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-100928", "label": "fraudulent", "label_confidence": 0.934, "severity": "critical", "timestamp": "2026-01-01T15:28:00Z", "trace_id": "d791f01a-7abf-1053-e287-4082ca1b80b9" }
{ "account_age_days": 1807, "account_id": "ACCT-AD64CF1C1723", "baseline_risk_score": 0.563, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1181, "timestamp": "2026-01-01T15:28:00Z", "transaction_amount_usd": 19277.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.451, "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": 339160.46, "financial_exposure_usd": 492209.78, "recoverable_pct": 0.197 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106261", "label": "fraudulent", "label_confidence": 0.921, "severity": "medium", "timestamp": "2026-01-05T08:21:00Z", "trace_id": "fce24094-0096-75d7-8236-5acf911a42b6" }
{ "account_age_days": 813, "account_id": "ACCT-4FF1DD05AFA2", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 123, "timestamp": "2026-01-05T08:21:00Z", "transaction_amount_usd": 773397.69 }, { "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": 0.905, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3262980.15, "financial_exposure_usd": 3423996.28, "recoverable_pct": 0.49 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107721", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T08:41:00Z", "trace_id": "bfa0df0d-fa95-8b3a-81aa-363f6f4b97ae" }
{ "account_age_days": 1971, "account_id": "ACCT-D64F2A68086C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.708 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 854, "timestamp": "2026-01-06T08:41:00Z", "transaction_amount_usd": 7929.94 }, { "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": 0.665, "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": 3548.02, "financial_exposure_usd": 4156.56, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108820", "label": "benign", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-07T03:00:00Z", "trace_id": "edd20d72-3a5f-fd72-ca2e-93397d65e36d" }
{ "account_age_days": 67, "account_id": "ACCT-A8382536827D", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.282 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1004, "timestamp": "2026-01-07T03:00:00Z", "transaction_amount_usd": 10389.5 }, { "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": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1794.78, "financial_exposure_usd": 2620.49, "recoverable_pct": 0.837 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102813", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-02T22:53:00Z", "trace_id": "9703dba6-6ff3-9ec3-3391-e35a7b911f0a" }
{ "account_age_days": 557, "account_id": "ACCT-6112A46E4CE0", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.788 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 147, "timestamp": "2026-01-02T16:35:00Z", "transaction_amount_usd": 19.79 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.738, "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": 306364, "financial_exposure_usd": 475470.68, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101374", "label": "fraudulent", "label_confidence": 0.969, "severity": "medium", "timestamp": "2026-01-01T22:54:00Z", "trace_id": "38ec5fe7-db43-bfcc-23e9-99687edcae87" }
{ "account_age_days": 1507, "account_id": "ACCT-FA8E79864269", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.502 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 828, "timestamp": "2026-01-01T22:54:00Z", "transaction_amount_usd": 31627.46 }, { "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": 0.402, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 123119.35, "financial_exposure_usd": 152936.44, "recoverable_pct": 0.184 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105352", "label": "fraudulent", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-04T17:12:00Z", "trace_id": "bc734eb4-5f10-6954-ccef-76ea85f2a837" }
{ "account_age_days": 834, "account_id": "ACCT-3788915A94F6", "baseline_risk_score": 0.433, "kyc_tier": "tier_3", "session_entropy": 0.119 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 719, "timestamp": "2026-01-04T17:12:00Z", "transaction_amount_usd": 2109915.91 }, { "asset": "BTC", "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": 0.834, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5113070.63, "financial_exposure_usd": 5912038.56, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105632", "label": "fraudulent", "label_confidence": 0.895, "severity": "high", "timestamp": "2026-01-04T21:52:00Z", "trace_id": "e6bdbae5-c61b-1e4b-daa1-5589c1ff6366" }
{ "account_age_days": 1873, "account_id": "ACCT-6457F44795B4", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.252 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 782, "timestamp": "2026-01-04T21:52:00Z", "transaction_amount_usd": 1519181.44 }, { "asset": "USDT", "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": 0.467, "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": 1475730.37, "financial_exposure_usd": 2867342.43, "recoverable_pct": 0.623 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107902", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-06T11:42:00Z", "trace_id": "f11c0f10-a0d9-6e08-786d-ac5f9134c3db" }
{ "account_age_days": 317, "account_id": "ACCT-F65A9291648E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 612, "timestamp": "2026-01-06T11:42:00Z", "transaction_amount_usd": 5000.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.685, "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": 1749.64, "financial_exposure_usd": 1982.04, "recoverable_pct": 0.508 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101614", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-02T02:54:00Z", "trace_id": "5946892b-3f44-1be5-c326-1bcf981eec0d" }
{ "account_age_days": 597, "account_id": "ACCT-6BB3D47773C4", "baseline_risk_score": 0.645, "kyc_tier": "tier_1", "session_entropy": 0.543 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 294, "timestamp": "2026-01-02T02:54:00Z", "transaction_amount_usd": 76289.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.389, "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": 311184.96, "financial_exposure_usd": 326718.14, "recoverable_pct": 0.016 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107407", "label": "benign", "label_confidence": 0.462, "severity": "medium", "timestamp": "2026-01-06T03:27:00Z", "trace_id": "d683d4bc-7dcf-5778-3071-83d32370ca4b" }
{ "account_age_days": 1418, "account_id": "ACCT-28434A656F1E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.42 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 375, "timestamp": "2026-01-06T03:27:00Z", "transaction_amount_usd": 10386.13 }, { "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": 0.501, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 484.27, "financial_exposure_usd": 510.58, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109425", "label": "benign", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-07T13:05:00Z", "trace_id": "5156f7f3-32bd-e19f-9d17-75f763a157c1" }
{ "account_age_days": 10, "account_id": "ACCT-B15ED5FDF175", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.346 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 301, "timestamp": "2026-01-07T04:05:00Z", "transaction_amount_usd": 10.05 }, { "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": 0.715, "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": 2379.64, "financial_exposure_usd": 3799.1, "recoverable_pct": 0.945 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109825", "label": "benign", "label_confidence": 0.546, "severity": "low", "timestamp": "2026-01-07T19:45:00Z", "trace_id": "2f3aa687-f5dc-f33c-56da-e9a7e38d8929" }
{ "account_age_days": 530, "account_id": "ACCT-669D9149D6EF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.715 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 227, "timestamp": "2026-01-07T18:10:00Z", "transaction_amount_usd": 23.66 }, { "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": 0.547, "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": 1194.01, "financial_exposure_usd": 2049.83, "recoverable_pct": 0.452 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103848", "label": "fraudulent", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-03T16:08:00Z", "trace_id": "c318fcc4-7e3c-9e2c-d0d7-8a5f98633ce6" }
{ "account_age_days": 39, "account_id": "ACCT-05692788FCED", "baseline_risk_score": 0.258, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 715, "timestamp": "2026-01-03T16:08:00Z", "transaction_amount_usd": 554247.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.424, "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": 3008603.97, "financial_exposure_usd": 4729432.3, "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-105248", "label": "fraudulent", "label_confidence": 0.939, "severity": "medium", "timestamp": "2026-01-04T15:28:00Z", "trace_id": "7225d0ab-2542-4576-2000-9e045fbbde36" }
{ "account_age_days": 1428, "account_id": "ACCT-A37E47404DFB", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.948 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 169, "timestamp": "2026-01-04T05:04:00Z", "transaction_amount_usd": 13.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.77, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2054108.41, "financial_exposure_usd": 2647195.5, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102220", "label": "fraudulent", "label_confidence": 0.931, "severity": "low", "timestamp": "2026-01-02T13:00:00Z", "trace_id": "30bb472d-97fd-431c-ede8-d18126bd9620" }
{ "account_age_days": 421, "account_id": "ACCT-B91360A04A21", "baseline_risk_score": 0.648, "kyc_tier": "tier_2", "session_entropy": 0.599 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 368, "timestamp": "2026-01-02T01:34:00Z", "transaction_amount_usd": 11.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.555, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 9", "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": 601309.29, "financial_exposure_usd": 634536.43, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105283", "label": "fraudulent", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-04T16:03:00Z", "trace_id": "19aa41c8-9839-6cec-fb6d-704f356efa98" }
{ "account_age_days": 145, "account_id": "ACCT-073E73B8A6C1", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.827 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1010, "timestamp": "2026-01-04T16:03:00Z", "transaction_amount_usd": 2877896.5 }, { "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": 0.609, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3248489.61, "financial_exposure_usd": 7058273.64, "recoverable_pct": 0.43 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100868", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-01T14:28:00Z", "trace_id": "ba6dbd38-115a-9359-4984-fcee38bb30ab" }
{ "account_age_days": 1743, "account_id": "ACCT-05F9579E034A", "baseline_risk_score": 0.646, "kyc_tier": "tier_3", "session_entropy": 0.127 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 828, "timestamp": "2026-01-01T14:28:00Z", "transaction_amount_usd": 103706.08 }, { "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": 0.674, "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": 269026.85, "financial_exposure_usd": 270325.35, "recoverable_pct": 0.441 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107190", "label": "benign", "label_confidence": 0.748, "severity": "medium", "timestamp": "2026-01-05T23:50:00Z", "trace_id": "1b8a94cd-8683-4bf0-50c3-0b4fbe39cc0f" }
{ "account_age_days": 821, "account_id": "ACCT-B227A51BAAD3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.581 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1156, "timestamp": "2026-01-05T23:50:00Z", "transaction_amount_usd": 5148.43 }, { "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": 0.485, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4049.55, "financial_exposure_usd": 6077.55, "recoverable_pct": 0.568 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102644", "label": "fraudulent", "label_confidence": 0.917, "severity": "critical", "timestamp": "2026-01-02T20:04:00Z", "trace_id": "82c33c76-69a3-1579-7fe3-52fc503f0e3b" }
{ "account_age_days": 456, "account_id": "ACCT-3449F54340A5", "baseline_risk_score": 0.41, "kyc_tier": "tier_2", "session_entropy": 0.309 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 180, "timestamp": "2026-01-02T16:42:00Z", "transaction_amount_usd": 18.07 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.651, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 336207.03, "financial_exposure_usd": 404368.85, "recoverable_pct": 0.469 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102505", "label": "fraudulent", "label_confidence": 0.789, "severity": "low", "timestamp": "2026-01-02T17:45:00Z", "trace_id": "7c8cc710-a895-4410-ee53-9e1087ff31eb" }
{ "account_age_days": 484, "account_id": "ACCT-D95B8405B0AB", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.631 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 259, "timestamp": "2026-01-02T13:56:00Z", "transaction_amount_usd": 10.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.35, "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": 300690.83, "financial_exposure_usd": 499660.34, "recoverable_pct": 0.451 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109887", "label": "benign", "label_confidence": 0.464, "severity": "critical", "timestamp": "2026-01-07T20:47:00Z", "trace_id": "970058f5-dd5b-640b-d738-528e0d639174" }
{ "account_age_days": 267, "account_id": "ACCT-499BFDED2F51", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 116, "timestamp": "2026-01-07T20:47:00Z", "transaction_amount_usd": 4534.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.671, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 874.05, "financial_exposure_usd": 1232.53, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108411", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T20:11:00Z", "trace_id": "50518bcc-7c15-8e19-78c5-ab8337144237" }
{ "account_age_days": 389, "account_id": "ACCT-AE980E82219E", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.82 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 731, "timestamp": "2026-01-06T20:11:00Z", "transaction_amount_usd": 13948.65 }, { "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": 0.728, "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": 5267.06, "financial_exposure_usd": 5402.15, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108868", "label": "benign", "label_confidence": 0.719, "severity": "low", "timestamp": "2026-01-07T03:48:00Z", "trace_id": "3140d865-c6ee-f79f-bc27-9e69a1adf657" }
{ "account_age_days": 542, "account_id": "ACCT-AC4E7A530730", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 987, "timestamp": "2026-01-07T03:48:00Z", "transaction_amount_usd": 4287.07 }, { "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": 0.667, "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": 1738.68, "financial_exposure_usd": 3079, "recoverable_pct": 0.724 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109401", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-07T12:41:00Z", "trace_id": "58a26c95-c031-cff9-d584-3f78c2dca8a8" }
{ "account_age_days": 1618, "account_id": "ACCT-DB249D822956", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.407 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 608, "timestamp": "2026-01-07T12:41:00Z", "transaction_amount_usd": 4766.08 }, { "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": 0.546, "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": 2413.74, "financial_exposure_usd": 2628.78, "recoverable_pct": 0.862 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101338", "label": "fraudulent", "label_confidence": 0.909, "severity": "critical", "timestamp": "2026-01-01T22:18:00Z", "trace_id": "2ab287bb-21a3-36d0-d973-19e635cd136d" }
{ "account_age_days": 1415, "account_id": "ACCT-312F1ABAE03C", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.386 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 378, "timestamp": "2026-01-01T10:20:00Z", "transaction_amount_usd": 4.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.689, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 316185.59, "financial_exposure_usd": 340999.16, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107220", "label": "benign", "label_confidence": 0.741, "severity": "medium", "timestamp": "2026-01-06T00:20:00Z", "trace_id": "2fde43a3-674c-73c6-aaea-0841c977ced9" }
{ "account_age_days": 1026, "account_id": "ACCT-373D026F7CE7", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.585 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1125, "timestamp": "2026-01-06T00:20:00Z", "transaction_amount_usd": 1368.21 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.494, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 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": 563.92, "financial_exposure_usd": 690.08, "recoverable_pct": 0.795 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101601", "label": "fraudulent", "label_confidence": 0.758, "severity": "high", "timestamp": "2026-01-02T02:41:00Z", "trace_id": "875c16bd-3ecc-cb0e-be6c-256a7eb084b6" }
{ "account_age_days": 1823, "account_id": "ACCT-80393171ABA7", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 707, "timestamp": "2026-01-02T02:41:00Z", "transaction_amount_usd": 108542.55 }, { "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": 0.841, "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": 256903.65, "financial_exposure_usd": 369684.64, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105389", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-04T17:49:00Z", "trace_id": "f410cc0c-fc14-52cd-fdaa-bef07fbe5f0b" }
{ "account_age_days": 963, "account_id": "ACCT-31610E6D66BB", "baseline_risk_score": 0.171, "kyc_tier": "tier_1", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 200, "timestamp": "2026-01-04T17:49:00Z", "transaction_amount_usd": 1463758.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.502, "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": 5425849.88, "financial_exposure_usd": 6206380.88, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101573", "label": "fraudulent", "label_confidence": 0.922, "severity": "low", "timestamp": "2026-01-02T02:13:00Z", "trace_id": "2f5cebba-5fa8-8ade-c01b-d1a0ae909a97" }
{ "account_age_days": 961, "account_id": "ACCT-796C0BF9763C", "baseline_risk_score": 0.491, "kyc_tier": "tier_3", "session_entropy": 0.404 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 504, "timestamp": "2026-01-02T02:13:00Z", "transaction_amount_usd": 47973.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.373, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 385841.29, "financial_exposure_usd": 609703.29, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108376", "label": "benign", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-06T19:36:00Z", "trace_id": "7ff026df-ce0a-601b-5483-28254909cd80" }
{ "account_age_days": 1996, "account_id": "ACCT-D3FDAB9A7BB3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 122, "timestamp": "2026-01-06T19:36:00Z", "transaction_amount_usd": 9972.72 }, { "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": 0.594, "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": 3801.48, "financial_exposure_usd": 3834.6, "recoverable_pct": 0.814 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108791", "label": "benign", "label_confidence": 0.53, "severity": "low", "timestamp": "2026-01-07T02:31:00Z", "trace_id": "e4b32574-4617-61ba-068a-04cec259a35c" }
{ "account_age_days": 23, "account_id": "ACCT-A765A54420F1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.255 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 782, "timestamp": "2026-01-07T02:31:00Z", "transaction_amount_usd": 2344.76 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1272.65, "financial_exposure_usd": 1687.45, "recoverable_pct": 0.958 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104478", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-04T02:38:00Z", "trace_id": "5e84fd67-9cec-85b2-5444-bcd1ad3045f2" }
{ "account_age_days": 1211, "account_id": "ACCT-B478CA45CAC8", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.683 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 254, "timestamp": "2026-01-04T01:24:00Z", "transaction_amount_usd": 10.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.749, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2476133.02, "financial_exposure_usd": 4254053.35, "recoverable_pct": 0.642 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105223", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-04T15:03:00Z", "trace_id": "8c6f4136-6861-6be4-72a2-00bfc26d8ae0" }
{ "account_age_days": 1770, "account_id": "ACCT-B38EDB0DFBF6", "baseline_risk_score": 0.201, "kyc_tier": "tier_1", "session_entropy": 0.444 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 332, "timestamp": "2026-01-04T15:03:00Z", "transaction_amount_usd": 129313.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.558, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4392787.56, "financial_exposure_usd": 4407968.46, "recoverable_pct": 0.564 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105623", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-04T21:43:00Z", "trace_id": "f92a7aff-8968-1097-3db7-f7bce39ec008" }
{ "account_age_days": 1290, "account_id": "ACCT-180588691228", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.304 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 404, "timestamp": "2026-01-04T21:43:00Z", "transaction_amount_usd": 2009138.35 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.447, "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": 2735743.65, "financial_exposure_usd": 4852434.04, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104462", "label": "fraudulent", "label_confidence": 0.875, "severity": "medium", "timestamp": "2026-01-04T02:22:00Z", "trace_id": "b9fa66dc-3663-aaaf-3325-698af2e55dc6" }
{ "account_age_days": 1822, "account_id": "ACCT-9B2DDE22BEB7", "baseline_risk_score": 0.149, "kyc_tier": "tier_1", "session_entropy": 0.408 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 672, "timestamp": "2026-01-04T02:22:00Z", "transaction_amount_usd": 1521369.6 }, { "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": 0.931, "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": 2325290.47, "financial_exposure_usd": 3538281.43, "recoverable_pct": 0.86 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108033", "label": "benign", "label_confidence": 0.485, "severity": "low", "timestamp": "2026-01-06T13:53:00Z", "trace_id": "9db333a3-64b6-1653-1241-5ea703b667d3" }
{ "account_age_days": 1855, "account_id": "ACCT-0F7B4FBB69A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.929 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1103, "timestamp": "2026-01-06T13:53:00Z", "transaction_amount_usd": 11502.89 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 836.97, "financial_exposure_usd": 1337.73, "recoverable_pct": 0.754 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103766", "label": "fraudulent", "label_confidence": 0.898, "severity": "medium", "timestamp": "2026-01-03T14:46:00Z", "trace_id": "a52293bb-14e6-3d30-82cf-bc798c279e57" }
{ "account_age_days": 1971, "account_id": "ACCT-A9A4E1E64EA3", "baseline_risk_score": 0.168, "kyc_tier": "tier_3", "session_entropy": 0.404 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 359, "timestamp": "2026-01-03T09:26:00Z", "transaction_amount_usd": 1.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.934, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5470555.66, "financial_exposure_usd": 6403192, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102683", "label": "fraudulent", "label_confidence": 0.822, "severity": "high", "timestamp": "2026-01-02T20:43:00Z", "trace_id": "3a5163f7-e926-03a1-ad49-86a3cc910c74" }
{ "account_age_days": 22, "account_id": "ACCT-25CEC9CB1C18", "baseline_risk_score": 0.529, "kyc_tier": "tier_3", "session_entropy": 0.324 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 295, "timestamp": "2026-01-02T11:49:00Z", "transaction_amount_usd": 15.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.518, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 477156.91, "financial_exposure_usd": 674202.64, "recoverable_pct": 0.567 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104190", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-03T21:50:00Z", "trace_id": "c0be3e8e-38df-0840-3f35-514326abb177" }
{ "account_age_days": 1424, "account_id": "ACCT-9831BC822269", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.768 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 615, "timestamp": "2026-01-03T21:50:00Z", "transaction_amount_usd": 1773225.55 }, { "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": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1706440.36, "financial_exposure_usd": 2942170.94, "recoverable_pct": 0.77 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104395", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-04T01:15:00Z", "trace_id": "b8142bfd-a9ed-4ebf-22ac-ef3599e3c159" }
{ "account_age_days": 927, "account_id": "ACCT-774B5E491243", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1008, "timestamp": "2026-01-04T01:15:00Z", "transaction_amount_usd": 652314.52 }, { "asset": "GBP", "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": 0.503, "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": 4391311.46, "financial_exposure_usd": 5751747.06, "recoverable_pct": 0.912 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105899", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-05T02:19:00Z", "trace_id": "81f79144-0ac9-a9c3-e91f-577de95d3455" }
{ "account_age_days": 1782, "account_id": "ACCT-A886A62D98E1", "baseline_risk_score": 0.331, "kyc_tier": "tier_1", "session_entropy": 0.189 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 215, "timestamp": "2026-01-04T20:40:00Z", "transaction_amount_usd": 9.42 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.701, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3895286.25, "financial_exposure_usd": 4386362.41, "recoverable_pct": 0.883 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109113", "label": "benign", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-07T07:53:00Z", "trace_id": "9061faa0-44a8-2233-a75d-a124a6a9691e" }
{ "account_age_days": 1773, "account_id": "ACCT-60C34037114C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.536 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 927, "timestamp": "2026-01-07T07:53:00Z", "transaction_amount_usd": 9222.76 }, { "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": 0.788, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 455.53, "financial_exposure_usd": 1059.13, "recoverable_pct": 0.823 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106380", "label": "fraudulent", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-05T10:20:00Z", "trace_id": "a43933d1-f8c6-3665-7ca6-4946542e7218" }
{ "account_age_days": 1290, "account_id": "ACCT-0247472E2C77", "baseline_risk_score": 0.119, "kyc_tier": "tier_2", "session_entropy": 0.141 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 520, "timestamp": "2026-01-05T10:20:00Z", "transaction_amount_usd": 2674886.4 }, { "asset": "USDC", "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": 0.749, "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": 3605064.67, "financial_exposure_usd": 5498060.57, "recoverable_pct": 0.673 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108708", "label": "benign", "label_confidence": 0.556, "severity": "high", "timestamp": "2026-01-07T01:08:00Z", "trace_id": "ee10eaa4-7ef5-f8e6-75a6-8cf9e4f869d0" }
{ "account_age_days": 1184, "account_id": "ACCT-2EBE74FDEFC0", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.909 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 801, "timestamp": "2026-01-07T01:08:00Z", "transaction_amount_usd": 10936.52 }, { "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": 0.526, "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": 1431.39, "financial_exposure_usd": 1449.49, "recoverable_pct": 0.865 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101616", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-02T02:56:00Z", "trace_id": "62d6a373-6fe5-6c2d-be83-78f38163b32b" }
{ "account_age_days": 1920, "account_id": "ACCT-10058C8678BC", "baseline_risk_score": 0.556, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 317, "timestamp": "2026-01-01T16:37:00Z", "transaction_amount_usd": 18.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "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": 286820.32, "financial_exposure_usd": 302917.54, "recoverable_pct": 0.22 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109063", "label": "benign", "label_confidence": 0.737, "severity": "low", "timestamp": "2026-01-07T07:03:00Z", "trace_id": "7f49a114-2987-2f69-7c28-1ac04f781efb" }
{ "account_age_days": 137, "account_id": "ACCT-62E7B1B44D9E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.239 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 347, "timestamp": "2026-01-07T07:03:00Z", "transaction_amount_usd": 8023.78 }, { "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": 0.546, "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": 2896.21, "financial_exposure_usd": 3557.11, "recoverable_pct": 0.989 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107882", "label": "benign", "label_confidence": 0.684, "severity": "critical", "timestamp": "2026-01-06T11:22:00Z", "trace_id": "eae5e3b0-524c-f17f-f3f4-e26f6bb9ec2a" }
{ "account_age_days": 351, "account_id": "ACCT-0F4C11A5179C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1069, "timestamp": "2026-01-06T11:22:00Z", "transaction_amount_usd": 10579.3 }, { "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": 0.588, "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": 2294.46, "financial_exposure_usd": 3307.24, "recoverable_pct": 0.407 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104477", "label": "fraudulent", "label_confidence": 0.851, "severity": "medium", "timestamp": "2026-01-04T02:37:00Z", "trace_id": "5e6c4d4f-5cc4-4561-007b-99acdcb88257" }
{ "account_age_days": 225, "account_id": "ACCT-2DCA5F9F77FA", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.386 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 506, "timestamp": "2026-01-04T02:37:00Z", "transaction_amount_usd": 1560390.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3978729.96, "financial_exposure_usd": 4337736.93, "recoverable_pct": 0.562 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109578", "label": "benign", "label_confidence": 0.466, "severity": "medium", "timestamp": "2026-01-07T15:38:00Z", "trace_id": "1bf7c056-1f3a-afe9-6988-5f3acc0218e2" }
{ "account_age_days": 1589, "account_id": "ACCT-377440C63C44", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.822 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 491, "timestamp": "2026-01-07T15:38:00Z", "transaction_amount_usd": 14049.45 }, { "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": 0.487, "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": 1255.52, "financial_exposure_usd": 2062.64, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103072", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-03T03:12:00Z", "trace_id": "56badfed-abc0-17a8-653e-b3e63fcc1260" }
{ "account_age_days": 1331, "account_id": "ACCT-C212DD368763", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 757, "timestamp": "2026-01-03T03:12:00Z", "transaction_amount_usd": 97681.5 }, { "asset": "EUR", "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": 0.622, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 328197.74, "financial_exposure_usd": 583937.43, "recoverable_pct": 0.413 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105244", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-04T15:24:00Z", "trace_id": "c33057f3-cb42-a645-0964-23d50ec28c19" }
{ "account_age_days": 882, "account_id": "ACCT-3642D8C6AFBA", "baseline_risk_score": 0.385, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 372, "timestamp": "2026-01-04T15:24:00Z", "transaction_amount_usd": 2470883.88 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4133516.3, "financial_exposure_usd": 4565931.04, "recoverable_pct": 0.674 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103301", "label": "fraudulent", "label_confidence": 0.835, "severity": "low", "timestamp": "2026-01-03T07:01:00Z", "trace_id": "ec03baf6-2bb6-2ccc-1658-8c5a09f8c6cc" }
{ "account_age_days": 1323, "account_id": "ACCT-200C0F9E9D53", "baseline_risk_score": 0.271, "kyc_tier": "tier_2", "session_entropy": 0.349 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 178, "timestamp": "2026-01-03T07:01:00Z", "transaction_amount_usd": 52660.59 }, { "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": 0.594, "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": 733339.22, "financial_exposure_usd": 937682.17, "recoverable_pct": 0.669 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108547", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-06T22:27:00Z", "trace_id": "4d703108-4e56-9e79-151a-a232a0fd0924" }
{ "account_age_days": 1042, "account_id": "ACCT-59DBC6D1EFF8", "baseline_risk_score": 0.154, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 386, "timestamp": "2026-01-06T10:17:00Z", "transaction_amount_usd": 22.58 }, { "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": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1722.79, "financial_exposure_usd": 2521.19, "recoverable_pct": 0.748 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105551", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-04T20:31:00Z", "trace_id": "26ccb040-e05d-0ad2-063e-d70d84692ced" }
{ "account_age_days": 795, "account_id": "ACCT-359EC49D4369", "baseline_risk_score": 0.374, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 289, "timestamp": "2026-01-04T15:01:00Z", "transaction_amount_usd": 4.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2307593.11, "financial_exposure_usd": 3184256.48, "recoverable_pct": 0.655 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108182", "label": "benign", "label_confidence": 0.583, "severity": "low", "timestamp": "2026-01-06T16:22:00Z", "trace_id": "b1beba06-f2ce-ad62-bb15-023f8941ac3e" }
{ "account_age_days": 1921, "account_id": "ACCT-5CE0A888757C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.869 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 263, "timestamp": "2026-01-06T16:22:00Z", "transaction_amount_usd": 4002.82 }, { "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": 0.666, "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": 1510.34, "financial_exposure_usd": 2425.28, "recoverable_pct": 0.442 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109483", "label": "benign", "label_confidence": 0.514, "severity": "high", "timestamp": "2026-01-07T14:03:00Z", "trace_id": "e13fcaf1-2cae-a54c-51ed-bdc88ff44cbd" }
{ "account_age_days": 693, "account_id": "ACCT-83E117F8CA7E", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.207 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 513, "timestamp": "2026-01-07T14:03:00Z", "transaction_amount_usd": 4743.42 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1005.1, "financial_exposure_usd": 1166.73, "recoverable_pct": 0.842 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101421", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-01T23:41:00Z", "trace_id": "834fdc8b-6f3f-f798-2fc0-1e83b7e36c39" }
{ "account_age_days": 1037, "account_id": "ACCT-F351C9B4F868", "baseline_risk_score": 0.591, "kyc_tier": "tier_2", "session_entropy": 0.885 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 761, "timestamp": "2026-01-01T23:41:00Z", "transaction_amount_usd": 104814.27 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.85, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 632365.02, "financial_exposure_usd": 1210018.85, "recoverable_pct": 0.11 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106568", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-05T13:28:00Z", "trace_id": "74a8b25d-34d3-b15b-82cf-04ee61480bc3" }
{ "account_age_days": 1366, "account_id": "ACCT-D4E2831BAB3D", "baseline_risk_score": 0.441, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 520, "timestamp": "2026-01-05T13:28:00Z", "transaction_amount_usd": 2565694.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.384, "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": 5223918.28, "financial_exposure_usd": 6183435.69, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107858", "label": "benign", "label_confidence": 0.597, "severity": "high", "timestamp": "2026-01-06T10:58:00Z", "trace_id": "21be8872-263c-c6c6-6697-aca958612a7d" }
{ "account_age_days": 1939, "account_id": "ACCT-C11C9B91FFAC", "baseline_risk_score": 0.056, "kyc_tier": "tier_2", "session_entropy": 0.665 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 846, "timestamp": "2026-01-06T10:58:00Z", "transaction_amount_usd": 3700.85 }, { "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": 0.68, "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_t...
{ "customer_funds_at_risk_usd": 1444.21, "financial_exposure_usd": 2376.66, "recoverable_pct": 0.581 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101498", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-02T00:58:00Z", "trace_id": "df53e149-283e-0c07-490e-efee19004783" }
{ "account_age_days": 843, "account_id": "ACCT-290FC8741F83", "baseline_risk_score": 0.459, "kyc_tier": "tier_3", "session_entropy": 0.176 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 108, "timestamp": "2026-01-01T21:08:00Z", "transaction_amount_usd": 21.92 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.879, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 793566.77, "financial_exposure_usd": 1499752.65, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100004", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-01T00:04:00Z", "trace_id": "a53f8a28-abf3-e3fc-2181-3d25655238a6" }
{ "account_age_days": 76, "account_id": "ACCT-E767DCEAB0E6", "baseline_risk_score": 0.474, "kyc_tier": "tier_2", "session_entropy": 0.227 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 284, "timestamp": "2026-01-01T00:04:00Z", "transaction_amount_usd": 111517.69 }, { "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": 0.682, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 315389.78, "financial_exposure_usd": 661933.72, "recoverable_pct": 0.262 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103129", "label": "fraudulent", "label_confidence": 0.805, "severity": "medium", "timestamp": "2026-01-03T04:09:00Z", "trace_id": "13a3794a-b1cf-b7f8-a84f-c99837a7be4a" }
{ "account_age_days": 1854, "account_id": "ACCT-CFA94ED56286", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.588 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 286, "timestamp": "2026-01-03T04:09:00Z", "transaction_amount_usd": 107100.84 }, { "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": 0.414, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 823610.55, "financial_exposure_usd": 959686.72, "recoverable_pct": 0.748 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103247", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-03T06:07:00Z", "trace_id": "07fa6936-67c6-ec15-01e7-b7c30a7d0011" }
{ "account_age_days": 423, "account_id": "ACCT-D9A3169F068E", "baseline_risk_score": 0.576, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 488, "timestamp": "2026-01-03T06:07:00Z", "transaction_amount_usd": 67874.26 }, { "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": 0.475, "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": 452774.9, "financial_exposure_usd": 507480.31, "recoverable_pct": 0.202 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109275", "label": "benign", "label_confidence": 0.568, "severity": "medium", "timestamp": "2026-01-07T10:35:00Z", "trace_id": "f07720c9-2428-fc9c-fed3-6fe31ba38a15" }
{ "account_age_days": 707, "account_id": "ACCT-2586B98F6E43", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.201 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 305, "timestamp": "2026-01-07T06:47:00Z", "transaction_amount_usd": 14.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.725, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4481.34, "financial_exposure_usd": 5661.04, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104627", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-04T05:07:00Z", "trace_id": "9a0af7a8-cf67-d974-6927-7ea1aa039331" }
{ "account_age_days": 1369, "account_id": "ACCT-96861C7FD027", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.131 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 281, "timestamp": "2026-01-03T23:57:00Z", "transaction_amount_usd": 0.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.683, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3321633.3, "financial_exposure_usd": 5322404.13, "recoverable_pct": 0.745 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109479", "label": "benign", "label_confidence": 0.676, "severity": "medium", "timestamp": "2026-01-07T13:59:00Z", "trace_id": "1d089084-47c4-68c5-96ad-014be12f3dc0" }
{ "account_age_days": 1802, "account_id": "ACCT-78EA457B1774", "baseline_risk_score": 0.168, "kyc_tier": "tier_3", "session_entropy": 0.396 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 365, "timestamp": "2026-01-07T07:11:00Z", "transaction_amount_usd": 12.28 }, { "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": 0.527, "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": 2845.24, "financial_exposure_usd": 3462.02, "recoverable_pct": 0.414 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106515", "label": "fraudulent", "label_confidence": 0.906, "severity": "low", "timestamp": "2026-01-05T12:35:00Z", "trace_id": "cbf9a568-7fba-14b3-0594-a59aeb47b240" }
{ "account_age_days": 1099, "account_id": "ACCT-3295AA45C106", "baseline_risk_score": 0.184, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 190, "timestamp": "2026-01-05T12:35:00Z", "transaction_amount_usd": 1038026.66 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.536, "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": 2611978.54, "financial_exposure_usd": 4380987.56, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107338", "label": "benign", "label_confidence": 0.516, "severity": "critical", "timestamp": "2026-01-06T02:18:00Z", "trace_id": "9fa2b36b-6275-0887-5873-447348ff89bb" }
{ "account_age_days": 329, "account_id": "ACCT-60F09D09EF0F", "baseline_risk_score": 0.121, "kyc_tier": "tier_3", "session_entropy": 0.271 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 713, "timestamp": "2026-01-06T02:18:00Z", "transaction_amount_usd": 11067.1 }, { "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": 0.682, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4636.3, "financial_exposure_usd": 5701.17, "recoverable_pct": 0.877 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103049", "label": "fraudulent", "label_confidence": 0.887, "severity": "critical", "timestamp": "2026-01-03T02:49:00Z", "trace_id": "01673dfc-6883-2316-09da-0f0c44615a99" }
{ "account_age_days": 205, "account_id": "ACCT-EB6E25F1A191", "baseline_risk_score": 0.388, "kyc_tier": "tier_2", "session_entropy": 0.303 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 360, "timestamp": "2026-01-02T15:52:00Z", "transaction_amount_usd": 2.3 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 493330.26, "financial_exposure_usd": 766388.42, "recoverable_pct": 0.104 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100846", "label": "fraudulent", "label_confidence": 0.972, "severity": "high", "timestamp": "2026-01-01T14:06:00Z", "trace_id": "aaad68e4-45a7-9cdb-a628-de2ea8983a55" }
{ "account_age_days": 1055, "account_id": "ACCT-5071E6FEBBEA", "baseline_risk_score": 0.559, "kyc_tier": "tier_3", "session_entropy": 0.168 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 317, "timestamp": "2026-01-01T14:06:00Z", "transaction_amount_usd": 7248.3 }, { "asset": "SOL", "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": 0.422, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 334392.48, "financial_exposure_usd": 477464.04, "recoverable_pct": 0.564 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101368", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-01T22:48:00Z", "trace_id": "7ba54cf5-f83e-8075-e01a-61c1a178adee" }
{ "account_age_days": 1175, "account_id": "ACCT-27B8C035F9E0", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.869 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1071, "timestamp": "2026-01-01T22:48:00Z", "transaction_amount_usd": 74429.04 }, { "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": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 350544.74, "financial_exposure_usd": 821891.53, "recoverable_pct": 0.609 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106575", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-05T13:35:00Z", "trace_id": "270fedef-6aa8-5672-09b7-14ac7bf6896b" }
{ "account_age_days": 472, "account_id": "ACCT-8BC1CA9717B6", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 871, "timestamp": "2026-01-05T13:35:00Z", "transaction_amount_usd": 182201.41 }, { "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": 0.9, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 2677971.31, "financial_exposure_usd": 3270524.88, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104290", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-03T23:30:00Z", "trace_id": "5ed3cb9f-c98c-7f1b-8030-c11cd3d6c4ad" }
{ "account_age_days": 1021, "account_id": "ACCT-BDAC2B9E27C4", "baseline_risk_score": 0.436, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 161, "timestamp": "2026-01-03T23:30:00Z", "transaction_amount_usd": 145493.42 }, { "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": 0.723, "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": 5599781.63, "financial_exposure_usd": 8231940.78, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102379", "label": "fraudulent", "label_confidence": 0.925, "severity": "medium", "timestamp": "2026-01-02T15:39:00Z", "trace_id": "5f65a190-e837-84dd-899d-511cef0ecd06" }
{ "account_age_days": 1978, "account_id": "ACCT-FA02DB80C5EE", "baseline_risk_score": 0.629, "kyc_tier": "tier_2", "session_entropy": 0.617 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 708, "timestamp": "2026-01-02T15:39:00Z", "transaction_amount_usd": 109856.44 }, { "asset": "USD", "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": 0.91, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 741894.27, "financial_exposure_usd": 1156379.26, "recoverable_pct": 0.633 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100146", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-01T02:26:00Z", "trace_id": "420fd9a8-d45b-4e9b-b61e-c0ed8ddd2994" }
{ "account_age_days": 733, "account_id": "ACCT-4F00BA6AF189", "baseline_risk_score": 0.566, "kyc_tier": "tier_2", "session_entropy": 0.107 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 268, "timestamp": "2026-01-01T02:26:00Z", "transaction_amount_usd": 85267.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.65, "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 HAVIN...
{ "customer_funds_at_risk_usd": 757175.43, "financial_exposure_usd": 889637.72, "recoverable_pct": 0.617 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106747", "label": "benign", "label_confidence": 0.49, "severity": "critical", "timestamp": "2026-01-05T16:27:00Z", "trace_id": "de00d3dd-0629-b3a5-41b7-7bfeea206ff7" }
{ "account_age_days": 96, "account_id": "ACCT-7B3923041EA3", "baseline_risk_score": 0.169, "kyc_tier": "tier_2", "session_entropy": 0.765 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 796, "timestamp": "2026-01-05T16:27:00Z", "transaction_amount_usd": 5374.3 }, { "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": 0.673, "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": 1981.49, "financial_exposure_usd": 2171.26, "recoverable_pct": 0.502 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101484", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T00:44:00Z", "trace_id": "f0f2fbff-be84-5511-c6aa-6fa3cc4b0817" }
{ "account_age_days": 901, "account_id": "ACCT-43F532E1E132", "baseline_risk_score": 0.325, "kyc_tier": "tier_3", "session_entropy": 0.215 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1050, "timestamp": "2026-01-02T00:44:00Z", "transaction_amount_usd": 19863.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 569732.48, "financial_exposure_usd": 1152388.67, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109225", "label": "benign", "label_confidence": 0.564, "severity": "medium", "timestamp": "2026-01-07T09:45:00Z", "trace_id": "3daa3876-aba1-f371-fb89-cc67c3bf67a6" }
{ "account_age_days": 1837, "account_id": "ACCT-492C6B1CA9D7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 338, "timestamp": "2026-01-07T09:45:00Z", "transaction_amount_usd": 3658.57 }, { "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": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1389.9, "financial_exposure_usd": 2180.95, "recoverable_pct": 0.843 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101428", "label": "fraudulent", "label_confidence": 0.813, "severity": "high", "timestamp": "2026-01-01T23:48:00Z", "trace_id": "2544a65a-014a-374a-5089-00c239dd6128" }
{ "account_age_days": 1698, "account_id": "ACCT-358C5028D1A7", "baseline_risk_score": 0.59, "kyc_tier": "tier_3", "session_entropy": 0.886 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1014, "timestamp": "2026-01-01T23:48:00Z", "transaction_amount_usd": 81433.65 }, { "asset": "EUR", "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": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 300535.61, "financial_exposure_usd": 648098.06, "recoverable_pct": 0.385 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108788", "label": "benign", "label_confidence": 0.463, "severity": "medium", "timestamp": "2026-01-07T02:28:00Z", "trace_id": "11580c33-4ab3-54d3-39c0-f4c4d5c2634f" }
{ "account_age_days": 610, "account_id": "ACCT-1EDE72A44D6C", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.497 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 646, "timestamp": "2026-01-07T02:28:00Z", "transaction_amount_usd": 5841.72 }, { "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": 0.713, "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": 1809.63, "financial_exposure_usd": 3710.66, "recoverable_pct": 0.878 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108005", "label": "benign", "label_confidence": 0.477, "severity": "medium", "timestamp": "2026-01-06T13:25:00Z", "trace_id": "863c2969-4867-1150-16b3-769d8f6d9ff1" }
{ "account_age_days": 1170, "account_id": "ACCT-0C21A380F6C4", "baseline_risk_score": 0.089, "kyc_tier": "tier_1", "session_entropy": 0.749 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 305, "timestamp": "2026-01-06T02:24:00Z", "transaction_amount_usd": 15.21 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2595.18, "financial_exposure_usd": 3164.93, "recoverable_pct": 0.67 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102076", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-02T10:36:00Z", "trace_id": "8081baab-c96f-d09a-d6f0-3088bb13623e" }
{ "account_age_days": 1114, "account_id": "ACCT-D5AB15FDA2DE", "baseline_risk_score": 0.644, "kyc_tier": "tier_1", "session_entropy": 0.328 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 136, "timestamp": "2026-01-02T10:36:00Z", "transaction_amount_usd": 15827.11 }, { "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": 0.392, "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": 433314.35, "financial_exposure_usd": 731269.71, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104884", "label": "fraudulent", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-04T09:24:00Z", "trace_id": "679500bb-cc67-927a-c6f5-705dc8e5d89f" }
{ "account_age_days": 856, "account_id": "ACCT-4FDAD6FDAC72", "baseline_risk_score": 0.16, "kyc_tier": "tier_3", "session_entropy": 0.947 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1022, "timestamp": "2026-01-04T09:24:00Z", "transaction_amount_usd": 1453097.32 }, { "asset": "SOL", "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": 0.628, "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": 2345718.14, "financial_exposure_usd": 3563212.37, "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-105674", "label": "fraudulent", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-04T22:34:00Z", "trace_id": "b3fbd967-230b-f4f4-a6f4-08afbc73d4ae" }
{ "account_age_days": 244, "account_id": "ACCT-199DC512D725", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.59 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 575, "timestamp": "2026-01-04T22:34:00Z", "transaction_amount_usd": 1861205.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.637, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1953008.89, "financial_exposure_usd": 2886095.85, "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-104620", "label": "fraudulent", "label_confidence": 0.84, "severity": "high", "timestamp": "2026-01-04T05:00:00Z", "trace_id": "95edf28e-dee0-6000-e7f5-ec86e2681abe" }
{ "account_age_days": 1953, "account_id": "ACCT-28BE379321D4", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 282, "timestamp": "2026-01-03T18:59:00Z", "transaction_amount_usd": 8.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.8, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND...
{ "customer_funds_at_risk_usd": 6021110.02, "financial_exposure_usd": 6944764.53, "recoverable_pct": 0.823 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107818", "label": "benign", "label_confidence": 0.546, "severity": "medium", "timestamp": "2026-01-06T10:18:00Z", "trace_id": "ae7a5771-91bf-91f9-2afe-56026a07611e" }
{ "account_age_days": 1257, "account_id": "ACCT-8BE3DF9DB5EF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.908 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 641, "timestamp": "2026-01-06T10:18:00Z", "transaction_amount_usd": 13519.24 }, { "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": 0.546, "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": 1980.58, "financial_exposure_usd": 2352.74, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107492", "label": "benign", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-06T04:52:00Z", "trace_id": "7534aa58-6d11-3d66-9faa-3d93c7692933" }
{ "account_age_days": 788, "account_id": "ACCT-2A82DC9B79B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.545 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 321, "timestamp": "2026-01-06T04:11:00Z", "transaction_amount_usd": 7.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "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": 2199.53, "financial_exposure_usd": 3765.52, "recoverable_pct": 0.866 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107748", "label": "benign", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-06T09:08:00Z", "trace_id": "641c517e-6e79-ce3e-c21f-39ffbe47eec8" }
{ "account_age_days": 5, "account_id": "ACCT-97AE8A4CD2A5", "baseline_risk_score": 0.185, "kyc_tier": "tier_2", "session_entropy": 0.785 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 505, "timestamp": "2026-01-06T09:08:00Z", "transaction_amount_usd": 7286.74 }, { "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": 0.471, "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": 1099.68, "financial_exposure_usd": 2423.58, "recoverable_pct": 0.613 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108584", "label": "benign", "label_confidence": 0.596, "severity": "low", "timestamp": "2026-01-06T23:04:00Z", "trace_id": "a0f0ee3b-cdf7-0cab-4efa-b22ff84a10c3" }
{ "account_age_days": 485, "account_id": "ACCT-94B6CCF91298", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.164 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 793, "timestamp": "2026-01-06T23:04:00Z", "transaction_amount_usd": 2778.28 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1910.83, "financial_exposure_usd": 3916.94, "recoverable_pct": 0.708 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101033", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-01T17:13:00Z", "trace_id": "685d0751-1a19-5aa4-a111-f44b66a917c7" }
{ "account_age_days": 1906, "account_id": "ACCT-5C1ED84FB2A6", "baseline_risk_score": 0.528, "kyc_tier": "tier_1", "session_entropy": 0.163 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 271, "timestamp": "2026-01-01T17:13:00Z", "transaction_amount_usd": 14420.2 }, { "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": 0.713, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 375406.5, "financial_exposure_usd": 743677.35, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106171", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-05T06:51:00Z", "trace_id": "ccad618e-b9df-2635-2732-4484226bfbb6" }
{ "account_age_days": 814, "account_id": "ACCT-F932CB8AFDEB", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.714 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 149, "timestamp": "2026-01-05T04:44:00Z", "transaction_amount_usd": 7.26 }, { "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": 0.843, "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": 2543652.09, "financial_exposure_usd": 3340527.42, "recoverable_pct": 0.545 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100235", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-01T03:55:00Z", "trace_id": "d478f5dc-1c5b-b4ce-b79c-cfc935cffe16" }
{ "account_age_days": 900, "account_id": "ACCT-2913CB764507", "baseline_risk_score": 0.596, "kyc_tier": "tier_1", "session_entropy": 0.508 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 332, "timestamp": "2026-01-01T03:55:00Z", "transaction_amount_usd": 41292.16 }, { "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": 0.819, "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": 333533.23, "financial_exposure_usd": 528789.16, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108910", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-07T04:30:00Z", "trace_id": "e34b3d7a-2e8b-6a3f-ca68-c83b4ae67f1e" }
{ "account_age_days": 1832, "account_id": "ACCT-146CAD0DE175", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.891 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 994, "timestamp": "2026-01-07T04:30:00Z", "transaction_amount_usd": 318.56 }, { "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": 0.552, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3501.02, "financial_exposure_usd": 5175.44, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100531", "label": "fraudulent", "label_confidence": 0.894, "severity": "critical", "timestamp": "2026-01-01T08:51:00Z", "trace_id": "b144544f-feda-dee6-dc51-ee4ac14906fd" }
{ "account_age_days": 656, "account_id": "ACCT-E059F743590B", "baseline_risk_score": 0.266, "kyc_tier": "tier_3", "session_entropy": 0.512 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 387, "timestamp": "2026-01-01T00:17:00Z", "transaction_amount_usd": 19.53 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.722, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 779535.89, "financial_exposure_usd": 906080.09, "recoverable_pct": 0.458 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108939", "label": "benign", "label_confidence": 0.545, "severity": "critical", "timestamp": "2026-01-07T04:59:00Z", "trace_id": "12165254-78ec-44aa-d26f-1bcc936d5866" }
{ "account_age_days": 999, "account_id": "ACCT-E6B78727D687", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.288 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 82, "timestamp": "2026-01-07T03:32:00Z", "transaction_amount_usd": 13.65 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.735, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2113.53, "financial_exposure_usd": 2650.04, "recoverable_pct": 0.703 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102876", "label": "fraudulent", "label_confidence": 0.879, "severity": "critical", "timestamp": "2026-01-02T23:56:00Z", "trace_id": "e98a865d-8dd6-f53c-153e-add19d12b44c" }
{ "account_age_days": 224, "account_id": "ACCT-11E262C2B99D", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.261 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 634, "timestamp": "2026-01-02T23:56:00Z", "transaction_amount_usd": 76290.4 }, { "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": 0.476, "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": 407402.29, "financial_exposure_usd": 426006.33, "recoverable_pct": 0.573 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108675", "label": "benign", "label_confidence": 0.548, "severity": "low", "timestamp": "2026-01-07T00:35:00Z", "trace_id": "ad5f318c-1b34-5078-5660-39ef770d1677" }
{ "account_age_days": 237, "account_id": "ACCT-5D94955D6E08", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.34 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 274, "timestamp": "2026-01-06T23:26:00Z", "transaction_amount_usd": 13.99 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 939.82, "financial_exposure_usd": 1587.05, "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-102674", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-02T20:34:00Z", "trace_id": "e4983add-7a9f-5ae6-c6eb-b119e7e1bb59" }
{ "account_age_days": 1759, "account_id": "ACCT-5A277D6957A2", "baseline_risk_score": 0.315, "kyc_tier": "tier_3", "session_entropy": 0.514 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 190, "timestamp": "2026-01-02T09:41:00Z", "transaction_amount_usd": 17.82 }, { "asset": "JPY", "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": 0.379, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 334609.11, "financial_exposure_usd": 711678.27, "recoverable_pct": 0.218 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103180", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-03T05:00:00Z", "trace_id": "400a2aa0-1b7b-ae04-9d3f-4662e8eca5a8" }
{ "account_age_days": 655, "account_id": "ACCT-8525A2757D17", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.87 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 621, "timestamp": "2026-01-03T05:00:00Z", "transaction_amount_usd": 43706.66 }, { "asset": "USDT", "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": 0.582, "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": 371619.69, "financial_exposure_usd": 789614, "recoverable_pct": 0.787 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }