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-102868", "label": "fraudulent", "label_confidence": 0.754, "severity": "low", "timestamp": "2026-01-02T23:48:00Z", "trace_id": "f1fd47da-f252-5a35-e34b-837b43769401" }
{ "account_age_days": 1632, "account_id": "ACCT-221F4823FB1B", "baseline_risk_score": 0.645, "kyc_tier": "tier_1", "session_entropy": 0.894 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 91, "timestamp": "2026-01-02T23:48:00Z", "transaction_amount_usd": 36820.02 }, { "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": 0.435, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 579751.5, "financial_exposure_usd": 867233.9, "recoverable_pct": 0.391 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109320", "label": "benign", "label_confidence": 0.574, "severity": "low", "timestamp": "2026-01-07T11:20:00Z", "trace_id": "260262c9-166d-d3a7-4d0d-f63296e37207" }
{ "account_age_days": 35, "account_id": "ACCT-77D28F26C565", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.592 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1041, "timestamp": "2026-01-07T11:20:00Z", "transaction_amount_usd": 9365.65 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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_tr...
{ "customer_funds_at_risk_usd": 1215.58, "financial_exposure_usd": 2011.42, "recoverable_pct": 0.762 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108792", "label": "benign", "label_confidence": 0.562, "severity": "high", "timestamp": "2026-01-07T02:32:00Z", "trace_id": "62ce53a9-1457-a62b-5981-7266f94ca771" }
{ "account_age_days": 1239, "account_id": "ACCT-B4538A8C646E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 244, "timestamp": "2026-01-06T21:20:00Z", "transaction_amount_usd": 17.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1834.17, "financial_exposure_usd": 3358.24, "recoverable_pct": 0.672 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107918", "label": "benign", "label_confidence": 0.532, "severity": "low", "timestamp": "2026-01-06T11:58:00Z", "trace_id": "d234311a-b2ce-8cb2-fe4f-9193f7822db6" }
{ "account_age_days": 903, "account_id": "ACCT-C05DF82F1F86", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.882 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 418, "timestamp": "2026-01-06T11:58:00Z", "transaction_amount_usd": 6229.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.721, "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": 3605.43, "financial_exposure_usd": 4770.17, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101770", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-02T05:30:00Z", "trace_id": "7e1bf364-2888-7faf-6bd3-8454d3df881c" }
{ "account_age_days": 591, "account_id": "ACCT-BEF6AA057432", "baseline_risk_score": 0.26, "kyc_tier": "tier_2", "session_entropy": 0.913 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 209, "timestamp": "2026-01-01T17:07:00Z", "transaction_amount_usd": 7.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.824, "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": 374903.36, "financial_exposure_usd": 470308.52, "recoverable_pct": 0.061 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102126", "label": "fraudulent", "label_confidence": 0.781, "severity": "critical", "timestamp": "2026-01-02T11:26:00Z", "trace_id": "be1c5ce0-5f9e-943b-2ddf-7eea3738c219" }
{ "account_age_days": 257, "account_id": "ACCT-AF623F63CABA", "baseline_risk_score": 0.606, "kyc_tier": "tier_3", "session_entropy": 0.554 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 283, "timestamp": "2026-01-02T11:26:00Z", "transaction_amount_usd": 46261.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1056745.02, "financial_exposure_usd": 1158631.11, "recoverable_pct": 0.813 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106621", "label": "fraudulent", "label_confidence": 0.733, "severity": "low", "timestamp": "2026-01-05T14:21:00Z", "trace_id": "0389edf9-a98f-a59f-9847-9c8929c7317e" }
{ "account_age_days": 1102, "account_id": "ACCT-BE5434C65B8E", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.813 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 886, "timestamp": "2026-01-05T14:21:00Z", "transaction_amount_usd": 2925342.84 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.407, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3519986.42, "financial_exposure_usd": 4110906.05, "recoverable_pct": 0.574 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103576", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-03T11:36:00Z", "trace_id": "5fd56825-8db1-c7d8-67f1-313c24be91ac" }
{ "account_age_days": 63, "account_id": "ACCT-F1037211344C", "baseline_risk_score": 0.159, "kyc_tier": "tier_1", "session_entropy": 0.55 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 450, "timestamp": "2026-01-03T11:36:00Z", "transaction_amount_usd": 2639948.64 }, { "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": 0.899, "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": 5982885.21, "financial_exposure_usd": 6827770.01, "recoverable_pct": 0.751 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101763", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-02T05:23:00Z", "trace_id": "1d932918-96d8-8d39-5cc7-d5abc42d5b97" }
{ "account_age_days": 1922, "account_id": "ACCT-9A06253261FD", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.568 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1193, "timestamp": "2026-01-02T05:23:00Z", "transaction_amount_usd": 75125.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.763, "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": 595776, "financial_exposure_usd": 880807.07, "recoverable_pct": 0.303 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100820", "label": "fraudulent", "label_confidence": 0.955, "severity": "critical", "timestamp": "2026-01-01T13:40:00Z", "trace_id": "059e9837-2b11-c1f1-e02b-eeab4c7e8b29" }
{ "account_age_days": 1225, "account_id": "ACCT-117240366B5B", "baseline_risk_score": 0.58, "kyc_tier": "tier_3", "session_entropy": 0.496 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 359, "timestamp": "2026-01-01T11:00:00Z", "transaction_amount_usd": 22.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.421, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 395176.52, "financial_exposure_usd": 746698.42, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106484", "label": "fraudulent", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-05T12:04:00Z", "trace_id": "b82e1e95-015b-a66e-8cca-6df7bafecbf8" }
{ "account_age_days": 195, "account_id": "ACCT-F1F90E5A51AD", "baseline_risk_score": 0.226, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 497, "timestamp": "2026-01-05T12:04:00Z", "transaction_amount_usd": 962949.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.443, "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": 1554449.31, "financial_exposure_usd": 2707834.52, "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-107943", "label": "benign", "label_confidence": 0.471, "severity": "high", "timestamp": "2026-01-06T12:23:00Z", "trace_id": "6225d203-9ac1-9fdd-cd73-349a56667d58" }
{ "account_age_days": 992, "account_id": "ACCT-72DD9C6AF1D7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.333 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 541, "timestamp": "2026-01-06T12:23:00Z", "transaction_amount_usd": 11442.64 }, { "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": 0.58, "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_tr...
{ "customer_funds_at_risk_usd": 736.38, "financial_exposure_usd": 847.22, "recoverable_pct": 0.525 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107673", "label": "benign", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-06T07:53:00Z", "trace_id": "1a4434ce-6bd3-7d7e-4ae7-53d82814328a" }
{ "account_age_days": 441, "account_id": "ACCT-D4BA792B52D1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.442 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 609, "timestamp": "2026-01-06T07:53:00Z", "transaction_amount_usd": 4876.84 }, { "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": 0.717, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1288.35, "financial_exposure_usd": 1448.26, "recoverable_pct": 0.436 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102904", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-03T00:24:00Z", "trace_id": "aafd1da3-ff32-2db4-0b64-7f7c023b7690" }
{ "account_age_days": 264, "account_id": "ACCT-2C3E2999B7FB", "baseline_risk_score": 0.532, "kyc_tier": "tier_2", "session_entropy": 0.898 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 168, "timestamp": "2026-01-02T23:09:00Z", "transaction_amount_usd": 23.26 }, { "asset": "GBP", "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": 0.535, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 397490.82, "financial_exposure_usd": 960249.82, "recoverable_pct": 0.147 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101014", "label": "fraudulent", "label_confidence": 0.978, "severity": "high", "timestamp": "2026-01-01T16:54:00Z", "trace_id": "ab4f2c5b-d193-21f1-be06-36e3e3e94379" }
{ "account_age_days": 1500, "account_id": "ACCT-42B2DB4F0ADF", "baseline_risk_score": 0.44, "kyc_tier": "tier_1", "session_entropy": 0.159 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 378, "timestamp": "2026-01-01T13:29:00Z", "transaction_amount_usd": 15.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.406, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 209231.75, "financial_exposure_usd": 448780.42, "recoverable_pct": 0.077 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108232", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-06T17:12:00Z", "trace_id": "a1132802-ca1b-c97a-4281-ae6cb6175aa4" }
{ "account_age_days": 372, "account_id": "ACCT-603654501C8C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.499 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 122, "timestamp": "2026-01-06T17:12:00Z", "transaction_amount_usd": 2423.97 }, { "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": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1428.73, "financial_exposure_usd": 1467.38, "recoverable_pct": 0.643 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100609", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-01T10:09:00Z", "trace_id": "971e940c-e117-e144-b778-323b172efc79" }
{ "account_age_days": 396, "account_id": "ACCT-E2E8D232DEEC", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.462 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1093, "timestamp": "2026-01-01T10:09:00Z", "transaction_amount_usd": 4598.73 }, { "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": 0.847, "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": 303824.64, "financial_exposure_usd": 422908.52, "recoverable_pct": 0.028 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108104", "label": "benign", "label_confidence": 0.628, "severity": "high", "timestamp": "2026-01-06T15:04:00Z", "trace_id": "d1f9617a-2761-254d-a470-13f62ee4a3df" }
{ "account_age_days": 1447, "account_id": "ACCT-B4934EAFD74C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.854 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 959, "timestamp": "2026-01-06T15:04:00Z", "transaction_amount_usd": 10566.07 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.477, "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": 3348.27, "financial_exposure_usd": 3366.78, "recoverable_pct": 0.859 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109908", "label": "benign", "label_confidence": 0.536, "severity": "medium", "timestamp": "2026-01-07T21:08:00Z", "trace_id": "1c1ad94f-eef2-e5c4-8084-a12af35abc8e" }
{ "account_age_days": 67, "account_id": "ACCT-6DE3B3B6D3A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 213, "timestamp": "2026-01-07T11:00:00Z", "transaction_amount_usd": 0.5 }, { "asset": "USDC", "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6805.46, "financial_exposure_usd": 10425.66, "recoverable_pct": 0.563 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109270", "label": "benign", "label_confidence": 0.593, "severity": "medium", "timestamp": "2026-01-07T10:30:00Z", "trace_id": "78f568d1-00ad-b3d0-2a8e-f22ae81749ec" }
{ "account_age_days": 1836, "account_id": "ACCT-B26C892FFFC4", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.274 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 116, "timestamp": "2026-01-07T02:43:00Z", "transaction_amount_usd": 16.64 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.744, "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": 2128.19, "financial_exposure_usd": 3767.23, "recoverable_pct": 0.459 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104587", "label": "fraudulent", "label_confidence": 0.759, "severity": "low", "timestamp": "2026-01-04T04:27:00Z", "trace_id": "63c93267-0726-aa96-aac5-8af3330f666d" }
{ "account_age_days": 103, "account_id": "ACCT-402BAA62B84A", "baseline_risk_score": 0.215, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 167, "timestamp": "2026-01-04T04:27:00Z", "transaction_amount_usd": 133410.71 }, { "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": 0.874, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1648601.01, "financial_exposure_usd": 2567167.95, "recoverable_pct": 0.831 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104028", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-03T19:08:00Z", "trace_id": "a53b877f-eddb-0348-8312-104f2e0c8b5e" }
{ "account_age_days": 1697, "account_id": "ACCT-5FEF0DAD7884", "baseline_risk_score": 0.133, "kyc_tier": "tier_3", "session_entropy": 0.631 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 686, "timestamp": "2026-01-03T19:08:00Z", "transaction_amount_usd": 2807810.11 }, { "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": 0.431, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2191821.19, "financial_exposure_usd": 3494458.76, "recoverable_pct": 0.948 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105626", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T21:46:00Z", "trace_id": "c631ba56-46a6-a926-29fc-d87c3c8c9c29" }
{ "account_age_days": 1740, "account_id": "ACCT-8309B5B74537", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.471 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 384, "timestamp": "2026-01-04T21:46:00Z", "transaction_amount_usd": 1209975.37 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.437, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3023224.07, "financial_exposure_usd": 3801939.48, "recoverable_pct": 0.481 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100792", "label": "fraudulent", "label_confidence": 0.762, "severity": "low", "timestamp": "2026-01-01T13:12:00Z", "trace_id": "f011494d-3567-6efb-32f6-94069985b988" }
{ "account_age_days": 309, "account_id": "ACCT-1B598BF1BE79", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.585 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 326, "timestamp": "2026-01-01T11:29:00Z", "transaction_amount_usd": 8.18 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.382, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 673054.55, "financial_exposure_usd": 795031.44, "recoverable_pct": 0.449 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105882", "label": "fraudulent", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-05T02:02:00Z", "trace_id": "acdb1e97-8757-01e2-df19-20c9a0820f94" }
{ "account_age_days": 1888, "account_id": "ACCT-2BD73A976C82", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 243, "timestamp": "2026-01-04T18:43:00Z", "transaction_amount_usd": 1.36 }, { "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": 0.525, "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": 5981584.03, "financial_exposure_usd": 6753588.4, "recoverable_pct": 0.778 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103841", "label": "fraudulent", "label_confidence": 0.664, "severity": "critical", "timestamp": "2026-01-03T16:01:00Z", "trace_id": "8a6951dc-7d8d-36d1-3288-66c325cc2be0" }
{ "account_age_days": 203, "account_id": "ACCT-FE20BB2D3E41", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 995, "timestamp": "2026-01-03T16:01:00Z", "transaction_amount_usd": 808892.14 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.541, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2454440.48, "financial_exposure_usd": 2543510.26, "recoverable_pct": 0.601 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102842", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-02T23:22:00Z", "trace_id": "ee0ede2d-0fb7-a602-344e-a7d6903377eb" }
{ "account_age_days": 1187, "account_id": "ACCT-1E596F9CF82D", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 392, "timestamp": "2026-01-02T12:34:00Z", "transaction_amount_usd": 18.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.885, "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": 459263.71, "financial_exposure_usd": 829269.69, "recoverable_pct": 0.314 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108169", "label": "benign", "label_confidence": 0.745, "severity": "low", "timestamp": "2026-01-06T16:09:00Z", "trace_id": "b78596e6-0f00-a6da-f336-f437ac8b2ea1" }
{ "account_age_days": 680, "account_id": "ACCT-1899769A1A60", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.283 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 249, "timestamp": "2026-01-06T16:09:00Z", "transaction_amount_usd": 9128.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.613, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 2", "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": 1982.91, "financial_exposure_usd": 2484.76, "recoverable_pct": 0.945 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101218", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-01T20:18:00Z", "trace_id": "0d7830e2-70ec-3df4-853d-50e3eb2b7275" }
{ "account_age_days": 186, "account_id": "ACCT-4A86DBFE0736", "baseline_risk_score": 0.534, "kyc_tier": "tier_1", "session_entropy": 0.372 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 97, "timestamp": "2026-01-01T20:18:00Z", "transaction_amount_usd": 117656.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.452, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 565946.4, "financial_exposure_usd": 980873.3, "recoverable_pct": 0.316 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107729", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-06T08:49:00Z", "trace_id": "e659e9a6-2323-205a-9d87-211851e94974" }
{ "account_age_days": 615, "account_id": "ACCT-80A529C07D19", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.266 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 913, "timestamp": "2026-01-06T08:49:00Z", "transaction_amount_usd": 7554.63 }, { "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": 0.595, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2742.61, "financial_exposure_usd": 3133.96, "recoverable_pct": 0.446 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104076", "label": "fraudulent", "label_confidence": 0.746, "severity": "high", "timestamp": "2026-01-03T19:56:00Z", "trace_id": "86081afb-6d3e-c0c6-af1e-ad6e30b2f8c7" }
{ "account_age_days": 1305, "account_id": "ACCT-4C82C8B0A9FA", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 933, "timestamp": "2026-01-03T19:56:00Z", "transaction_amount_usd": 2881145.85 }, { "asset": "EUR", "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": 0.895, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3985725.28, "financial_exposure_usd": 4355687.79, "recoverable_pct": 0.594 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103900", "label": "fraudulent", "label_confidence": 0.894, "severity": "low", "timestamp": "2026-01-03T17:00:00Z", "trace_id": "771b4465-7107-dbf4-40b4-b60018bab61e" }
{ "account_age_days": 755, "account_id": "ACCT-042DEAE9E475", "baseline_risk_score": 0.407, "kyc_tier": "tier_1", "session_entropy": 0.357 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 128, "timestamp": "2026-01-03T15:13:00Z", "transaction_amount_usd": 10.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.784, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1446340.87, "financial_exposure_usd": 2969427.7, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105871", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-05T01:51:00Z", "trace_id": "c47df0e4-7493-7378-230d-2c5572820b8c" }
{ "account_age_days": 767, "account_id": "ACCT-CDD3C77CFDE8", "baseline_risk_score": 0.236, "kyc_tier": "tier_3", "session_entropy": 0.845 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1020, "timestamp": "2026-01-05T01:51:00Z", "transaction_amount_usd": 1296618.37 }, { "asset": "EUR", "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": 0.626, "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": 917712.79, "financial_exposure_usd": 1023601.63, "recoverable_pct": 0.619 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100005", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-01T00:05:00Z", "trace_id": "0a368ce7-dc57-0131-f8e1-daa7cbceabde" }
{ "account_age_days": 392, "account_id": "ACCT-629C2AE31D9A", "baseline_risk_score": 0.565, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 397, "timestamp": "2025-12-31T17:31:00Z", "transaction_amount_usd": 19.5 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.775, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 747632.68, "financial_exposure_usd": 1050116.38, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109279", "label": "benign", "label_confidence": 0.585, "severity": "high", "timestamp": "2026-01-07T10:39:00Z", "trace_id": "485201be-2369-0798-7648-8985fc85584a" }
{ "account_age_days": 876, "account_id": "ACCT-76727FEE6495", "baseline_risk_score": 0.133, "kyc_tier": "tier_3", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 500, "timestamp": "2026-01-07T10:39:00Z", "transaction_amount_usd": 4876.39 }, { "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": 0.798, "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": 2540.02, "financial_exposure_usd": 4770.83, "recoverable_pct": 0.582 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106765", "label": "benign", "label_confidence": 0.569, "severity": "high", "timestamp": "2026-01-05T16:45:00Z", "trace_id": "890d8ff7-0e5c-9c30-ed3d-f6b613f0afb8" }
{ "account_age_days": 620, "account_id": "ACCT-5B32024F58BC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.628 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 231, "timestamp": "2026-01-05T16:45:00Z", "transaction_amount_usd": 8508.55 }, { "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": 0.781, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 700.08, "financial_exposure_usd": 1355, "recoverable_pct": 0.919 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109090", "label": "benign", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-07T07:30:00Z", "trace_id": "6aa8b0fc-dae9-d572-c498-6019e6eae57b" }
{ "account_age_days": 1345, "account_id": "ACCT-1915C419A48B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 756, "timestamp": "2026-01-07T07:30:00Z", "transaction_amount_usd": 5789.04 }, { "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": 0.583, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1361.39, "financial_exposure_usd": 2073.93, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107905", "label": "benign", "label_confidence": 0.457, "severity": "low", "timestamp": "2026-01-06T11:45:00Z", "trace_id": "a9f25864-98a6-f70a-2746-f56b990f19c2" }
{ "account_age_days": 1659, "account_id": "ACCT-C78F60F0F454", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.147 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 579, "timestamp": "2026-01-06T11:45:00Z", "transaction_amount_usd": 4135.51 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.606, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 322.82, "financial_exposure_usd": 323.13, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100766", "label": "fraudulent", "label_confidence": 0.755, "severity": "medium", "timestamp": "2026-01-01T12:46:00Z", "trace_id": "68cac2f4-2ad8-5816-202c-bf4dd852cb52" }
{ "account_age_days": 1254, "account_id": "ACCT-D732C46F36B3", "baseline_risk_score": 0.287, "kyc_tier": "tier_1", "session_entropy": 0.643 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 808, "timestamp": "2026-01-01T12:46:00Z", "transaction_amount_usd": 59414.79 }, { "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": 0.6, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING ...
{ "customer_funds_at_risk_usd": 611636.37, "financial_exposure_usd": 850990.98, "recoverable_pct": 0.435 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106316", "label": "fraudulent", "label_confidence": 0.9, "severity": "low", "timestamp": "2026-01-05T09:16:00Z", "trace_id": "48769e3f-6db7-0235-2366-ba7649fe2fef" }
{ "account_age_days": 633, "account_id": "ACCT-B622E16670E2", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.9 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 891, "timestamp": "2026-01-05T09:16:00Z", "transaction_amount_usd": 265777.35 }, { "asset": "USDT", "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": 0.474, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2840021.85, "financial_exposure_usd": 4789555.68, "recoverable_pct": 0.741 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107534", "label": "benign", "label_confidence": 0.704, "severity": "low", "timestamp": "2026-01-06T05:34:00Z", "trace_id": "294a9f21-8636-0040-2abe-6046bebd8792" }
{ "account_age_days": 700, "account_id": "ACCT-BE76B3A59A57", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 530, "timestamp": "2026-01-06T05:34:00Z", "transaction_amount_usd": 10969.66 }, { "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": 0.574, "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": 5557.3, "financial_exposure_usd": 6599.44, "recoverable_pct": 0.619 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107225", "label": "benign", "label_confidence": 0.566, "severity": "medium", "timestamp": "2026-01-06T00:25:00Z", "trace_id": "0ec07a03-8a59-7fe2-a42e-e2d4a69a62a2" }
{ "account_age_days": 494, "account_id": "ACCT-EFC730A53DDB", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.634 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 197, "timestamp": "2026-01-06T00:25:00Z", "transaction_amount_usd": 3002.57 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "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": 1322.36, "financial_exposure_usd": 2002.58, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106798", "label": "benign", "label_confidence": 0.5, "severity": "low", "timestamp": "2026-01-05T17:18:00Z", "trace_id": "01464d7a-27a0-6a37-4602-99b83b0990f8" }
{ "account_age_days": 887, "account_id": "ACCT-E550B8AE9407", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.869 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 216, "timestamp": "2026-01-05T17:18:00Z", "transaction_amount_usd": 4430.59 }, { "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1124.85, "financial_exposure_usd": 1468.45, "recoverable_pct": 0.75 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108567", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-06T22:47:00Z", "trace_id": "9c6b8a6c-c928-5bc9-add5-fe941024198d" }
{ "account_age_days": 479, "account_id": "ACCT-43837EC54332", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 457, "timestamp": "2026-01-06T22:47:00Z", "transaction_amount_usd": 2998.67 }, { "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": 0.557, "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": 753.99, "financial_exposure_usd": 1063.91, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105917", "label": "fraudulent", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-05T02:37:00Z", "trace_id": "f079e0a2-cf71-6e18-0a57-44fa0703d173" }
{ "account_age_days": 811, "account_id": "ACCT-2D3F3283A83C", "baseline_risk_score": 0.428, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 140, "timestamp": "2026-01-04T21:00:00Z", "transaction_amount_usd": 18.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.827, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2915567.33, "financial_exposure_usd": 5382457.39, "recoverable_pct": 0.993 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100722", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-01T12:02:00Z", "trace_id": "265b5501-3951-252a-bc0d-b6b76f3e8469" }
{ "account_age_days": 582, "account_id": "ACCT-7899EC2CFF57", "baseline_risk_score": 0.354, "kyc_tier": "tier_2", "session_entropy": 0.748 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 400, "timestamp": "2026-01-01T12:02:00Z", "transaction_amount_usd": 50181.32 }, { "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": 0.882, "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": 479871.96, "financial_exposure_usd": 851549.84, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100433", "label": "fraudulent", "label_confidence": 0.751, "severity": "critical", "timestamp": "2026-01-01T07:13:00Z", "trace_id": "e63ab8e8-e6e7-23a2-08c0-31d77b046535" }
{ "account_age_days": 1942, "account_id": "ACCT-5C60D1307D35", "baseline_risk_score": 0.512, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 507, "timestamp": "2026-01-01T07:13:00Z", "transaction_amount_usd": 86191.28 }, { "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": 0.589, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 3", "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": 583008.98, "financial_exposure_usd": 755478.35, "recoverable_pct": 0.56 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109111", "label": "benign", "label_confidence": 0.503, "severity": "low", "timestamp": "2026-01-07T07:51:00Z", "trace_id": "1ef9b13c-52ea-1d7d-050d-697cc857c1d2" }
{ "account_age_days": 1145, "account_id": "ACCT-1BF97660B1FF", "baseline_risk_score": 0.053, "kyc_tier": "tier_1", "session_entropy": 0.81 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 298, "timestamp": "2026-01-06T22:07:00Z", "transaction_amount_usd": 1.81 }, { "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": 0.709, "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": 165.66, "financial_exposure_usd": 189.43, "recoverable_pct": 0.455 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107478", "label": "benign", "label_confidence": 0.558, "severity": "medium", "timestamp": "2026-01-06T04:38:00Z", "trace_id": "89376e94-02b1-94db-4240-1dd35418fbb6" }
{ "account_age_days": 509, "account_id": "ACCT-3A2DA8586473", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 294, "timestamp": "2026-01-05T18:12:00Z", "transaction_amount_usd": 15.03 }, { "asset": "JPY", "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": 0.718, "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": 2802.51, "financial_exposure_usd": 5084.51, "recoverable_pct": 0.784 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101741", "label": "fraudulent", "label_confidence": 0.809, "severity": "low", "timestamp": "2026-01-02T05:01:00Z", "trace_id": "e348b8ea-4c05-bad2-0acf-59cd2162bdd5" }
{ "account_age_days": 1096, "account_id": "ACCT-CE9D0044FADC", "baseline_risk_score": 0.492, "kyc_tier": "tier_1", "session_entropy": 0.498 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 549, "timestamp": "2026-01-02T05:01:00Z", "transaction_amount_usd": 24390.45 }, { "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": 0.921, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 79592.46, "financial_exposure_usd": 95163.05, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100584", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-01T09:44:00Z", "trace_id": "2bb34bc0-10e4-9202-cf74-f43cbc4c8151" }
{ "account_age_days": 1969, "account_id": "ACCT-8FA7C6C23D5D", "baseline_risk_score": 0.49, "kyc_tier": "tier_2", "session_entropy": 0.296 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 444, "timestamp": "2026-01-01T09:44:00Z", "transaction_amount_usd": 104030.76 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.378, "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": 767549.39, "financial_exposure_usd": 1113845.23, "recoverable_pct": 0.334 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107867", "label": "benign", "label_confidence": 0.679, "severity": "high", "timestamp": "2026-01-06T11:07:00Z", "trace_id": "350765b4-1e04-377e-6be3-3ecb447dd5c8" }
{ "account_age_days": 2000, "account_id": "ACCT-03FF4EB3043C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.727 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 370, "timestamp": "2026-01-06T09:44:00Z", "transaction_amount_usd": 22.07 }, { "asset": "JPY", "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": 0.791, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3618.41, "financial_exposure_usd": 3827.88, "recoverable_pct": 0.543 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108644", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-07T00:04:00Z", "trace_id": "479a25f1-a119-87f0-4c52-a9ecec2f8627" }
{ "account_age_days": 778, "account_id": "ACCT-42B793B4DFCC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.447 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 866, "timestamp": "2026-01-07T00:04:00Z", "transaction_amount_usd": 5385.19 }, { "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": 0.731, "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": 440.66, "financial_exposure_usd": 824.46, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107990", "label": "benign", "label_confidence": 0.47, "severity": "high", "timestamp": "2026-01-06T13:10:00Z", "trace_id": "50d32abd-e6e6-64df-23f4-96c68d259254" }
{ "account_age_days": 1676, "account_id": "ACCT-707E1C4DF677", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.706 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 394, "timestamp": "2026-01-06T13:10:00Z", "transaction_amount_usd": 6459.92 }, { "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": 0.624, "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": 3095.36, "financial_exposure_usd": 3527.77, "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-109431", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-07T13:11:00Z", "trace_id": "79ac2ebd-6e97-459c-a83a-eb04fb80085e" }
{ "account_age_days": 1362, "account_id": "ACCT-586B99E34892", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 581, "timestamp": "2026-01-07T13:11:00Z", "transaction_amount_usd": 3185.41 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 2", "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": 3920.9, "financial_exposure_usd": 5142.67, "recoverable_pct": 0.696 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102095", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-02T10:55:00Z", "trace_id": "5fedd8ff-a557-caa4-d27e-ad174ba2c0ce" }
{ "account_age_days": 1607, "account_id": "ACCT-6D14231F29EF", "baseline_risk_score": 0.646, "kyc_tier": "tier_3", "session_entropy": 0.721 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 875, "timestamp": "2026-01-02T10:55:00Z", "transaction_amount_usd": 60340.58 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.589, "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": 499666.9, "financial_exposure_usd": 764705.6, "recoverable_pct": 0.59 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108209", "label": "benign", "label_confidence": 0.462, "severity": "low", "timestamp": "2026-01-06T16:49:00Z", "trace_id": "2da72c18-bb1c-a4fb-fc58-321e2eb3bf4d" }
{ "account_age_days": 1507, "account_id": "ACCT-E7FB5091D8BD", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 119, "timestamp": "2026-01-06T16:49:00Z", "transaction_amount_usd": 10310.12 }, { "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": 0.616, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2001.86, "financial_exposure_usd": 2156.58, "recoverable_pct": 0.851 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101069", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-01T17:49:00Z", "trace_id": "d2cff14f-ae01-9a88-8cd3-b7e4b0767aa8" }
{ "account_age_days": 1298, "account_id": "ACCT-FEFA977B137F", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.455 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 689, "timestamp": "2026-01-01T17:49:00Z", "transaction_amount_usd": 8255.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.424, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 61910.93, "financial_exposure_usd": 120269.75, "recoverable_pct": 0.364 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105367", "label": "fraudulent", "label_confidence": 0.807, "severity": "critical", "timestamp": "2026-01-04T17:27:00Z", "trace_id": "eac821ed-f5ea-46da-381d-44301ee91658" }
{ "account_age_days": 423, "account_id": "ACCT-65F61BDF3524", "baseline_risk_score": 0.36, "kyc_tier": "tier_3", "session_entropy": 0.482 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 550, "timestamp": "2026-01-04T17:27:00Z", "transaction_amount_usd": 1690168.03 }, { "asset": "GBP", "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": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1277785.45, "financial_exposure_usd": 1828838.17, "recoverable_pct": 0.718 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109151", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T08:31:00Z", "trace_id": "0fca9aed-2d1f-d06d-2fb2-cec909755822" }
{ "account_age_days": 1411, "account_id": "ACCT-96ECA2297029", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.647 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1142, "timestamp": "2026-01-07T08:31:00Z", "transaction_amount_usd": 8890.78 }, { "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": 0.622, "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": 1942.25, "financial_exposure_usd": 2580.53, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101565", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-02T02:05:00Z", "trace_id": "b04df885-d52e-b3c3-11d0-31d5f3bc234a" }
{ "account_age_days": 1739, "account_id": "ACCT-2E4B54AF5462", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.934 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 153, "timestamp": "2026-01-01T22:47:00Z", "transaction_amount_usd": 5.4 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.465, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 285811.16, "financial_exposure_usd": 633953.84, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100788", "label": "fraudulent", "label_confidence": 0.809, "severity": "low", "timestamp": "2026-01-01T13:08:00Z", "trace_id": "1cfb0c3f-45d8-8d95-6db7-167ec2054454" }
{ "account_age_days": 1906, "account_id": "ACCT-07CD93D86764", "baseline_risk_score": 0.627, "kyc_tier": "tier_1", "session_entropy": 0.667 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1059, "timestamp": "2026-01-01T13:08:00Z", "transaction_amount_usd": 70710.65 }, { "asset": "USD", "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": 0.456, "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": 288243.4, "financial_exposure_usd": 663378.54, "recoverable_pct": 0.335 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104142", "label": "fraudulent", "label_confidence": 0.8, "severity": "medium", "timestamp": "2026-01-03T21:02:00Z", "trace_id": "82380302-3e2f-6362-9da1-5bfb9ffe5071" }
{ "account_age_days": 1303, "account_id": "ACCT-D2FB0EE1E689", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.727 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 391, "timestamp": "2026-01-03T11:32:00Z", "transaction_amount_usd": 5.71 }, { "asset": "USD", "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": 0.512, "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": 1395071.79, "financial_exposure_usd": 1410936.48, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103947", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-03T17:47:00Z", "trace_id": "228c623a-96cd-656a-aece-926f915f2a2a" }
{ "account_age_days": 1625, "account_id": "ACCT-904BF17A88AF", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.88 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1157, "timestamp": "2026-01-03T17:47:00Z", "transaction_amount_usd": 170343.72 }, { "asset": "BTC", "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": 0.642, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4573311.68, "financial_exposure_usd": 5439637.09, "recoverable_pct": 0.922 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102016", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-02T09:36:00Z", "trace_id": "33829ad3-292e-ca53-095a-7dda7ab2b8a8" }
{ "account_age_days": 1957, "account_id": "ACCT-E5F0A58051B5", "baseline_risk_score": 0.529, "kyc_tier": "tier_1", "session_entropy": 0.863 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 893, "timestamp": "2026-01-02T09:36:00Z", "transaction_amount_usd": 96475.42 }, { "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": 0.693, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 263929.32, "financial_exposure_usd": 418914.93, "recoverable_pct": 0.478 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105301", "label": "fraudulent", "label_confidence": 0.651, "severity": "high", "timestamp": "2026-01-04T16:21:00Z", "trace_id": "99fc7416-6020-6b7f-cf1d-54fd50e19887" }
{ "account_age_days": 1555, "account_id": "ACCT-08D9CE3ACEB1", "baseline_risk_score": 0.389, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 206, "timestamp": "2026-01-04T10:34:00Z", "transaction_amount_usd": 0.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.625, "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": 2102043.3, "financial_exposure_usd": 3540094.62, "recoverable_pct": 0.831 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108520", "label": "benign", "label_confidence": 0.497, "severity": "low", "timestamp": "2026-01-06T22:00:00Z", "trace_id": "29caea8d-6c9b-e97f-44a6-8ed246458b28" }
{ "account_age_days": 764, "account_id": "ACCT-B536A7BDD25D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 276, "timestamp": "2026-01-06T22:00:00Z", "transaction_amount_usd": 11205.32 }, { "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": 0.711, "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": 1738.94, "financial_exposure_usd": 1792.12, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109027", "label": "benign", "label_confidence": 0.485, "severity": "low", "timestamp": "2026-01-07T06:27:00Z", "trace_id": "a9c3b501-672a-a85b-c99a-36ccaa8d5622" }
{ "account_age_days": 5, "account_id": "ACCT-00C8F71E2D8F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.103 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 245, "timestamp": "2026-01-07T04:19:00Z", "transaction_amount_usd": 14.73 }, { "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": 0.675, "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": 4255.7, "financial_exposure_usd": 7081.9, "recoverable_pct": 0.642 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104865", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-04T09:05:00Z", "trace_id": "7f8008ec-3a50-e686-1624-6cf333dcabce" }
{ "account_age_days": 1807, "account_id": "ACCT-3FF3770F8DF4", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.249 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1104, "timestamp": "2026-01-04T09:05:00Z", "transaction_amount_usd": 340190.28 }, { "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": 0.412, "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": 3927352.01, "financial_exposure_usd": 4927994.06, "recoverable_pct": 0.656 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102582", "label": "fraudulent", "label_confidence": 0.971, "severity": "high", "timestamp": "2026-01-02T19:02:00Z", "trace_id": "ae8107f0-5c43-a149-2615-9111cc53efcd" }
{ "account_age_days": 1718, "account_id": "ACCT-56B72D171DA6", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 665, "timestamp": "2026-01-02T19:02:00Z", "transaction_amount_usd": 28478.21 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.782, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 459671.7, "financial_exposure_usd": 589362.01, "recoverable_pct": 0.439 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108075", "label": "benign", "label_confidence": 0.464, "severity": "low", "timestamp": "2026-01-06T14:35:00Z", "trace_id": "bbf2fb93-f5bb-25b3-589c-38c1edc5a490" }
{ "account_age_days": 1125, "account_id": "ACCT-D76A56D21A38", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1031, "timestamp": "2026-01-06T14:35:00Z", "transaction_amount_usd": 7444.61 }, { "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": 0.721, "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": 2524.47, "financial_exposure_usd": 3048.75, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105536", "label": "fraudulent", "label_confidence": 0.636, "severity": "critical", "timestamp": "2026-01-04T20:16:00Z", "trace_id": "918c2c5a-ae90-33ef-6b70-278bdfa0d40a" }
{ "account_age_days": 130, "account_id": "ACCT-8E35EDDEA2D3", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 798, "timestamp": "2026-01-04T20:16:00Z", "transaction_amount_usd": 752208.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.735, "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": 984704.72, "financial_exposure_usd": 1998400.28, "recoverable_pct": 0.536 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101714", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-02T04:34:00Z", "trace_id": "a580f83c-b9d9-883e-1ed0-566c0219578a" }
{ "account_age_days": 1112, "account_id": "ACCT-3F481FE1E235", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.94 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 387, "timestamp": "2026-01-02T04:34:00Z", "transaction_amount_usd": 84800.06 }, { "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": 0.942, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 306438.69, "financial_exposure_usd": 485540.54, "recoverable_pct": 0.654 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102133", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-02T11:33:00Z", "trace_id": "de2874ad-efb8-72f9-0f8f-d7753fe7a74a" }
{ "account_age_days": 411, "account_id": "ACCT-1F5A834CE5E3", "baseline_risk_score": 0.415, "kyc_tier": "tier_2", "session_entropy": 0.689 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 189, "timestamp": "2026-01-02T07:40:00Z", "transaction_amount_usd": 20.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.715, "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": 240169.2, "financial_exposure_usd": 291672.19, "recoverable_pct": 0.472 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101820", "label": "fraudulent", "label_confidence": 0.969, "severity": "critical", "timestamp": "2026-01-02T06:20:00Z", "trace_id": "aa6fd925-0d3c-ef4c-a15b-a9fd61c20927" }
{ "account_age_days": 385, "account_id": "ACCT-5205A134D9BF", "baseline_risk_score": 0.613, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 230, "timestamp": "2026-01-02T00:46:00Z", "transaction_amount_usd": 14.3 }, { "asset": "BTC", "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": 0.729, "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": 62738.93, "financial_exposure_usd": 117819.34, "recoverable_pct": 0.234 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100408", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-01T06:48:00Z", "trace_id": "5367210c-ba57-5e20-6ea0-682e6b3887b0" }
{ "account_age_days": 1106, "account_id": "ACCT-AEB7976FDCB9", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.83 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 276, "timestamp": "2026-01-01T06:48:00Z", "transaction_amount_usd": 9650.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "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": 1034669.3, "financial_exposure_usd": 1212490.86, "recoverable_pct": 0.743 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105037", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-04T11:57:00Z", "trace_id": "9e6b1517-af6a-4d8a-f118-4ad364b2e55a" }
{ "account_age_days": 13, "account_id": "ACCT-168CB8777A25", "baseline_risk_score": 0.289, "kyc_tier": "tier_1", "session_entropy": 0.316 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 184, "timestamp": "2026-01-04T11:57:00Z", "transaction_amount_usd": 145606.59 }, { "asset": "BTC", "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": 0.894, "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": 4263522.85, "financial_exposure_usd": 6231892.34, "recoverable_pct": 0.795 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101576", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-02T02:16:00Z", "trace_id": "3f4e743a-68e0-9107-35b5-319794eb063f" }
{ "account_age_days": 1787, "account_id": "ACCT-049627C5D52C", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1118, "timestamp": "2026-01-02T02:16:00Z", "transaction_amount_usd": 101828.7 }, { "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": 0.355, "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": 439999.32, "financial_exposure_usd": 862913.7, "recoverable_pct": 0.006 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107191", "label": "benign", "label_confidence": 0.507, "severity": "medium", "timestamp": "2026-01-05T23:51:00Z", "trace_id": "358c39d9-fc9f-bcbb-e4e2-9983da0c201f" }
{ "account_age_days": 1008, "account_id": "ACCT-DD7ABE88FC43", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.481 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 994, "timestamp": "2026-01-05T23:51:00Z", "transaction_amount_usd": 5692.68 }, { "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": 0.575, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2633.39, "financial_exposure_usd": 3449.82, "recoverable_pct": 0.879 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100461", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-01T07:41:00Z", "trace_id": "eaed87d9-0614-f005-7654-865eea7f7f6b" }
{ "account_age_days": 344, "account_id": "ACCT-E39E930C8913", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 507, "timestamp": "2026-01-01T07:41:00Z", "transaction_amount_usd": 81546.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.387, "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": 377797.59, "financial_exposure_usd": 770330.78, "recoverable_pct": 0.589 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100041", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-01T00:41:00Z", "trace_id": "17d50f59-c4d5-98f7-e14f-e093cb6ad0c7" }
{ "account_age_days": 1549, "account_id": "ACCT-4E35DA80A027", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1079, "timestamp": "2026-01-01T00:41:00Z", "transaction_amount_usd": 33747.97 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.743, "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": 243974.4, "financial_exposure_usd": 608943.76, "recoverable_pct": 0.405 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103892", "label": "fraudulent", "label_confidence": 0.938, "severity": "high", "timestamp": "2026-01-03T16:52:00Z", "trace_id": "3df7d4b0-e299-5b32-5195-0e1dcc347f31" }
{ "account_age_days": 685, "account_id": "ACCT-AD5551466014", "baseline_risk_score": 0.074, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 468, "timestamp": "2026-01-03T16:52:00Z", "transaction_amount_usd": 415124.91 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3530269.02, "financial_exposure_usd": 3652447.96, "recoverable_pct": 0.938 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106033", "label": "fraudulent", "label_confidence": 0.787, "severity": "medium", "timestamp": "2026-01-05T04:33:00Z", "trace_id": "d2732ff6-c223-e9fa-6939-d70e4c9b9877" }
{ "account_age_days": 1848, "account_id": "ACCT-7E7A37AD0719", "baseline_risk_score": 0.411, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 928, "timestamp": "2026-01-05T04:33:00Z", "transaction_amount_usd": 1746882.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "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": 2054587.16, "financial_exposure_usd": 3509514.56, "recoverable_pct": 0.837 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109498", "label": "benign", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-07T14:18:00Z", "trace_id": "8f2f2462-d6be-0cf7-a70e-cfb11f093d3b" }
{ "account_age_days": 940, "account_id": "ACCT-F48A448B1DEC", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.908 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 934, "timestamp": "2026-01-07T14:18:00Z", "transaction_amount_usd": 11310.8 }, { "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": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4404.68, "financial_exposure_usd": 6281.17, "recoverable_pct": 0.698 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100646", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-01T10:46:00Z", "trace_id": "989f4a98-f813-c1eb-b167-613350ab86ed" }
{ "account_age_days": 953, "account_id": "ACCT-0AF689DD6381", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.727 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1192, "timestamp": "2026-01-01T10:46:00Z", "transaction_amount_usd": 50775.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.79, "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": 382784.87, "financial_exposure_usd": 394047.45, "recoverable_pct": 0.172 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105545", "label": "fraudulent", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-04T20:25:00Z", "trace_id": "a7c6b0e7-96b2-e242-6a19-bfce9fd42d56" }
{ "account_age_days": 1052, "account_id": "ACCT-3FA67822F606", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.731 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 116, "timestamp": "2026-01-04T20:25:00Z", "transaction_amount_usd": 191950.04 }, { "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": 0.658, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3694789.42, "financial_exposure_usd": 7760636.38, "recoverable_pct": 0.444 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101370", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-01T22:50:00Z", "trace_id": "f65187a9-ba17-e46f-e736-227f7a688fee" }
{ "account_age_days": 1552, "account_id": "ACCT-8F61EB24590D", "baseline_risk_score": 0.461, "kyc_tier": "tier_1", "session_entropy": 0.616 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 758, "timestamp": "2026-01-01T22:50:00Z", "transaction_amount_usd": 56574.75 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.855, "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": 406763.02, "financial_exposure_usd": 636680.36, "recoverable_pct": 0.343 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105576", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-04T20:56:00Z", "trace_id": "b3520fb6-e89c-5254-6d81-52fe9e4733b6" }
{ "account_age_days": 1993, "account_id": "ACCT-FBACE2585CDE", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 999, "timestamp": "2026-01-04T20:56:00Z", "transaction_amount_usd": 1162383.27 }, { "asset": "GBP", "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": 0.437, "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": 5278515.45, "financial_exposure_usd": 6065658.64, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105860", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-05T01:40:00Z", "trace_id": "6cfa7930-7ee3-e2dc-e64b-5eeca2efeb2a" }
{ "account_age_days": 1575, "account_id": "ACCT-336557C77DFD", "baseline_risk_score": 0.371, "kyc_tier": "tier_2", "session_entropy": 0.598 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 381, "timestamp": "2026-01-04T15:48:00Z", "transaction_amount_usd": 6.26 }, { "asset": "USDC", "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": 0.584, "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": 3742739.73, "financial_exposure_usd": 5556076.81, "recoverable_pct": 0.669 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106593", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-05T13:53:00Z", "trace_id": "00d7ef77-0315-1ab8-a74c-a0c0f5175846" }
{ "account_age_days": 1520, "account_id": "ACCT-EEC5DA66FA22", "baseline_risk_score": 0.334, "kyc_tier": "tier_1", "session_entropy": 0.37 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 427, "timestamp": "2026-01-05T13:53:00Z", "transaction_amount_usd": 2970268.66 }, { "asset": "EUR", "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": 0.462, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3818588.7, "financial_exposure_usd": 5208786.61, "recoverable_pct": 0.869 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103931", "label": "fraudulent", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-03T17:31:00Z", "trace_id": "34373eb8-6b45-a64a-69c5-3c805f136dff" }
{ "account_age_days": 55, "account_id": "ACCT-0362F8ED8322", "baseline_risk_score": 0.053, "kyc_tier": "tier_2", "session_entropy": 0.188 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 974, "timestamp": "2026-01-03T17:31:00Z", "transaction_amount_usd": 607972.12 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "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": 4057512.95, "financial_exposure_usd": 4178488.15, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100510", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-01T08:30:00Z", "trace_id": "7da65190-272d-dbc4-fc58-cd22c69b5d9e" }
{ "account_age_days": 1571, "account_id": "ACCT-78B7720FAE34", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 833, "timestamp": "2026-01-01T08:30:00Z", "transaction_amount_usd": 47977.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.725, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 936031.19, "financial_exposure_usd": 1248303.62, "recoverable_pct": 0.19 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109806", "label": "benign", "label_confidence": 0.717, "severity": "low", "timestamp": "2026-01-07T19:26:00Z", "trace_id": "2d1c1fbb-2531-c498-6fe8-61036713a958" }
{ "account_age_days": 250, "account_id": "ACCT-B10DB2B4A6DB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.223 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 99, "timestamp": "2026-01-07T19:26:00Z", "transaction_amount_usd": 9675.14 }, { "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": 0.481, "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": 3265.24, "financial_exposure_usd": 3389, "recoverable_pct": 0.517 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106589", "label": "fraudulent", "label_confidence": 0.853, "severity": "medium", "timestamp": "2026-01-05T13:49:00Z", "trace_id": "41544398-4968-68fe-abbb-f41660c51b14" }
{ "account_age_days": 1593, "account_id": "ACCT-083A205EC609", "baseline_risk_score": 0.054, "kyc_tier": "tier_2", "session_entropy": 0.334 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 368, "timestamp": "2026-01-05T09:11:00Z", "transaction_amount_usd": 0.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.383, "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": 1849208.15, "financial_exposure_usd": 3653825.24, "recoverable_pct": 0.612 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105194", "label": "fraudulent", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-04T14:34:00Z", "trace_id": "33a744a6-8f8a-06cf-fc05-8eca811a2bc3" }
{ "account_age_days": 1527, "account_id": "ACCT-EB06EF189A6C", "baseline_risk_score": 0.256, "kyc_tier": "tier_1", "session_entropy": 0.131 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 517, "timestamp": "2026-01-04T14:34:00Z", "transaction_amount_usd": 1989465.1 }, { "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": 0.417, "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": 1323237.44, "financial_exposure_usd": 2671411.85, "recoverable_pct": 0.855 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106688", "label": "benign", "label_confidence": 0.489, "severity": "high", "timestamp": "2026-01-05T15:28:00Z", "trace_id": "d3022e7e-268c-8aec-c0ec-3603e5f42f48" }
{ "account_age_days": 937, "account_id": "ACCT-906153A608E4", "baseline_risk_score": 0.153, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 308, "timestamp": "2026-01-05T07:40:00Z", "transaction_amount_usd": 20.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.653, "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": 2738.76, "financial_exposure_usd": 3729.68, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107241", "label": "benign", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-06T00:41:00Z", "trace_id": "098d599c-efeb-f724-779a-51dff5dbb9d3" }
{ "account_age_days": 513, "account_id": "ACCT-24BD33693183", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.724 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 152, "timestamp": "2026-01-06T00:41:00Z", "transaction_amount_usd": 8029.46 }, { "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": 0.467, "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": 670.13, "financial_exposure_usd": 1618.9, "recoverable_pct": 0.898 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109344", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T11:44:00Z", "trace_id": "91f56687-adb4-200a-8663-7cbaf24c0f76" }
{ "account_age_days": 639, "account_id": "ACCT-9B625AA06C7C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.717 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 595, "timestamp": "2026-01-07T11:44:00Z", "transaction_amount_usd": 588.42 }, { "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": 0.464, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.632 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109101", "label": "benign", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-07T07:41:00Z", "trace_id": "57a8ac25-97b4-171f-8eb9-2151242ff86c" }
{ "account_age_days": 695, "account_id": "ACCT-4AF7D0BDF66E", "baseline_risk_score": 0.166, "kyc_tier": "tier_3", "session_entropy": 0.672 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 124, "timestamp": "2026-01-07T07:41:00Z", "transaction_amount_usd": 4051.75 }, { "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": 0.778, "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": 4125.64, "financial_exposure_usd": 4558.23, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109445", "label": "benign", "label_confidence": 0.663, "severity": "low", "timestamp": "2026-01-07T13:25:00Z", "trace_id": "b82b2f08-7f9a-d951-7537-b3dc0243f4f2" }
{ "account_age_days": 1585, "account_id": "ACCT-C0350216A219", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 290, "timestamp": "2026-01-07T13:25:00Z", "transaction_amount_usd": 10803.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.593, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1543.01, "financial_exposure_usd": 2285.06, "recoverable_pct": 0.682 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }