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-108413", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-06T20:13:00Z", "trace_id": "114fe2ca-e0c6-5f5b-2415-6d80f6747c64" }
{ "account_age_days": 968, "account_id": "ACCT-747179AC0234", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1096, "timestamp": "2026-01-06T20:13:00Z", "transaction_amount_usd": 12846.04 }, { "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": 0.705, "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": 824.21, "financial_exposure_usd": 1967, "recoverable_pct": 0.59 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101827", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-02T06:27:00Z", "trace_id": "ae415165-113b-478b-97d2-8f955c0f66f9" }
{ "account_age_days": 485, "account_id": "ACCT-DA05FB7E171C", "baseline_risk_score": 0.468, "kyc_tier": "tier_1", "session_entropy": 0.232 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 976, "timestamp": "2026-01-02T06:27:00Z", "transaction_amount_usd": 77588.14 }, { "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": 0.621, "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": 428572.44, "financial_exposure_usd": 540508.66, "recoverable_pct": 0.312 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108127", "label": "benign", "label_confidence": 0.548, "severity": "high", "timestamp": "2026-01-06T15:27:00Z", "trace_id": "a2087411-64a8-52c4-f160-357eaab2c756" }
{ "account_age_days": 1946, "account_id": "ACCT-47A459095267", "baseline_risk_score": 0.081, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 125, "timestamp": "2026-01-06T15:27:00Z", "transaction_amount_usd": 12899.45 }, { "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": 0.614, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1369.92, "financial_exposure_usd": 2786.18, "recoverable_pct": 0.819 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101812", "label": "fraudulent", "label_confidence": 0.865, "severity": "critical", "timestamp": "2026-01-02T06:12:00Z", "trace_id": "c825c3e7-c640-aed0-dafe-1b597adff405" }
{ "account_age_days": 1022, "account_id": "ACCT-8EDCD66B309C", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 252, "timestamp": "2026-01-02T06:12:00Z", "transaction_amount_usd": 84695.49 }, { "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": 0.413, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 231594.99, "financial_exposure_usd": 417191.1, "recoverable_pct": 0.499 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106922", "label": "benign", "label_confidence": 0.483, "severity": "critical", "timestamp": "2026-01-05T19:22:00Z", "trace_id": "fb860596-1332-d2f8-3cfe-034902d63f9d" }
{ "account_age_days": 1869, "account_id": "ACCT-9781B84FBF85", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1157, "timestamp": "2026-01-05T19:22:00Z", "transaction_amount_usd": 378.07 }, { "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": 0.503, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1506.24, "financial_exposure_usd": 1700.91, "recoverable_pct": 0.443 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101486", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-02T00:46:00Z", "trace_id": "9b6fc39c-c5ea-d10b-ff55-c787287f11e4" }
{ "account_age_days": 495, "account_id": "ACCT-6AAE809D798A", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 635, "timestamp": "2026-01-02T00:46:00Z", "transaction_amount_usd": 67166.12 }, { "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": 0.844, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 331240.69, "financial_exposure_usd": 513301.93, "recoverable_pct": 0.219 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109533", "label": "benign", "label_confidence": 0.647, "severity": "high", "timestamp": "2026-01-07T14:53:00Z", "trace_id": "575b2732-f793-bf4e-71d3-16eed7171163" }
{ "account_age_days": 425, "account_id": "ACCT-CE7DB40FBB31", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.237 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 973, "timestamp": "2026-01-07T14:53:00Z", "transaction_amount_usd": 3950.82 }, { "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 978.53, "financial_exposure_usd": 1623.49, "recoverable_pct": 0.74 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103276", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-03T06:36:00Z", "trace_id": "0ef7b497-d08e-0490-f23f-51003aaa2f90" }
{ "account_age_days": 1488, "account_id": "ACCT-77D66CFAC26C", "baseline_risk_score": 0.28, "kyc_tier": "tier_1", "session_entropy": 0.923 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 211, "timestamp": "2026-01-03T06:36:00Z", "transaction_amount_usd": 90965.71 }, { "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": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 324261.67, "financial_exposure_usd": 784594.54, "recoverable_pct": 0.345 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102331", "label": "fraudulent", "label_confidence": 0.832, "severity": "medium", "timestamp": "2026-01-02T14:51:00Z", "trace_id": "5d56b4f6-278e-ef40-76b6-9dc53fc279c5" }
{ "account_age_days": 866, "account_id": "ACCT-C571378F127C", "baseline_risk_score": 0.466, "kyc_tier": "tier_2", "session_entropy": 0.209 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 995, "timestamp": "2026-01-02T14:51:00Z", "transaction_amount_usd": 94073.54 }, { "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": 0.911, "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": 337469.39, "financial_exposure_usd": 683298.1, "recoverable_pct": 0.491 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107150", "label": "benign", "label_confidence": 0.565, "severity": "medium", "timestamp": "2026-01-05T23:10:00Z", "trace_id": "db29103a-6aef-dc66-adfe-473f10b679e1" }
{ "account_age_days": 1074, "account_id": "ACCT-FCD4C18CEE90", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 865, "timestamp": "2026-01-05T23:10:00Z", "transaction_amount_usd": 8741.5 }, { "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": 0.732, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 349.34, "financial_exposure_usd": 776.22, "recoverable_pct": 0.474 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108530", "label": "benign", "label_confidence": 0.485, "severity": "high", "timestamp": "2026-01-06T22:10:00Z", "trace_id": "af6e46fe-3b01-f567-e5fc-7c23b6e32dd7" }
{ "account_age_days": 957, "account_id": "ACCT-C8B1C930713E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.586 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1048, "timestamp": "2026-01-06T22:10:00Z", "transaction_amount_usd": 12029.39 }, { "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": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1660.4, "financial_exposure_usd": 2878.88, "recoverable_pct": 0.427 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100711", "label": "fraudulent", "label_confidence": 0.904, "severity": "high", "timestamp": "2026-01-01T11:51:00Z", "trace_id": "c27d990a-532d-3f9a-c403-5969d7a6da0d" }
{ "account_age_days": 1920, "account_id": "ACCT-819A724629CF", "baseline_risk_score": 0.51, "kyc_tier": "tier_1", "session_entropy": 0.452 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 540, "timestamp": "2026-01-01T11:51:00Z", "transaction_amount_usd": 19127.99 }, { "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": 0.63, "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 HAVING...
{ "customer_funds_at_risk_usd": 366725.78, "financial_exposure_usd": 542396.07, "recoverable_pct": 0.067 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108599", "label": "benign", "label_confidence": 0.533, "severity": "low", "timestamp": "2026-01-06T23:19:00Z", "trace_id": "eebaef9b-2ef5-e52b-8d77-e7da108c37e0" }
{ "account_age_days": 922, "account_id": "ACCT-B05315FA1B6C", "baseline_risk_score": 0.098, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 875, "timestamp": "2026-01-06T23:19:00Z", "transaction_amount_usd": 5183.84 }, { "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": 0.776, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 858.03, "financial_exposure_usd": 994.37, "recoverable_pct": 0.721 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102728", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-02T21:28:00Z", "trace_id": "c8bb8440-a1a1-caf3-afe4-e1b87f55fc1a" }
{ "account_age_days": 15, "account_id": "ACCT-91D8AE7F92F0", "baseline_risk_score": 0.312, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 749, "timestamp": "2026-01-02T21:28:00Z", "transaction_amount_usd": 47858.04 }, { "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": 0.735, "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": 484523.05, "financial_exposure_usd": 552977.37, "recoverable_pct": 0.111 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104907", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-04T09:47:00Z", "trace_id": "8d18c18b-3bc2-daa3-5cc4-1eb70282485d" }
{ "account_age_days": 1328, "account_id": "ACCT-3896C7E1F5EB", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.756 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 352, "timestamp": "2026-01-04T09:47:00Z", "transaction_amount_usd": 1786713.21 }, { "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": 0.939, "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": 1909766.13, "financial_exposure_usd": 3855462.88, "recoverable_pct": 0.94 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102024", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-02T09:44:00Z", "trace_id": "e77154fb-9760-fe2f-5b1b-c6427f92490b" }
{ "account_age_days": 234, "account_id": "ACCT-19782A3597F1", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.803 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 294, "timestamp": "2026-01-02T06:11:00Z", "transaction_amount_usd": 1.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.731, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 572946.9, "financial_exposure_usd": 1125441.57, "recoverable_pct": 0.385 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105338", "label": "fraudulent", "label_confidence": 0.665, "severity": "critical", "timestamp": "2026-01-04T16:58:00Z", "trace_id": "4b6bf221-f8c8-5079-5774-928e69b0e2cb" }
{ "account_age_days": 1612, "account_id": "ACCT-F43DB06DA371", "baseline_risk_score": 0.437, "kyc_tier": "tier_3", "session_entropy": 0.881 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 290, "timestamp": "2026-01-04T16:58:00Z", "transaction_amount_usd": 481613.37 }, { "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": 0.775, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 908177.79, "financial_exposure_usd": 1330809.97, "recoverable_pct": 0.458 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100416", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-01T06:56:00Z", "trace_id": "9e47cedc-d5ed-b0c8-618b-1b2ec83be551" }
{ "account_age_days": 358, "account_id": "ACCT-49BCBC580B3E", "baseline_risk_score": 0.629, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1096, "timestamp": "2026-01-01T06:56:00Z", "transaction_amount_usd": 114575.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.358, "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": 782835.75, "financial_exposure_usd": 861851.1, "recoverable_pct": 0.753 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105654", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-04T22:14:00Z", "trace_id": "8f2f3032-a88a-c051-a169-e33711b33082" }
{ "account_age_days": 869, "account_id": "ACCT-DD92FF88669A", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.47 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 436, "timestamp": "2026-01-04T22:14:00Z", "transaction_amount_usd": 527883.15 }, { "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": 0.935, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1804010.36, "financial_exposure_usd": 2895294.79, "recoverable_pct": 0.816 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103622", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-03T12:22:00Z", "trace_id": "84dc353c-82f1-4a61-dff4-24b8d9e4232b" }
{ "account_age_days": 1221, "account_id": "ACCT-8DB432F16EA9", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 134, "timestamp": "2026-01-03T12:22:00Z", "transaction_amount_usd": 844420.77 }, { "asset": "USDC", "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": 0.761, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4664617.42, "financial_exposure_usd": 5011387.18, "recoverable_pct": 0.852 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109845", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-07T20:05:00Z", "trace_id": "d4dc8efb-0477-49c8-185c-76fb95fe9863" }
{ "account_age_days": 162, "account_id": "ACCT-0A5364E33F59", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 205, "timestamp": "2026-01-07T11:46:00Z", "transaction_amount_usd": 21.54 }, { "asset": "ETH", "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 961.14, "financial_exposure_usd": 1477.27, "recoverable_pct": 0.657 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104145", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-03T21:05:00Z", "trace_id": "15765620-6cd0-6a46-721c-981f70de72af" }
{ "account_age_days": 525, "account_id": "ACCT-1EC2D66CE08E", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.425 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 247, "timestamp": "2026-01-03T12:19:00Z", "transaction_amount_usd": 19.3 }, { "asset": "JPY", "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": 0.563, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1735098.92, "financial_exposure_usd": 3763700.55, "recoverable_pct": 0.52 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107082", "label": "benign", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-05T22:02:00Z", "trace_id": "a91b6a70-ef47-3644-74b0-13d07d44dcdc" }
{ "account_age_days": 26, "account_id": "ACCT-F4DC0C404919", "baseline_risk_score": 0.167, "kyc_tier": "tier_2", "session_entropy": 0.813 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 221, "timestamp": "2026-01-05T21:10:00Z", "transaction_amount_usd": 12.05 }, { "asset": "ETH", "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": 0.555, "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": 324.3, "financial_exposure_usd": 510.25, "recoverable_pct": 0.718 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107788", "label": "benign", "label_confidence": 0.455, "severity": "high", "timestamp": "2026-01-06T09:48:00Z", "trace_id": "2ad71a2f-4635-650a-d470-27b06b3aeb12" }
{ "account_age_days": 1073, "account_id": "ACCT-9DB8AF7C5A2E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.408 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 237, "timestamp": "2026-01-06T09:48:00Z", "transaction_amount_usd": 14115.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.645, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1771.63, "financial_exposure_usd": 3522.67, "recoverable_pct": 0.925 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102956", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-03T01:16:00Z", "trace_id": "a5f19898-5f59-2557-f0cd-265890dfca00" }
{ "account_age_days": 1309, "account_id": "ACCT-23CD1D80CB87", "baseline_risk_score": 0.251, "kyc_tier": "tier_3", "session_entropy": 0.506 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 651, "timestamp": "2026-01-03T01:16:00Z", "transaction_amount_usd": 107856.64 }, { "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": 0.435, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 188907.48, "financial_exposure_usd": 300303.97, "recoverable_pct": 0.82 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108922", "label": "benign", "label_confidence": 0.646, "severity": "high", "timestamp": "2026-01-07T04:42:00Z", "trace_id": "a559171d-4fa4-bdfe-5888-7415e47b5a2f" }
{ "account_age_days": 1063, "account_id": "ACCT-4D6A16ABE043", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.745 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 83, "timestamp": "2026-01-06T21:23:00Z", "transaction_amount_usd": 18.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.696, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.625 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100221", "label": "fraudulent", "label_confidence": 0.809, "severity": "low", "timestamp": "2026-01-01T03:41:00Z", "trace_id": "90e65aa4-3d4a-49ae-e83f-6a2a52fc6f48" }
{ "account_age_days": 1684, "account_id": "ACCT-FDA8977AEF4B", "baseline_risk_score": 0.575, "kyc_tier": "tier_2", "session_entropy": 0.568 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 650, "timestamp": "2026-01-01T03:41:00Z", "transaction_amount_usd": 37108.54 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.69, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 540208.29, "financial_exposure_usd": 965656.55, "recoverable_pct": 0.834 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104636", "label": "fraudulent", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-04T05:16:00Z", "trace_id": "0662a6ba-5e19-0b23-cf1d-6667d51391e8" }
{ "account_age_days": 1881, "account_id": "ACCT-07A1485AFD2C", "baseline_risk_score": 0.25, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 770, "timestamp": "2026-01-04T05:16:00Z", "transaction_amount_usd": 2008242.07 }, { "asset": "USDT", "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": 0.398, "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": 1439329.07, "financial_exposure_usd": 2024567.45, "recoverable_pct": 0.868 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104864", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-04T09:04:00Z", "trace_id": "b967afb6-ec8b-a1ff-aa13-091b06052a03" }
{ "account_age_days": 1751, "account_id": "ACCT-D9178A3DE47C", "baseline_risk_score": 0.376, "kyc_tier": "tier_1", "session_entropy": 0.448 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 210, "timestamp": "2026-01-04T02:51:00Z", "transaction_amount_usd": 23.85 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.614, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 796497.28, "financial_exposure_usd": 1338479.26, "recoverable_pct": 0.824 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107628", "label": "benign", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-06T07:08:00Z", "trace_id": "4df1b00d-5136-487b-21a6-92f024f911a6" }
{ "account_age_days": 141, "account_id": "ACCT-1933D41CB6A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.192 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 203, "timestamp": "2026-01-06T05:31:00Z", "transaction_amount_usd": 12.82 }, { "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": 0.571, "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": 1236.13, "financial_exposure_usd": 2450.97, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107746", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T09:06:00Z", "trace_id": "721f1804-bde4-159b-7f65-d1ac17b36922" }
{ "account_age_days": 1864, "account_id": "ACCT-F85D3A3CD237", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.331 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 803, "timestamp": "2026-01-06T09:06:00Z", "transaction_amount_usd": 14667.34 }, { "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": 0.498, "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": 4009.72, "financial_exposure_usd": 5921.09, "recoverable_pct": 0.989 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100195", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-01T03:15:00Z", "trace_id": "65c65e05-2ebf-af4c-8135-92e7f8c00141" }
{ "account_age_days": 568, "account_id": "ACCT-39EF20EA120E", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.919 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 349, "timestamp": "2025-12-31T18:11:00Z", "transaction_amount_usd": 18.34 }, { "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": 0.424, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 502358.04, "financial_exposure_usd": 959616.68, "recoverable_pct": 0.121 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100191", "label": "fraudulent", "label_confidence": 0.978, "severity": "medium", "timestamp": "2026-01-01T03:11:00Z", "trace_id": "c461aac1-12b5-9aa4-c07d-000130de0010" }
{ "account_age_days": 58, "account_id": "ACCT-379CC41AEB7D", "baseline_risk_score": 0.315, "kyc_tier": "tier_1", "session_entropy": 0.756 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 756, "timestamp": "2026-01-01T03:11:00Z", "transaction_amount_usd": 33585.36 }, { "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": 0.424, "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": 365375.16, "financial_exposure_usd": 879882.84, "recoverable_pct": 0.737 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100715", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-01T11:55:00Z", "trace_id": "82bbf61b-00c7-890c-7e40-577802f668c6" }
{ "account_age_days": 1842, "account_id": "ACCT-FFD95216F233", "baseline_risk_score": 0.547, "kyc_tier": "tier_2", "session_entropy": 0.506 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 814, "timestamp": "2026-01-01T11:55:00Z", "transaction_amount_usd": 30547.56 }, { "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": 0.804, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 469591.83, "financial_exposure_usd": 543059.29, "recoverable_pct": 0.355 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101537", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-02T01:37:00Z", "trace_id": "7513218c-1546-d4ef-681c-190937621a74" }
{ "account_age_days": 1587, "account_id": "ACCT-C2349D16C37E", "baseline_risk_score": 0.469, "kyc_tier": "tier_1", "session_entropy": 0.675 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 490, "timestamp": "2026-01-02T01:37:00Z", "transaction_amount_usd": 98664.34 }, { "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": 0.662, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 850346.3, "financial_exposure_usd": 1168078.3, "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-105954", "label": "fraudulent", "label_confidence": 0.808, "severity": "medium", "timestamp": "2026-01-05T03:14:00Z", "trace_id": "a9a032be-b439-64d5-9aab-12900f5611d5" }
{ "account_age_days": 435, "account_id": "ACCT-911C21438FE2", "baseline_risk_score": 0.301, "kyc_tier": "tier_3", "session_entropy": 0.207 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 845, "timestamp": "2026-01-05T03:14:00Z", "transaction_amount_usd": 714591.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.611, "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": 2437207.25, "financial_exposure_usd": 3822210.71, "recoverable_pct": 0.785 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100194", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-01T03:14:00Z", "trace_id": "fcd62aba-93c1-392f-8453-d8038519469e" }
{ "account_age_days": 608, "account_id": "ACCT-1ECA85B31C73", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.568 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 150, "timestamp": "2026-01-01T03:14:00Z", "transaction_amount_usd": 16239 }, { "asset": "JPY", "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": 0.534, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 462611.9, "financial_exposure_usd": 632001.49, "recoverable_pct": 0.799 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109692", "label": "benign", "label_confidence": 0.615, "severity": "low", "timestamp": "2026-01-07T17:32:00Z", "trace_id": "1e85f36c-56f3-1921-8d9f-4b9ebd4a94ec" }
{ "account_age_days": 1012, "account_id": "ACCT-142CCB3FB2CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1011, "timestamp": "2026-01-07T17:32:00Z", "transaction_amount_usd": 14245.06 }, { "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": 0.524, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1393.34, "financial_exposure_usd": 1787.61, "recoverable_pct": 0.488 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109179", "label": "benign", "label_confidence": 0.603, "severity": "high", "timestamp": "2026-01-07T08:59:00Z", "trace_id": "0add7ae8-2065-7149-4c2d-4ce712954e0f" }
{ "account_age_days": 609, "account_id": "ACCT-EF10AF6E3867", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1078, "timestamp": "2026-01-07T08:59:00Z", "transaction_amount_usd": 6585.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.501, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1891.82, "financial_exposure_usd": 4507.06, "recoverable_pct": 0.428 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105226", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-04T15:06:00Z", "trace_id": "2d0c01ea-f28e-6015-0cc0-94ce45bbfe4a" }
{ "account_age_days": 1567, "account_id": "ACCT-E2C114E55048", "baseline_risk_score": 0.181, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 99, "timestamp": "2026-01-04T15:06:00Z", "transaction_amount_usd": 861398.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.541, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2003816.68, "financial_exposure_usd": 4745859.39, "recoverable_pct": 0.93 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105326", "label": "fraudulent", "label_confidence": 0.801, "severity": "low", "timestamp": "2026-01-04T16:46:00Z", "trace_id": "066ce922-dcac-350b-b8b7-1c57f855a1d9" }
{ "account_age_days": 1958, "account_id": "ACCT-D5D5B6DBE75D", "baseline_risk_score": 0.271, "kyc_tier": "tier_2", "session_entropy": 0.107 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 692, "timestamp": "2026-01-04T16:46:00Z", "transaction_amount_usd": 1282935.75 }, { "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": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2663259.03, "financial_exposure_usd": 4570322.58, "recoverable_pct": 0.558 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105408", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-04T18:08:00Z", "trace_id": "eb3e33d8-3ae7-a9fc-270b-c9a7c81f07bb" }
{ "account_age_days": 464, "account_id": "ACCT-F9507758EE18", "baseline_risk_score": 0.143, "kyc_tier": "tier_1", "session_entropy": 0.315 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 305, "timestamp": "2026-01-04T14:54:00Z", "transaction_amount_usd": 18.6 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.909, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5065107.62, "financial_exposure_usd": 6033543.98, "recoverable_pct": 0.96 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108044", "label": "benign", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-06T14:04:00Z", "trace_id": "6d076e5e-be41-45aa-cfa8-e1a088f37189" }
{ "account_age_days": 1458, "account_id": "ACCT-52DB15832670", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.208 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 435, "timestamp": "2026-01-06T14:04:00Z", "transaction_amount_usd": 10172.13 }, { "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": 0.678, "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": 2071.36, "financial_exposure_usd": 3756.52, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108089", "label": "benign", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-06T14:49:00Z", "trace_id": "fdc9ec7e-611e-185b-1c39-285b3b449480" }
{ "account_age_days": 309, "account_id": "ACCT-87EB3DE5B6C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 582, "timestamp": "2026-01-06T14:49:00Z", "transaction_amount_usd": 10599.74 }, { "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": 0.642, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 521.29, "financial_exposure_usd": 1003.65, "recoverable_pct": 0.654 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106181", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-05T07:01:00Z", "trace_id": "b61b31ac-5962-8893-7f3f-98007a405fef" }
{ "account_age_days": 892, "account_id": "ACCT-47AA01A51D0B", "baseline_risk_score": 0.076, "kyc_tier": "tier_2", "session_entropy": 0.907 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 779, "timestamp": "2026-01-05T07:01:00Z", "transaction_amount_usd": 337543.41 }, { "asset": "USD", "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": 0.822, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1126600.13, "financial_exposure_usd": 1525737.47, "recoverable_pct": 0.667 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107964", "label": "benign", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-06T12:44:00Z", "trace_id": "de3725d6-bf7f-9ecf-ff06-b923fbad29d5" }
{ "account_age_days": 1747, "account_id": "ACCT-BB2B1EA45DC0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 844, "timestamp": "2026-01-06T12:44:00Z", "transaction_amount_usd": 754.13 }, { "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": 0.687, "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": 3305.71, "financial_exposure_usd": 3912.73, "recoverable_pct": 0.761 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108873", "label": "benign", "label_confidence": 0.512, "severity": "high", "timestamp": "2026-01-07T03:53:00Z", "trace_id": "153505fb-3a11-b8ef-c9a6-09cc05bab608" }
{ "account_age_days": 1656, "account_id": "ACCT-7D3391B0534A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1094, "timestamp": "2026-01-07T03:53:00Z", "transaction_amount_usd": 8684.4 }, { "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": 0.747, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 613.57, "financial_exposure_usd": 847.95, "recoverable_pct": 0.743 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103811", "label": "fraudulent", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-03T15:31:00Z", "trace_id": "fcc2b129-7ed4-2b29-06f6-b1d22014f71b" }
{ "account_age_days": 1545, "account_id": "ACCT-D97D97123C55", "baseline_risk_score": 0.299, "kyc_tier": "tier_2", "session_entropy": 0.28 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 107, "timestamp": "2026-01-03T15:31:00Z", "transaction_amount_usd": 1230064.12 }, { "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": 0.382, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4583402.17, "financial_exposure_usd": 5305199.97, "recoverable_pct": 0.445 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105939", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-05T02:59:00Z", "trace_id": "dba3c606-8f6c-88ee-5cb9-4a8c3ad2667d" }
{ "account_age_days": 126, "account_id": "ACCT-3B0A9BE04231", "baseline_risk_score": 0.397, "kyc_tier": "tier_1", "session_entropy": 0.615 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 951, "timestamp": "2026-01-05T02:59:00Z", "transaction_amount_usd": 2911102.99 }, { "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": 0.463, "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": 3240883.77, "financial_exposure_usd": 5060358.96, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101031", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-01T17:11:00Z", "trace_id": "091f323f-a93a-26d4-60f6-8115046ddac8" }
{ "account_age_days": 953, "account_id": "ACCT-08D0E66BCB86", "baseline_risk_score": 0.622, "kyc_tier": "tier_1", "session_entropy": 0.897 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 421, "timestamp": "2026-01-01T17:11:00Z", "transaction_amount_usd": 70114.17 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.899, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 480858.46, "financial_exposure_usd": 540854.03, "recoverable_pct": 0.394 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104840", "label": "fraudulent", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-04T08:40:00Z", "trace_id": "5a9e88d4-67fa-dad3-f336-f63832c5ea2a" }
{ "account_age_days": 1360, "account_id": "ACCT-3ACA660303EF", "baseline_risk_score": 0.208, "kyc_tier": "tier_2", "session_entropy": 0.644 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 433, "timestamp": "2026-01-04T08:40:00Z", "transaction_amount_usd": 2806610.26 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.621, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2030162.62, "financial_exposure_usd": 5023874.27, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106373", "label": "fraudulent", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-05T10:13:00Z", "trace_id": "78a1fcc4-c962-4319-a2db-8dbacdd488d4" }
{ "account_age_days": 1781, "account_id": "ACCT-4A499AD74C0E", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 606, "timestamp": "2026-01-05T10:13:00Z", "transaction_amount_usd": 1929448.43 }, { "asset": "SOL", "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": 0.887, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2122685.05, "financial_exposure_usd": 2780848.48, "recoverable_pct": 0.416 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108666", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-07T00:26:00Z", "trace_id": "afc70fda-b1a2-b29f-7fe2-e6806b8f346c" }
{ "account_age_days": 106, "account_id": "ACCT-EAD433542D58", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.596 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 301, "timestamp": "2026-01-06T16:32:00Z", "transaction_amount_usd": 10.14 }, { "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": 0.759, "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": 581.48, "financial_exposure_usd": 1271.88, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103503", "label": "fraudulent", "label_confidence": 0.821, "severity": "low", "timestamp": "2026-01-03T10:23:00Z", "trace_id": "4c91f63c-f70c-33d7-7ad9-3939be2abc90" }
{ "account_age_days": 1933, "account_id": "ACCT-479DF2ED84B9", "baseline_risk_score": 0.223, "kyc_tier": "tier_3", "session_entropy": 0.509 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1168, "timestamp": "2026-01-03T10:23:00Z", "transaction_amount_usd": 923849.61 }, { "asset": "ETH", "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": 0.38, "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 p...
{ "customer_funds_at_risk_usd": 2805266.48, "financial_exposure_usd": 3351392.17, "recoverable_pct": 0.465 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106755", "label": "benign", "label_confidence": 0.646, "severity": "high", "timestamp": "2026-01-05T16:35:00Z", "trace_id": "0cf1c211-3f49-208e-6823-277a6f3b57cd" }
{ "account_age_days": 1092, "account_id": "ACCT-FF2A89754A6C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.191 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 320, "timestamp": "2026-01-05T16:35:00Z", "transaction_amount_usd": 8015.8 }, { "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": 0.788, "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": 2764.78, "financial_exposure_usd": 4439.65, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107606", "label": "benign", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-06T06:46:00Z", "trace_id": "6fb3a895-bd59-8fb0-94c6-4155e4d3bf84" }
{ "account_age_days": 1298, "account_id": "ACCT-D1865BB3E683", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 128, "timestamp": "2026-01-05T20:31:00Z", "transaction_amount_usd": 15.51 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "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": 1549.3, "financial_exposure_usd": 2816.3, "recoverable_pct": 0.875 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103422", "label": "fraudulent", "label_confidence": 0.658, "severity": "high", "timestamp": "2026-01-03T09:02:00Z", "trace_id": "f66e6a64-84c5-107e-01b2-ff51b452c391" }
{ "account_age_days": 966, "account_id": "ACCT-87D10CD69F77", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.75 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 532, "timestamp": "2026-01-03T09:02:00Z", "transaction_amount_usd": 1616571.87 }, { "asset": "USDT", "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": 0.636, "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": 2595514.07, "financial_exposure_usd": 4841153.32, "recoverable_pct": 0.916 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102764", "label": "fraudulent", "label_confidence": 0.942, "severity": "high", "timestamp": "2026-01-02T22:04:00Z", "trace_id": "2e26e805-2dea-0cc8-91d8-0d8248ef6696" }
{ "account_age_days": 1781, "account_id": "ACCT-3FF0CFA45560", "baseline_risk_score": 0.536, "kyc_tier": "tier_3", "session_entropy": 0.514 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 128, "timestamp": "2026-01-02T11:11:00Z", "transaction_amount_usd": 15.86 }, { "asset": "USDC", "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": 0.389, "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": 391201.57, "financial_exposure_usd": 812871.99, "recoverable_pct": 0.4 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106879", "label": "benign", "label_confidence": 0.461, "severity": "low", "timestamp": "2026-01-05T18:39:00Z", "trace_id": "7af7af64-f6d8-bd8b-7191-3ff0511b455d" }
{ "account_age_days": 643, "account_id": "ACCT-F97F386B8700", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.527 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 631, "timestamp": "2026-01-05T18:39:00Z", "transaction_amount_usd": 7871.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.516, "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": 2680.1, "financial_exposure_usd": 3817.99, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107744", "label": "benign", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-06T09:04:00Z", "trace_id": "45ef8c23-ce2a-c2f4-a27a-5423b3ea8ab4" }
{ "account_age_days": 420, "account_id": "ACCT-6610FA61142D", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.618 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 389, "timestamp": "2026-01-06T04:17:00Z", "transaction_amount_usd": 5.04 }, { "asset": "JPY", "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": 0.751, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2065.52, "financial_exposure_usd": 3064.89, "recoverable_pct": 0.624 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100269", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-01T04:29:00Z", "trace_id": "47eb1172-2d47-d84c-143d-9bff1a89383c" }
{ "account_age_days": 1387, "account_id": "ACCT-44B2E5AAF334", "baseline_risk_score": 0.601, "kyc_tier": "tier_2", "session_entropy": 0.14 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 83, "timestamp": "2026-01-01T02:11:00Z", "transaction_amount_usd": 15.99 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.533, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 619403.1, "financial_exposure_usd": 1084533.16, "recoverable_pct": 0.397 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108982", "label": "benign", "label_confidence": 0.474, "severity": "low", "timestamp": "2026-01-07T05:42:00Z", "trace_id": "7c4f8379-d65f-ee92-83aa-534ba64bd840" }
{ "account_age_days": 626, "account_id": "ACCT-D6D6BF1F3404", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.299 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 236, "timestamp": "2026-01-06T17:57:00Z", "transaction_amount_usd": 4.17 }, { "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": 0.636, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1121.9, "financial_exposure_usd": 2081.11, "recoverable_pct": 0.711 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108156", "label": "benign", "label_confidence": 0.61, "severity": "high", "timestamp": "2026-01-06T15:56:00Z", "trace_id": "10842513-ef87-680f-de38-f5fdfad42f1c" }
{ "account_age_days": 1842, "account_id": "ACCT-CAEBD46A0F73", "baseline_risk_score": 0.113, "kyc_tier": "tier_3", "session_entropy": 0.274 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 389, "timestamp": "2026-01-06T10:07:00Z", "transaction_amount_usd": 17.09 }, { "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": 0.49, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 222.47, "financial_exposure_usd": 289.18, "recoverable_pct": 0.689 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107737", "label": "benign", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-06T08:57:00Z", "trace_id": "279ffb62-62ac-a5de-e4c7-bf08cf4b3ad0" }
{ "account_age_days": 1697, "account_id": "ACCT-F76701563C29", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.317 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 831, "timestamp": "2026-01-06T08:57:00Z", "transaction_amount_usd": 12944.69 }, { "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": 0.636, "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": 3626.97, "financial_exposure_usd": 5014.54, "recoverable_pct": 0.473 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106794", "label": "benign", "label_confidence": 0.509, "severity": "low", "timestamp": "2026-01-05T17:14:00Z", "trace_id": "7f72d579-74a9-cfb4-86aa-690cc3b6751a" }
{ "account_age_days": 959, "account_id": "ACCT-AAE5C9C95625", "baseline_risk_score": 0.156, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 307, "timestamp": "2026-01-05T17:14:00Z", "transaction_amount_usd": 3155.16 }, { "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": 0.664, "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": 1732.59, "financial_exposure_usd": 2567.85, "recoverable_pct": 0.95 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108578", "label": "benign", "label_confidence": 0.733, "severity": "critical", "timestamp": "2026-01-06T22:58:00Z", "trace_id": "836c0f8a-45af-6447-874e-bfc3367512f0" }
{ "account_age_days": 1471, "account_id": "ACCT-0362D010D384", "baseline_risk_score": 0.122, "kyc_tier": "tier_2", "session_entropy": 0.76 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 352, "timestamp": "2026-01-06T22:58:00Z", "transaction_amount_usd": 1852.7 }, { "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": 0.469, "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": 2634.68, "financial_exposure_usd": 3386.62, "recoverable_pct": 0.953 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103575", "label": "fraudulent", "label_confidence": 0.871, "severity": "low", "timestamp": "2026-01-03T11:35:00Z", "trace_id": "33793ab0-2049-1f7f-b332-8825e51f7cf6" }
{ "account_age_days": 1586, "account_id": "ACCT-FBAB2850A515", "baseline_risk_score": 0.27, "kyc_tier": "tier_1", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 314, "timestamp": "2026-01-03T11:35:00Z", "transaction_amount_usd": 657237.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.405, "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": 5877354.65, "financial_exposure_usd": 8605104.25, "recoverable_pct": 0.879 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100077", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-01T01:17:00Z", "trace_id": "5d822e3a-6c6d-282b-69e0-8370abf7a5d0" }
{ "account_age_days": 1456, "account_id": "ACCT-FAD3B44C3B2D", "baseline_risk_score": 0.258, "kyc_tier": "tier_1", "session_entropy": 0.424 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 259, "timestamp": "2025-12-31T18:49:00Z", "transaction_amount_usd": 19.24 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.641, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 459135.37, "financial_exposure_usd": 897010.8, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101617", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-02T02:57:00Z", "trace_id": "62d15777-927c-41d4-3adc-35e802552a92" }
{ "account_age_days": 675, "account_id": "ACCT-747291D692C9", "baseline_risk_score": 0.445, "kyc_tier": "tier_1", "session_entropy": 0.366 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 117, "timestamp": "2026-01-02T02:57:00Z", "transaction_amount_usd": 116345.99 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.52, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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 HAVIN...
{ "customer_funds_at_risk_usd": 1011783.89, "financial_exposure_usd": 1090571.22, "recoverable_pct": 0.107 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100163", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-01T02:43:00Z", "trace_id": "e9368ad0-f52e-af63-badf-c7a8aeaf3951" }
{ "account_age_days": 1554, "account_id": "ACCT-BBDF144CD117", "baseline_risk_score": 0.605, "kyc_tier": "tier_3", "session_entropy": 0.38 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 801, "timestamp": "2026-01-01T02:43:00Z", "transaction_amount_usd": 23221.36 }, { "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": 0.491, "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": 1033918.83, "financial_exposure_usd": 1170389.47, "recoverable_pct": 0.479 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106272", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-05T08:32:00Z", "trace_id": "9eed65c5-d995-60df-1ff1-6efac8001e49" }
{ "account_age_days": 1748, "account_id": "ACCT-BFFF175F10FC", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 737, "timestamp": "2026-01-05T08:32:00Z", "transaction_amount_usd": 744291.04 }, { "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": 0.916, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2195739.76, "financial_exposure_usd": 3214827.82, "recoverable_pct": 0.877 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103598", "label": "fraudulent", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-03T11:58:00Z", "trace_id": "c0454187-41a2-65a3-450b-868fe69db6c9" }
{ "account_age_days": 457, "account_id": "ACCT-044146EB0980", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1086, "timestamp": "2026-01-03T11:58:00Z", "transaction_amount_usd": 1444937.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.94, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6124362.18, "financial_exposure_usd": 6422705.59, "recoverable_pct": 0.616 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105577", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-04T20:57:00Z", "trace_id": "4cab9f63-0f1d-8895-3589-855091652785" }
{ "account_age_days": 95, "account_id": "ACCT-A43BA67C39C1", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1102, "timestamp": "2026-01-04T20:57:00Z", "transaction_amount_usd": 2658899.57 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.546, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2247046.95, "financial_exposure_usd": 2607374.36, "recoverable_pct": 0.978 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106176", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-05T06:56:00Z", "trace_id": "a32a96e9-7bf3-8e2e-b7ea-916f1822ed88" }
{ "account_age_days": 1044, "account_id": "ACCT-15D1000F9243", "baseline_risk_score": 0.382, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 356, "timestamp": "2026-01-05T00:37:00Z", "transaction_amount_usd": 8.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.789, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3311600.79, "financial_exposure_usd": 6383740.11, "recoverable_pct": 0.516 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102119", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-02T11:19:00Z", "trace_id": "33171c00-b669-2011-5f4f-57c6b11de190" }
{ "account_age_days": 176, "account_id": "ACCT-F15B2E38826E", "baseline_risk_score": 0.385, "kyc_tier": "tier_1", "session_entropy": 0.189 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1131, "timestamp": "2026-01-02T11:19:00Z", "transaction_amount_usd": 112423.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.595, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 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": 296283.08, "financial_exposure_usd": 601600.46, "recoverable_pct": 0.255 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103116", "label": "fraudulent", "label_confidence": 0.886, "severity": "high", "timestamp": "2026-01-03T03:56:00Z", "trace_id": "90f236a6-204d-261d-c206-5e9f9c14de09" }
{ "account_age_days": 270, "account_id": "ACCT-E272E5C0ADBD", "baseline_risk_score": 0.375, "kyc_tier": "tier_3", "session_entropy": 0.527 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 572, "timestamp": "2026-01-03T03:56:00Z", "transaction_amount_usd": 47879.35 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.574, "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": 669330.4, "financial_exposure_usd": 1140964.89, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100874", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-01T14:34:00Z", "trace_id": "52ac3c4d-c3c4-1672-8244-bfa3fe7e68af" }
{ "account_age_days": 83, "account_id": "ACCT-B698CD27EEAA", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.887 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 892, "timestamp": "2026-01-01T14:34:00Z", "transaction_amount_usd": 34578.43 }, { "asset": "USDT", "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": 0.731, "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": 869882.12, "financial_exposure_usd": 948360.63, "recoverable_pct": 0.203 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109290", "label": "benign", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-07T10:50:00Z", "trace_id": "714263ac-bd91-3e0b-4065-e49da4c385dc" }
{ "account_age_days": 21, "account_id": "ACCT-ACB6AC67023D", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.624 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 932, "timestamp": "2026-01-07T10:50:00Z", "transaction_amount_usd": 10302.96 }, { "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": 0.554, "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": 3189.83, "financial_exposure_usd": 3974.54, "recoverable_pct": 0.736 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105219", "label": "fraudulent", "label_confidence": 0.878, "severity": "high", "timestamp": "2026-01-04T14:59:00Z", "trace_id": "71641cdd-0bc0-ad8d-bf47-3ecff1870494" }
{ "account_age_days": 929, "account_id": "ACCT-AD4F68805B94", "baseline_risk_score": 0.326, "kyc_tier": "tier_1", "session_entropy": 0.308 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 367, "timestamp": "2026-01-04T12:49:00Z", "transaction_amount_usd": 18.16 }, { "asset": "BTC", "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": 0.662, "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": 1961777.98, "financial_exposure_usd": 2271488.78, "recoverable_pct": 0.544 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104500", "label": "fraudulent", "label_confidence": 0.607, "severity": "high", "timestamp": "2026-01-04T03:00:00Z", "trace_id": "faea23db-2440-67e6-a6fe-38a123b3c73c" }
{ "account_age_days": 1698, "account_id": "ACCT-F89888844AB9", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.117 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 390, "timestamp": "2026-01-04T03:00:00Z", "transaction_amount_usd": 1740983.02 }, { "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": 0.923, "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": 5933497.56, "financial_exposure_usd": 6363188.07, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108502", "label": "benign", "label_confidence": 0.506, "severity": "low", "timestamp": "2026-01-06T21:42:00Z", "trace_id": "e37e24ff-06a0-49af-1fbc-ad75fa07877d" }
{ "account_age_days": 1519, "account_id": "ACCT-E456E59FB291", "baseline_risk_score": 0.105, "kyc_tier": "tier_1", "session_entropy": 0.567 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 91, "timestamp": "2026-01-06T14:54:00Z", "transaction_amount_usd": 0.37 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 864.26, "financial_exposure_usd": 1190.8, "recoverable_pct": 0.697 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104716", "label": "fraudulent", "label_confidence": 0.894, "severity": "critical", "timestamp": "2026-01-04T06:36:00Z", "trace_id": "92e6aeb4-74df-ecb1-1946-24d4e6dc6307" }
{ "account_age_days": 1303, "account_id": "ACCT-78E36FA95953", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.244 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 216, "timestamp": "2026-01-03T23:22:00Z", "transaction_amount_usd": 16.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.881, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1655148.85, "financial_exposure_usd": 2324816.98, "recoverable_pct": 0.527 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109478", "label": "benign", "label_confidence": 0.637, "severity": "low", "timestamp": "2026-01-07T13:58:00Z", "trace_id": "0a88fb57-1a32-0e90-30a6-354f87fce1bb" }
{ "account_age_days": 591, "account_id": "ACCT-69FFB0B61062", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 979, "timestamp": "2026-01-07T13:58:00Z", "transaction_amount_usd": 6515.21 }, { "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": 0.619, "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": 962.05, "financial_exposure_usd": 2329.55, "recoverable_pct": 0.445 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108536", "label": "benign", "label_confidence": 0.481, "severity": "medium", "timestamp": "2026-01-06T22:16:00Z", "trace_id": "9ea152eb-4cb6-27cf-b76a-b0c8c0fadb74" }
{ "account_age_days": 1332, "account_id": "ACCT-65C0677D4727", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.828 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 224, "timestamp": "2026-01-06T22:16:00Z", "transaction_amount_usd": 12307.58 }, { "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": 0.734, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 382.77, "financial_exposure_usd": 539.71, "recoverable_pct": 0.614 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107630", "label": "benign", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-06T07:10:00Z", "trace_id": "f7260a19-8b92-259b-5f71-80f5f8c2d980" }
{ "account_age_days": 1559, "account_id": "ACCT-875CB8424973", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.831 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 127, "timestamp": "2026-01-06T07:10:00Z", "transaction_amount_usd": 3291.91 }, { "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": 0.547, "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": 3907.88, "financial_exposure_usd": 4134.58, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109897", "label": "benign", "label_confidence": 0.46, "severity": "medium", "timestamp": "2026-01-07T20:57:00Z", "trace_id": "20432258-4d9b-1e6d-7acf-c64793bfc753" }
{ "account_age_days": 313, "account_id": "ACCT-0AEE9921F0C0", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.469 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 891, "timestamp": "2026-01-07T20:57:00Z", "transaction_amount_usd": 11743.92 }, { "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": 0.499, "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": 4953.64, "financial_exposure_usd": 7337.67, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103219", "label": "fraudulent", "label_confidence": 0.899, "severity": "critical", "timestamp": "2026-01-03T05:39:00Z", "trace_id": "4d07933f-6492-0339-373d-cc4dabb66106" }
{ "account_age_days": 93, "account_id": "ACCT-3993C6A06607", "baseline_risk_score": 0.521, "kyc_tier": "tier_1", "session_entropy": 0.4 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 562, "timestamp": "2026-01-03T05:39:00Z", "transaction_amount_usd": 16230.31 }, { "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": 0.839, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 671054.05, "financial_exposure_usd": 778067.09, "recoverable_pct": 0.114 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101108", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-01T18:28:00Z", "trace_id": "f052333a-afc4-2a10-632c-96e94f92c29e" }
{ "account_age_days": 448, "account_id": "ACCT-ED8ED27B04A1", "baseline_risk_score": 0.457, "kyc_tier": "tier_2", "session_entropy": 0.468 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 386, "timestamp": "2026-01-01T11:53:00Z", "transaction_amount_usd": 17.91 }, { "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": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 794088.76, "financial_exposure_usd": 818290.22, "recoverable_pct": 0.13 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105692", "label": "fraudulent", "label_confidence": 0.684, "severity": "high", "timestamp": "2026-01-04T22:52:00Z", "trace_id": "a81b4537-0755-5126-5ba9-4940711baa05" }
{ "account_age_days": 573, "account_id": "ACCT-05184A60C47F", "baseline_risk_score": 0.412, "kyc_tier": "tier_1", "session_entropy": 0.638 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 232, "timestamp": "2026-01-04T17:22:00Z", "transaction_amount_usd": 22.33 }, { "asset": "BTC", "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": 0.56, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1671737.35, "financial_exposure_usd": 2721591.11, "recoverable_pct": 0.472 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101391", "label": "fraudulent", "label_confidence": 0.916, "severity": "critical", "timestamp": "2026-01-01T23:11:00Z", "trace_id": "e6f79fe1-754c-573d-72d6-3c3412256807" }
{ "account_age_days": 528, "account_id": "ACCT-28CE892E3B3B", "baseline_risk_score": 0.475, "kyc_tier": "tier_1", "session_entropy": 0.563 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 323, "timestamp": "2026-01-01T23:11:00Z", "transaction_amount_usd": 99870.26 }, { "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": 0.841, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 260418.57, "financial_exposure_usd": 401449.08, "recoverable_pct": 0.565 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104039", "label": "fraudulent", "label_confidence": 0.61, "severity": "high", "timestamp": "2026-01-03T19:19:00Z", "trace_id": "a65c2572-9248-8c3b-14fe-39c6b29844f7" }
{ "account_age_days": 521, "account_id": "ACCT-ADA87CCB3767", "baseline_risk_score": 0.336, "kyc_tier": "tier_1", "session_entropy": 0.188 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 312, "timestamp": "2026-01-03T16:21:00Z", "transaction_amount_usd": 13.26 }, { "asset": "JPY", "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": 0.739, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1608899.31, "financial_exposure_usd": 3984343.29, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101200", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-01T20:00:00Z", "trace_id": "b323fa5b-8fc8-c473-dc1f-d5d05b35b263" }
{ "account_age_days": 137, "account_id": "ACCT-AF70988F8609", "baseline_risk_score": 0.527, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 316, "timestamp": "2026-01-01T20:00:00Z", "transaction_amount_usd": 112238.46 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.721, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 358633.63, "financial_exposure_usd": 573070.14, "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-108944", "label": "benign", "label_confidence": 0.462, "severity": "high", "timestamp": "2026-01-07T05:04:00Z", "trace_id": "28be03dc-2d63-4a89-04d9-b87841f5fc0a" }
{ "account_age_days": 536, "account_id": "ACCT-7E384E346F0A", "baseline_risk_score": 0.066, "kyc_tier": "tier_2", "session_entropy": 0.799 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1060, "timestamp": "2026-01-07T05:04:00Z", "transaction_amount_usd": 5311.37 }, { "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": 0.58, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1000.62, "financial_exposure_usd": 2030.25, "recoverable_pct": 0.417 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108585", "label": "benign", "label_confidence": 0.632, "severity": "low", "timestamp": "2026-01-06T23:05:00Z", "trace_id": "4fd985e9-c13e-5b51-6738-f445ee305998" }
{ "account_age_days": 740, "account_id": "ACCT-148A86B90379", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.133 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 253, "timestamp": "2026-01-06T23:05:00Z", "transaction_amount_usd": 1829.95 }, { "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": 0.482, "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": 644.32, "financial_exposure_usd": 1516.62, "recoverable_pct": 0.89 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102281", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-02T14:01:00Z", "trace_id": "904931ce-f5e6-01fd-475a-af01b981c8e1" }
{ "account_age_days": 302, "account_id": "ACCT-368A02BBB9DA", "baseline_risk_score": 0.604, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 204, "timestamp": "2026-01-02T14:01:00Z", "transaction_amount_usd": 114994.49 }, { "asset": "BTC", "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": 0.524, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 738108.27, "financial_exposure_usd": 807716.98, "recoverable_pct": 0.829 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101845", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-02T06:45:00Z", "trace_id": "cce72fc4-7e11-d979-d5d6-09a495e72a77" }
{ "account_age_days": 402, "account_id": "ACCT-63E95074BA67", "baseline_risk_score": 0.499, "kyc_tier": "tier_1", "session_entropy": 0.396 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1060, "timestamp": "2026-01-02T06:45:00Z", "transaction_amount_usd": 26604.12 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.89, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 834513.69, "financial_exposure_usd": 1101844.93, "recoverable_pct": 0.016 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103599", "label": "fraudulent", "label_confidence": 0.794, "severity": "medium", "timestamp": "2026-01-03T11:59:00Z", "trace_id": "9203eb31-1547-97a5-3b86-98002f23654f" }
{ "account_age_days": 1048, "account_id": "ACCT-EBFC16EFD4FE", "baseline_risk_score": 0.129, "kyc_tier": "tier_1", "session_entropy": 0.494 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1193, "timestamp": "2026-01-03T11:59:00Z", "transaction_amount_usd": 1657983.48 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.786, "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": 1824888.17, "financial_exposure_usd": 2498082.77, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107057", "label": "benign", "label_confidence": 0.561, "severity": "medium", "timestamp": "2026-01-05T21:37:00Z", "trace_id": "7786c9c6-2488-7e61-8b68-1bfebcf4788e" }
{ "account_age_days": 1737, "account_id": "ACCT-8F514C7B9922", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 210, "timestamp": "2026-01-05T21:37:00Z", "transaction_amount_usd": 6947.95 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.502, "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": 1617.88, "financial_exposure_usd": 2565.3, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104469", "label": "fraudulent", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-04T02:29:00Z", "trace_id": "87e505cf-44ad-4601-68bb-62aa08c2e7e4" }
{ "account_age_days": 488, "account_id": "ACCT-9820590830B5", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 962, "timestamp": "2026-01-04T02:29:00Z", "transaction_amount_usd": 998729.45 }, { "asset": "SOL", "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": 0.834, "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": 2679154.31, "financial_exposure_usd": 3059978.59, "recoverable_pct": 0.726 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106249", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-05T08:09:00Z", "trace_id": "b99aa0da-2f44-e3ce-6179-f6886c0bb8b2" }
{ "account_age_days": 1019, "account_id": "ACCT-40AB8145581A", "baseline_risk_score": 0.321, "kyc_tier": "tier_1", "session_entropy": 0.584 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 100, "timestamp": "2026-01-05T04:32:00Z", "transaction_amount_usd": 6.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.698, "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": 3127404.49, "financial_exposure_usd": 6831758.34, "recoverable_pct": 0.576 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }