestamp": "2026-01-03T03:34:00Z", "transaction_amount_usd": 2.25 }, { "asset": "BTC", "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": 0.749, "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": 3628293.57, "financial_exposure_usd": 4109687.52, "recoverable_pct": 0.745 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108739", "label": "benign", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-07T01:39:00Z", "trace_id": "d31fa75e-b321-a66f-2dca-2f3fa0a6d3fb" }
{ "account_age_days": 1357, "account_id": "ACCT-35B81D8A2CA7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.432 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1056, "timestamp": "2026-01-07T01:39:00Z", "transaction_amount_usd": 12465.02 }, { "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": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3481.33, "financial_exposure_usd": 5832.03, "recoverable_pct": 0.59 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102807", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T22:47:00Z", "trace_id": "e38a49c6-9eac-b3fb-7ce7-a0e8f6a2e809" }
{ "account_age_days": 1863, "account_id": "ACCT-10A62EA29C85", "baseline_risk_score": 0.511, "kyc_tier": "tier_2", "session_entropy": 0.53 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 958, "timestamp": "2026-01-02T22:47:00Z", "transaction_amount_usd": 73888.11 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.497, "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": 293959.53, "financial_exposure_usd": 453223.53, "recoverable_pct": 0.254 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102926", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-03T00:46:00Z", "trace_id": "ff7eed2e-8643-1b12-34be-5f854e42a9ec" }
{ "account_age_days": 1357, "account_id": "ACCT-B31B00BB6EBD", "baseline_risk_score": 0.508, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 794, "timestamp": "2026-01-03T00:46:00Z", "transaction_amount_usd": 102150.32 }, { "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": 0.734, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 481441.72, "financial_exposure_usd": 966488.85, "recoverable_pct": 0.022 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105978", "label": "fraudulent", "label_confidence": 0.612, "severity": "low", "timestamp": "2026-01-05T03:38:00Z", "trace_id": "7fc01ff2-7582-5394-64e0-fda7ee40a27d" }
{ "account_age_days": 727, "account_id": "ACCT-826AAE1ABC71", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.852 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1061, "timestamp": "2026-01-05T03:38:00Z", "transaction_amount_usd": 1338173.71 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.726, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4438250.27, "financial_exposure_usd": 5094384.71, "recoverable_pct": 0.605 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107925", "label": "benign", "label_confidence": 0.596, "severity": "high", "timestamp": "2026-01-06T12:05:00Z", "trace_id": "44ea593a-cd54-8dcf-bc04-a84760b6a541" }
{ "account_age_days": 1678, "account_id": "ACCT-E0910F719BD7", "baseline_risk_score": 0.173, "kyc_tier": "tier_2", "session_entropy": 0.568 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 564, "timestamp": "2026-01-06T12:05:00Z", "transaction_amount_usd": 9539.34 }, { "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": 0.467, "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": 3335.91, "financial_exposure_usd": 3809.54, "recoverable_pct": 0.422 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104320", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-04T00:00:00Z", "trace_id": "2d321242-6fce-3c98-1428-d76328cd30c5" }
{ "account_age_days": 5, "account_id": "ACCT-3EC0F9395558", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 166, "timestamp": "2026-01-04T00:00:00Z", "transaction_amount_usd": 2464099.1 }, { "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": 0.358, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 114351.74, "financial_exposure_usd": 119769.77, "recoverable_pct": 0.507 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109529", "label": "benign", "label_confidence": 0.514, "severity": "low", "timestamp": "2026-01-07T14:49:00Z", "trace_id": "9236502e-0122-127b-477c-53204eab0900" }
{ "account_age_days": 264, "account_id": "ACCT-7746DC6357BF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1058, "timestamp": "2026-01-07T14:49:00Z", "transaction_amount_usd": 8583.95 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.699, "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": 2142.43, "financial_exposure_usd": 4983.84, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107622", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-06T07:02:00Z", "trace_id": "b305eda7-f547-38b4-75d5-756af5340db5" }
{ "account_age_days": 789, "account_id": "ACCT-5F717278A8D9", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.261 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 147, "timestamp": "2026-01-06T03:28:00Z", "transaction_amount_usd": 9.85 }, { "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": 0.505, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1087.05, "financial_exposure_usd": 2037.29, "recoverable_pct": 0.783 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108059", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-06T14:19:00Z", "trace_id": "226cc2cd-dfea-0c45-8bb4-b1552f927f07" }
{ "account_age_days": 833, "account_id": "ACCT-DC15B1487FAA", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1164, "timestamp": "2026-01-06T14:19:00Z", "transaction_amount_usd": 3762.27 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 3868.9, "financial_exposure_usd": 5470.08, "recoverable_pct": 0.622 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100501", "label": "fraudulent", "label_confidence": 0.839, "severity": "low", "timestamp": "2026-01-01T08:21:00Z", "trace_id": "1b3400a6-9c1b-2b3f-3954-620714fdca96" }
{ "account_age_days": 1869, "account_id": "ACCT-2881DC4FFB1D", "baseline_risk_score": 0.454, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 925, "timestamp": "2026-01-01T08:21:00Z", "transaction_amount_usd": 116058.58 }, { "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 363069.75, "financial_exposure_usd": 454550.93, "recoverable_pct": 0.64 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104953", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-04T10:33:00Z", "trace_id": "d4acce2b-c4d6-b7a8-126f-f33276330582" }
{ "account_age_days": 451, "account_id": "ACCT-9A1D437F6E14", "baseline_risk_score": 0.171, "kyc_tier": "tier_3", "session_entropy": 0.111 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 128, "timestamp": "2026-01-04T04:59:00Z", "transaction_amount_usd": 23.8 }, { "asset": "USD", "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": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2101089.12, "financial_exposure_usd": 5205939.68, "recoverable_pct": 0.906 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108924", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-07T04:44:00Z", "trace_id": "1b8bd070-658f-38e2-143c-15554143f533" }
{ "account_age_days": 1432, "account_id": "ACCT-CFAEB838745C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.431 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1113, "timestamp": "2026-01-07T04:44:00Z", "transaction_amount_usd": 14689.88 }, { "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": 0.704, "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": 1670.29, "financial_exposure_usd": 2987.02, "recoverable_pct": 0.851 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102659", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-02T20:19:00Z", "trace_id": "b8a1c9ce-6370-39b4-de45-902e247089a4" }
{ "account_age_days": 143, "account_id": "ACCT-4C656E619A9F", "baseline_risk_score": 0.499, "kyc_tier": "tier_2", "session_entropy": 0.398 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 509, "timestamp": "2026-01-02T20:19:00Z", "transaction_amount_usd": 12997.68 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 292857.92, "financial_exposure_usd": 384574.24, "recoverable_pct": 0.301 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104225", "label": "fraudulent", "label_confidence": 0.675, "severity": "critical", "timestamp": "2026-01-03T22:25:00Z", "trace_id": "2cb70554-1db3-056e-da9d-7d833512e87f" }
{ "account_age_days": 1051, "account_id": "ACCT-4EB503A8786A", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.201 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 115, "timestamp": "2026-01-03T20:28:00Z", "transaction_amount_usd": 2.81 }, { "asset": "BTC", "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": 0.448, "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": 2219862.22, "financial_exposure_usd": 3257121.9, "recoverable_pct": 0.577 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106618", "label": "fraudulent", "label_confidence": 0.63, "severity": "critical", "timestamp": "2026-01-05T14:18:00Z", "trace_id": "71e888af-0df6-66c1-1f9d-fbd88e5dae0a" }
{ "account_age_days": 706, "account_id": "ACCT-9DB2A4A5C930", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.348 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 93, "timestamp": "2026-01-05T14:18:00Z", "transaction_amount_usd": 902195 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_IMBA...
{ "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": 0.517, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7253566.51, "financial_exposure_usd": 7313205.51, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100695", "label": "fraudulent", "label_confidence": 0.935, "severity": "low", "timestamp": "2026-01-01T11:35:00Z", "trace_id": "9aa20b9c-0630-b934-7ba7-1cb085c20673" }
{ "account_age_days": 1958, "account_id": "ACCT-552060ECAED5", "baseline_risk_score": 0.259, "kyc_tier": "tier_1", "session_entropy": 0.703 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 100, "timestamp": "2025-12-31T23:38:00Z", "transaction_amount_usd": 4.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.6, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 293497.71, "financial_exposure_usd": 407178.25, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103434", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-03T09:14:00Z", "trace_id": "84047a23-ebba-c452-d58e-dbfa4134246c" }
{ "account_age_days": 1237, "account_id": "ACCT-910ABCDB6193", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.384 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 846, "timestamp": "2026-01-03T09:14:00Z", "transaction_amount_usd": 489742.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3156812.05, "financial_exposure_usd": 3766015.95, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105580", "label": "fraudulent", "label_confidence": 0.881, "severity": "high", "timestamp": "2026-01-04T21:00:00Z", "trace_id": "1d191d81-87a0-e2d5-60e4-0c7a67e27651" }
{ "account_age_days": 185, "account_id": "ACCT-5AABE38C4376", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.471 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 141, "timestamp": "2026-01-04T17:56:00Z", "transaction_amount_usd": 20.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.66, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3366296.52, "financial_exposure_usd": 4841817.15, "recoverable_pct": 0.588 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106219", "label": "fraudulent", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-05T07:39:00Z", "trace_id": "8ab61644-6f0f-b2b8-f46a-f56724a62dda" }
{ "account_age_days": 280, "account_id": "ACCT-077F81C64187", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.779 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 139, "timestamp": "2026-01-04T19:21:00Z", "transaction_amount_usd": 9.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.583, "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": 5271296.01, "financial_exposure_usd": 5594312.58, "recoverable_pct": 0.913 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104859", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-04T08:59:00Z", "trace_id": "b5f9d637-6b33-c75f-b4f8-0538a2ff098c" }
{ "account_age_days": 1579, "account_id": "ACCT-1272B000E50C", "baseline_risk_score": 0.335, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 219, "timestamp": "2026-01-03T23:14:00Z", "transaction_amount_usd": 10.26 }, { "asset": "USD", "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": 0.583, "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 pos...
{ "customer_funds_at_risk_usd": 3756057.51, "financial_exposure_usd": 7109374.62, "recoverable_pct": 0.837 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102253", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-02T13:33:00Z", "trace_id": "05eab96d-c58b-7bde-808e-24cb4d8a77b7" }
{ "account_age_days": 1860, "account_id": "ACCT-43E838A0D11E", "baseline_risk_score": 0.446, "kyc_tier": "tier_3", "session_entropy": 0.297 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 664, "timestamp": "2026-01-02T13:33:00Z", "transaction_amount_usd": 109249.5 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.354, "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": 397948.17, "financial_exposure_usd": 632523.11, "recoverable_pct": 0.841 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109335", "label": "benign", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-07T11:35:00Z", "trace_id": "308a3d09-5dfb-5dbc-22fb-8a4b110d8038" }
{ "account_age_days": 1668, "account_id": "ACCT-84020ED9FCB3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.15 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 286, "timestamp": "2026-01-07T09:12:00Z", "transaction_amount_usd": 2.61 }, { "asset": "USDC", "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 1562.86, "financial_exposure_usd": 2498.15, "recoverable_pct": 0.974 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100955", "label": "fraudulent", "label_confidence": 0.769, "severity": "medium", "timestamp": "2026-01-01T15:55:00Z", "trace_id": "9f34430c-e893-a587-6dba-ae09f3c16470" }
{ "account_age_days": 1638, "account_id": "ACCT-5BCC5A3CB5ED", "baseline_risk_score": 0.282, "kyc_tier": "tier_3", "session_entropy": 0.617 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 309, "timestamp": "2026-01-01T10:26:00Z", "transaction_amount_usd": 0.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.887, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 677121.77, "financial_exposure_usd": 912536.96, "recoverable_pct": 0.137 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107251", "label": "benign", "label_confidence": 0.533, "severity": "high", "timestamp": "2026-01-06T00:51:00Z", "trace_id": "d1639272-c794-f0ed-18fd-40f543582c41" }
{ "account_age_days": 1522, "account_id": "ACCT-2CDF9AA14AB4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.875 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 768, "timestamp": "2026-01-06T00:51:00Z", "transaction_amount_usd": 14483.35 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.654, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1455.37, "financial_exposure_usd": 1632.19, "recoverable_pct": 0.777 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105077", "label": "fraudulent", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-04T12:37:00Z", "trace_id": "123c2fb9-47fd-e08b-7f1e-755d6ff2ffde" }
{ "account_age_days": 1432, "account_id": "ACCT-2747957B8E7A", "baseline_risk_score": 0.421, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1065, "timestamp": "2026-01-04T12:37:00Z", "transaction_amount_usd": 1936037.27 }, { "asset": "GBP", "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": 0.644, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2626980.58, "financial_exposure_usd": 4495091.52, "recoverable_pct": 0.457 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103826", "label": "fraudulent", "label_confidence": 0.656, "severity": "critical", "timestamp": "2026-01-03T15:46:00Z", "trace_id": "17d033f0-ca26-bfae-f249-2b67d68e53e6" }
{ "account_age_days": 130, "account_id": "ACCT-A4E7B4875459", "baseline_risk_score": 0.21, "kyc_tier": "tier_3", "session_entropy": 0.553 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1007, "timestamp": "2026-01-03T15:46:00Z", "transaction_amount_usd": 2877891.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.72, "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 post...
{ "customer_funds_at_risk_usd": 5474103.11, "financial_exposure_usd": 6832675.99, "recoverable_pct": 0.733 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109351", "label": "benign", "label_confidence": 0.468, "severity": "low", "timestamp": "2026-01-07T11:51:00Z", "trace_id": "572a01f0-95b9-c075-9701-e6478634581c" }
{ "account_age_days": 779, "account_id": "ACCT-1101BB776325", "baseline_risk_score": 0.057, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 647, "timestamp": "2026-01-07T11:51:00Z", "transaction_amount_usd": 5412.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.696, "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": 2728.57, "financial_exposure_usd": 3903.55, "recoverable_pct": 0.764 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104597", "label": "fraudulent", "label_confidence": 0.833, "severity": "low", "timestamp": "2026-01-04T04:37:00Z", "trace_id": "07806566-ae1d-8ad8-9d7f-216a56f4f80c" }
{ "account_age_days": 216, "account_id": "ACCT-DBA3286B6B79", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.78 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 883, "timestamp": "2026-01-04T04:37:00Z", "transaction_amount_usd": 582369.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.738, "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": 2476220.49, "financial_exposure_usd": 3469632.92, "recoverable_pct": 0.979 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105510", "label": "fraudulent", "label_confidence": 0.944, "severity": "medium", "timestamp": "2026-01-04T19:50:00Z", "trace_id": "d3df05b3-6ea6-d872-4ef9-fd15a2632e4f" }
{ "account_age_days": 319, "account_id": "ACCT-E009CC0AF667", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.108 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 108, "timestamp": "2026-01-04T09:58:00Z", "transaction_amount_usd": 4.86 }, { "asset": "USD", "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": 0.461, "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": 7141500.83, "financial_exposure_usd": 7972947.26, "recoverable_pct": 0.463 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109233", "label": "benign", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-07T09:53:00Z", "trace_id": "17c376b1-a94b-b81b-48c3-71117c32fa7c" }
{ "account_age_days": 1960, "account_id": "ACCT-A562E9617D7E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 734, "timestamp": "2026-01-07T09:53:00Z", "transaction_amount_usd": 3504.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.545, "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": 1440.2, "financial_exposure_usd": 1596.83, "recoverable_pct": 0.409 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105945", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-05T03:05:00Z", "trace_id": "161a3071-2295-7b81-a9cd-a3472ac2bb64" }
{ "account_age_days": 1975, "account_id": "ACCT-5E8BA7BD76A8", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.73 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1095, "timestamp": "2026-01-05T03:05:00Z", "transaction_amount_usd": 2973663.82 }, { "asset": "JPY", "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": 0.507, "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": 2282942.16, "financial_exposure_usd": 5057214.28, "recoverable_pct": 0.657 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101448", "label": "fraudulent", "label_confidence": 0.823, "severity": "low", "timestamp": "2026-01-02T00:08:00Z", "trace_id": "27d768d5-02a0-f945-c29b-8f5ecb790744" }
{ "account_age_days": 809, "account_id": "ACCT-3FA92126E091", "baseline_risk_score": 0.288, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 98, "timestamp": "2026-01-01T13:28:00Z", "transaction_amount_usd": 23.23 }, { "asset": "USDT", "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": 0.82, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 457146.79, "financial_exposure_usd": 1105315.66, "recoverable_pct": 0.402 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109512", "label": "benign", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-07T14:32:00Z", "trace_id": "c7d920b4-47f9-0632-7c2e-073bc774df1a" }
{ "account_age_days": 294, "account_id": "ACCT-8137A48AF777", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.208 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 158, "timestamp": "2026-01-07T04:58:00Z", "transaction_amount_usd": 4.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1203.82, "financial_exposure_usd": 1256.42, "recoverable_pct": 0.976 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105341", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-04T17:01:00Z", "trace_id": "06846783-0c6e-4431-7c58-f99e5f266907" }
{ "account_age_days": 281, "account_id": "ACCT-B77C67CFC33B", "baseline_risk_score": 0.218, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 353, "timestamp": "2026-01-04T11:39:00Z", "transaction_amount_usd": 11.9 }, { "asset": "ETH", "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": 0.724, "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": 5678483.97, "financial_exposure_usd": 6245512.14, "recoverable_pct": 0.887 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106042", "label": "fraudulent", "label_confidence": 0.874, "severity": "high", "timestamp": "2026-01-05T04:42:00Z", "trace_id": "0ee2fa2d-ff29-2960-b1ad-fdb91dedea73" }
{ "account_age_days": 1755, "account_id": "ACCT-EF7F7D5873D8", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.789 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 361, "timestamp": "2026-01-04T22:48:00Z", "transaction_amount_usd": 5.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.467, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "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": 1385790.47, "financial_exposure_usd": 1996956.04, "recoverable_pct": 0.784 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106369", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-05T10:09:00Z", "trace_id": "b38f636f-8707-6c63-4929-cb0352c80a72" }
{ "account_age_days": 1634, "account_id": "ACCT-77BCB56509BA", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.725 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1062, "timestamp": "2026-01-05T10:09:00Z", "transaction_amount_usd": 1384609.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2860546.56, "financial_exposure_usd": 3621761.12, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103796", "label": "fraudulent", "label_confidence": 0.765, "severity": "low", "timestamp": "2026-01-03T15:16:00Z", "trace_id": "183da03e-223f-cd42-f9cb-837addf747b0" }
{ "account_age_days": 408, "account_id": "ACCT-5558C6CF5CBD", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 275, "timestamp": "2026-01-03T15:16:00Z", "transaction_amount_usd": 2077817.21 }, { "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": 0.562, "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": 4369148.6, "financial_exposure_usd": 4772553.45, "recoverable_pct": 0.891 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100856", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-01T14:16:00Z", "trace_id": "f0385ceb-ef4b-5a2c-782f-c7fe12472e5c" }
{ "account_age_days": 144, "account_id": "ACCT-EC380F2DF45A", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.362 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1115, "timestamp": "2026-01-01T14:16:00Z", "transaction_amount_usd": 81152.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.595, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 268680.36, "financial_exposure_usd": 628673.27, "recoverable_pct": 0.679 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }