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-107830", "label": "benign", "label_confidence": 0.535, "severity": "low", "timestamp": "2026-01-06T10:30:00Z", "trace_id": "5ad5684f-ac0c-e56b-9dcc-cb2112b51b85" }
{ "account_age_days": 336, "account_id": "ACCT-321071F248D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.139 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 234, "timestamp": "2026-01-06T10:30:00Z", "transaction_amount_usd": 2469.92 }, { "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": 0.73, "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_t...
{ "customer_funds_at_risk_usd": 5672.11, "financial_exposure_usd": 7362.06, "recoverable_pct": 0.898 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107742", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-06T09:02:00Z", "trace_id": "7b9b2258-97e4-61d2-b439-cccc68520374" }
{ "account_age_days": 1670, "account_id": "ACCT-4245A3F29475", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 388, "timestamp": "2026-01-06T09:02:00Z", "transaction_amount_usd": 11056.09 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.769, "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": 4379.4, "financial_exposure_usd": 6642.81, "recoverable_pct": 0.592 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106739", "label": "benign", "label_confidence": 0.582, "severity": "low", "timestamp": "2026-01-05T16:19:00Z", "trace_id": "660a1ef8-c0ed-3c44-9db7-e1b687af8f2c" }
{ "account_age_days": 1564, "account_id": "ACCT-BF2E555B3D47", "baseline_risk_score": 0.071, "kyc_tier": "tier_3", "session_entropy": 0.698 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 225, "timestamp": "2026-01-05T06:26:00Z", "transaction_amount_usd": 11.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.521, "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": 1632.49, "financial_exposure_usd": 1956.64, "recoverable_pct": 0.634 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109118", "label": "benign", "label_confidence": 0.489, "severity": "low", "timestamp": "2026-01-07T07:58:00Z", "trace_id": "3b084e25-b0ac-3497-c1d8-17f6b101dc7b" }
{ "account_age_days": 1033, "account_id": "ACCT-4D58F2F0B8DB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 336, "timestamp": "2026-01-07T07:58:00Z", "transaction_amount_usd": 6610.12 }, { "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": 0.603, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "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-101571", "label": "fraudulent", "label_confidence": 0.813, "severity": "critical", "timestamp": "2026-01-02T02:11:00Z", "trace_id": "5c239922-1c81-2ddb-4745-283bc3286f06" }
{ "account_age_days": 1371, "account_id": "ACCT-D79E5352651B", "baseline_risk_score": 0.484, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 530, "timestamp": "2026-01-02T02:11:00Z", "transaction_amount_usd": 78080.21 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.903, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 309142.44, "financial_exposure_usd": 646860.62, "recoverable_pct": 0.005 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100366", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-01T06:06:00Z", "trace_id": "95116c5f-34c4-f6ad-4fe0-887115f54aa0" }
{ "account_age_days": 199, "account_id": "ACCT-49CE76952B0F", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.73 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 924, "timestamp": "2026-01-01T06:06:00Z", "transaction_amount_usd": 112629.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.366, "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": 543676.17, "financial_exposure_usd": 789951.69, "recoverable_pct": 0.088 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108163", "label": "benign", "label_confidence": 0.474, "severity": "high", "timestamp": "2026-01-06T16:03:00Z", "trace_id": "ad1a294a-2cf0-be27-4ff9-134420d8bd17" }
{ "account_age_days": 1146, "account_id": "ACCT-EFE4CCD27E47", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 672, "timestamp": "2026-01-06T16:03:00Z", "transaction_amount_usd": 5343.67 }, { "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": 0.491, "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": 1439.65, "financial_exposure_usd": 2634.65, "recoverable_pct": 0.492 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104000", "label": "fraudulent", "label_confidence": 0.824, "severity": "low", "timestamp": "2026-01-03T18:40:00Z", "trace_id": "d6027404-8926-1523-0918-6c37ac9d3ff8" }
{ "account_age_days": 13, "account_id": "ACCT-CBF41DB6B120", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.527 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 915, "timestamp": "2026-01-03T18:40:00Z", "transaction_amount_usd": 1760674.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.873, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4866113.36, "financial_exposure_usd": 5792101.15, "recoverable_pct": 0.784 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102622", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-02T19:42:00Z", "trace_id": "8c96f63e-c2ad-90fc-4959-fe749feac03c" }
{ "account_age_days": 718, "account_id": "ACCT-5267418611D9", "baseline_risk_score": 0.549, "kyc_tier": "tier_3", "session_entropy": 0.412 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 272, "timestamp": "2026-01-02T19:42:00Z", "transaction_amount_usd": 84199.37 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.397, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 325472.09, "financial_exposure_usd": 333602.13, "recoverable_pct": 0.044 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100974", "label": "fraudulent", "label_confidence": 0.847, "severity": "high", "timestamp": "2026-01-01T16:14:00Z", "trace_id": "bf7ac4b9-708b-9fd1-52b8-741a48c2b3b3" }
{ "account_age_days": 483, "account_id": "ACCT-FABFAC208040", "baseline_risk_score": 0.499, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 968, "timestamp": "2026-01-01T16:14:00Z", "transaction_amount_usd": 63029.78 }, { "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": 0.362, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 517399.97, "financial_exposure_usd": 815146.84, "recoverable_pct": 0.106 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104097", "label": "fraudulent", "label_confidence": 0.936, "severity": "low", "timestamp": "2026-01-03T20:17:00Z", "trace_id": "de327200-a24b-ca7b-7113-62eeb310e99f" }
{ "account_age_days": 109, "account_id": "ACCT-9036A359A7BE", "baseline_risk_score": 0.388, "kyc_tier": "tier_2", "session_entropy": 0.827 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 287, "timestamp": "2026-01-03T08:03:00Z", "transaction_amount_usd": 14.89 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.356, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3755346.31, "financial_exposure_usd": 5353889.04, "recoverable_pct": 0.571 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100508", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-01T08:28:00Z", "trace_id": "15ab577d-dba7-48a7-5fef-77a41adfd612" }
{ "account_age_days": 1608, "account_id": "ACCT-EE26E2BC987D", "baseline_risk_score": 0.383, "kyc_tier": "tier_2", "session_entropy": 0.407 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 303, "timestamp": "2025-12-31T23:05:00Z", "transaction_amount_usd": 19.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 261587.01, "financial_exposure_usd": 421262, "recoverable_pct": 0.283 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108189", "label": "benign", "label_confidence": 0.688, "severity": "low", "timestamp": "2026-01-06T16:29:00Z", "trace_id": "488ff26f-abfb-d6a2-9df3-749829ffda03" }
{ "account_age_days": 714, "account_id": "ACCT-A300ABDA8301", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.446 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 578, "timestamp": "2026-01-06T16:29:00Z", "transaction_amount_usd": 3070.78 }, { "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": 0.586, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2816.55, "financial_exposure_usd": 3645.03, "recoverable_pct": 0.907 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101948", "label": "fraudulent", "label_confidence": 0.923, "severity": "low", "timestamp": "2026-01-02T08:28:00Z", "trace_id": "9090681e-a248-279f-a2a7-cf48d5310e26" }
{ "account_age_days": 1406, "account_id": "ACCT-AD421C4C1B47", "baseline_risk_score": 0.491, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 891, "timestamp": "2026-01-02T08:28:00Z", "transaction_amount_usd": 99666.65 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.678, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 124529.96, "financial_exposure_usd": 173748.63, "recoverable_pct": 0.093 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104172", "label": "fraudulent", "label_confidence": 0.679, "severity": "high", "timestamp": "2026-01-03T21:32:00Z", "trace_id": "4a94718b-625c-e655-df99-4b7bb0fe356c" }
{ "account_age_days": 1346, "account_id": "ACCT-51A42C329D45", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.478 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 886, "timestamp": "2026-01-03T21:32:00Z", "transaction_amount_usd": 57868.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.575, "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": 4217378.85, "financial_exposure_usd": 7228452.92, "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-109605", "label": "benign", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-07T16:05:00Z", "trace_id": "52014bfa-5fa6-3eb0-5598-0935933d6c75" }
{ "account_age_days": 1522, "account_id": "ACCT-2EEE68F2032D", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 948, "timestamp": "2026-01-07T16:05:00Z", "transaction_amount_usd": 10946.18 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "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": 1857.84, "financial_exposure_usd": 2119.96, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105502", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-04T19:42:00Z", "trace_id": "b90c1b12-ec7c-7595-2572-761b8f3a39d7" }
{ "account_age_days": 472, "account_id": "ACCT-754BF03B650B", "baseline_risk_score": 0.303, "kyc_tier": "tier_1", "session_entropy": 0.865 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 844, "timestamp": "2026-01-04T19:42:00Z", "transaction_amount_usd": 2960663.97 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.408, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2381710.43, "financial_exposure_usd": 4188575.59, "recoverable_pct": 0.435 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106828", "label": "benign", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-05T17:48:00Z", "trace_id": "a27a2856-2115-f10d-3403-1657e3fdb92a" }
{ "account_age_days": 860, "account_id": "ACCT-070436788E30", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.424 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 97, "timestamp": "2026-01-05T17:48:00Z", "transaction_amount_usd": 3265.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.58, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 861.64, "financial_exposure_usd": 1232.18, "recoverable_pct": 0.45 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105368", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-04T17:28:00Z", "trace_id": "846e6466-edb2-830c-90be-e0034c094683" }
{ "account_age_days": 1696, "account_id": "ACCT-0AF14BFF0299", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.692 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 298, "timestamp": "2026-01-04T17:28:00Z", "transaction_amount_usd": 2689526.06 }, { "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": 0.939, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 5203951.48, "financial_exposure_usd": 7619314.04, "recoverable_pct": 0.887 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104332", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-04T00:12:00Z", "trace_id": "db3e5663-098c-934b-bc48-370e6857e4e6" }
{ "account_age_days": 237, "account_id": "ACCT-3CDF47F82F21", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.233 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1011, "timestamp": "2026-01-04T00:12:00Z", "transaction_amount_usd": 1593678.28 }, { "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": 0.535, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 565477.15, "financial_exposure_usd": 906497.8, "recoverable_pct": 0.501 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109851", "label": "benign", "label_confidence": 0.513, "severity": "medium", "timestamp": "2026-01-07T20:11:00Z", "trace_id": "f3c5b248-29c0-4175-7914-b6d97936581e" }
{ "account_age_days": 614, "account_id": "ACCT-0B5F511019C9", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 130, "timestamp": "2026-01-07T17:10:00Z", "transaction_amount_usd": 14.66 }, { "asset": "JPY", "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": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1313.22, "financial_exposure_usd": 1846.8, "recoverable_pct": 0.536 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105940", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-05T03:00:00Z", "trace_id": "2c338f92-7695-d707-9b45-5bf61b1195d6" }
{ "account_age_days": 1602, "account_id": "ACCT-12A54EE95CCA", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.227 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 412, "timestamp": "2026-01-05T03:00:00Z", "transaction_amount_usd": 1254534.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.574, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2071568.7, "financial_exposure_usd": 2499193.29, "recoverable_pct": 0.441 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109013", "label": "benign", "label_confidence": 0.615, "severity": "low", "timestamp": "2026-01-07T06:13:00Z", "trace_id": "69807635-e4b3-5b9c-27da-fba99f233e43" }
{ "account_age_days": 1498, "account_id": "ACCT-11DB916C482F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.774 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 918, "timestamp": "2026-01-07T06:13:00Z", "transaction_amount_usd": 5560.11 }, { "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": 0.644, "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": 900.88, "financial_exposure_usd": 1289.97, "recoverable_pct": 0.92 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103651", "label": "fraudulent", "label_confidence": 0.817, "severity": "medium", "timestamp": "2026-01-03T12:51:00Z", "trace_id": "90c5ca04-a608-e488-f1cc-8c1f155fcb04" }
{ "account_age_days": 307, "account_id": "ACCT-6AE3BF982961", "baseline_risk_score": 0.224, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 83, "timestamp": "2026-01-03T12:51:00Z", "transaction_amount_usd": 2189008.86 }, { "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": 0.77, "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": 688141.03, "financial_exposure_usd": 950365.82, "recoverable_pct": 0.777 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105956", "label": "fraudulent", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-05T03:16:00Z", "trace_id": "71f3a462-1d94-dc36-431b-5a6988afba2e" }
{ "account_age_days": 1236, "account_id": "ACCT-17F590E602E2", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1010, "timestamp": "2026-01-05T03:16:00Z", "transaction_amount_usd": 2230919.96 }, { "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": 0.379, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1551671.99, "financial_exposure_usd": 2342141.45, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108243", "label": "benign", "label_confidence": 0.453, "severity": "medium", "timestamp": "2026-01-06T17:23:00Z", "trace_id": "8b72c1ea-c30b-5af5-2003-17a29765ee5d" }
{ "account_age_days": 1186, "account_id": "ACCT-8366A06EEA57", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 530, "timestamp": "2026-01-06T17:23:00Z", "transaction_amount_usd": 4414.36 }, { "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": 0.561, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 947.64, "financial_exposure_usd": 1390.17, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106809", "label": "benign", "label_confidence": 0.652, "severity": "high", "timestamp": "2026-01-05T17:29:00Z", "trace_id": "ad0eb4c5-7bdd-af92-3130-72cc4487bae3" }
{ "account_age_days": 1984, "account_id": "ACCT-771E20B3C93D", "baseline_risk_score": 0.159, "kyc_tier": "tier_1", "session_entropy": 0.902 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 954, "timestamp": "2026-01-05T17:29:00Z", "transaction_amount_usd": 9967.02 }, { "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": 0.795, "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": 1640.27, "financial_exposure_usd": 1879.49, "recoverable_pct": 0.416 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102775", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-02T22:15:00Z", "trace_id": "f84e2411-94e7-6d2a-7bbe-7634191a11b9" }
{ "account_age_days": 1390, "account_id": "ACCT-14016798262F", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.177 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 574, "timestamp": "2026-01-02T22:15:00Z", "transaction_amount_usd": 115732.51 }, { "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": 0.774, "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": 97880.55, "financial_exposure_usd": 149901.94, "recoverable_pct": 0.603 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108786", "label": "benign", "label_confidence": 0.669, "severity": "low", "timestamp": "2026-01-07T02:26:00Z", "trace_id": "d6dfb0d5-f33d-cc35-65dd-d5bd4eb7875d" }
{ "account_age_days": 1052, "account_id": "ACCT-2C96B6F8B027", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.604 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 396, "timestamp": "2026-01-06T19:39:00Z", "transaction_amount_usd": 2.19 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.554, "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": 1290.76, "financial_exposure_usd": 1816.25, "recoverable_pct": 0.996 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103507", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-03T10:27:00Z", "trace_id": "f1afc891-534a-7c49-525a-b040af3a21f3" }
{ "account_age_days": 1222, "account_id": "ACCT-A02F35598FBB", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.799 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 609, "timestamp": "2026-01-03T10:27:00Z", "transaction_amount_usd": 1847411.75 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.93, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3886823.91, "financial_exposure_usd": 7052188.99, "recoverable_pct": 0.499 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109921", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-07T21:21:00Z", "trace_id": "380328d2-0306-d651-e262-1aebeb2c459c" }
{ "account_age_days": 1816, "account_id": "ACCT-A3AB1501FB35", "baseline_risk_score": 0.158, "kyc_tier": "tier_1", "session_entropy": 0.892 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1176, "timestamp": "2026-01-07T21:21:00Z", "transaction_amount_usd": 7282.58 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1570.88, "financial_exposure_usd": 2894.64, "recoverable_pct": 0.632 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105366", "label": "fraudulent", "label_confidence": 0.895, "severity": "low", "timestamp": "2026-01-04T17:26:00Z", "trace_id": "4fec4309-8630-a8ae-074a-12a782552c51" }
{ "account_age_days": 273, "account_id": "ACCT-CA162925E778", "baseline_risk_score": 0.109, "kyc_tier": "tier_3", "session_entropy": 0.472 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 245, "timestamp": "2026-01-04T17:26:00Z", "transaction_amount_usd": 950151.54 }, { "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": 0.687, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3407409.83, "financial_exposure_usd": 5947314.99, "recoverable_pct": 0.716 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105085", "label": "fraudulent", "label_confidence": 0.67, "severity": "medium", "timestamp": "2026-01-04T12:45:00Z", "trace_id": "f920056f-2dd0-90ab-f539-0887ee0da562" }
{ "account_age_days": 828, "account_id": "ACCT-94E6D2D38D9D", "baseline_risk_score": 0.077, "kyc_tier": "tier_3", "session_entropy": 0.575 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1073, "timestamp": "2026-01-04T12:45:00Z", "transaction_amount_usd": 1146525.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.805, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6470728.74, "financial_exposure_usd": 6478583.48, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101402", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-01T23:22:00Z", "trace_id": "cce2ce13-fc06-0bcd-9834-52a690894cf0" }
{ "account_age_days": 1647, "account_id": "ACCT-DFB5478C5A3F", "baseline_risk_score": 0.28, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 353, "timestamp": "2026-01-01T23:22:00Z", "transaction_amount_usd": 73262.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.411, "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": 993843.19, "financial_exposure_usd": 1234831.51, "recoverable_pct": 0.512 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107476", "label": "benign", "label_confidence": 0.51, "severity": "low", "timestamp": "2026-01-06T04:36:00Z", "trace_id": "10169f97-5372-9963-3787-fe319a672b01" }
{ "account_age_days": 1434, "account_id": "ACCT-5152A8A14599", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.11 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 263, "timestamp": "2026-01-05T22:06:00Z", "transaction_amount_usd": 9.44 }, { "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": 0.58, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2096.15, "financial_exposure_usd": 3385.19, "recoverable_pct": 0.437 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102367", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-02T15:27:00Z", "trace_id": "204a8eee-857b-6aa7-f151-8b630b345ee1" }
{ "account_age_days": 740, "account_id": "ACCT-B77AF220A4BD", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 336, "timestamp": "2026-01-02T03:50:00Z", "transaction_amount_usd": 11.31 }, { "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": 0.496, "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": 742343.41, "financial_exposure_usd": 789488.48, "recoverable_pct": 0.163 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103982", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-03T18:22:00Z", "trace_id": "e20d67b5-6b2c-b6f2-36dd-1ae464245a61" }
{ "account_age_days": 743, "account_id": "ACCT-D74ABC12B0A9", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.311 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 508, "timestamp": "2026-01-03T18:22:00Z", "transaction_amount_usd": 1595603.53 }, { "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": 0.43, "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 post...
{ "customer_funds_at_risk_usd": 5897411.63, "financial_exposure_usd": 6638292.7, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106939", "label": "benign", "label_confidence": 0.743, "severity": "critical", "timestamp": "2026-01-05T19:39:00Z", "trace_id": "ae9718f3-117d-f380-c6d9-4232892b65b9" }
{ "account_age_days": 761, "account_id": "ACCT-91F75F26B585", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.446 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 360, "timestamp": "2026-01-05T15:44:00Z", "transaction_amount_usd": 2.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1086.98, "financial_exposure_usd": 2351.4, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106948", "label": "benign", "label_confidence": 0.469, "severity": "medium", "timestamp": "2026-01-05T19:48:00Z", "trace_id": "b428cb86-b7a3-d130-80e8-5c25ea4d073e" }
{ "account_age_days": 834, "account_id": "ACCT-4D1BC4B4989E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.338 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 112, "timestamp": "2026-01-05T19:48:00Z", "transaction_amount_usd": 13628.87 }, { "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": 0.47, "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_t...
{ "customer_funds_at_risk_usd": 2049.46, "financial_exposure_usd": 3010.8, "recoverable_pct": 0.52 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101791", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-02T05:51:00Z", "trace_id": "6c7f9d86-006c-cbcf-2abf-fbb3766457a9" }
{ "account_age_days": 1203, "account_id": "ACCT-D7B2909AA08B", "baseline_risk_score": 0.537, "kyc_tier": "tier_3", "session_entropy": 0.919 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 217, "timestamp": "2026-01-02T02:35:00Z", "transaction_amount_usd": 12.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.364, "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": 498188.79, "financial_exposure_usd": 542620.69, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102274", "label": "fraudulent", "label_confidence": 0.854, "severity": "high", "timestamp": "2026-01-02T13:54:00Z", "trace_id": "8b635a8e-a135-9414-1b02-ced91e3eac7e" }
{ "account_age_days": 821, "account_id": "ACCT-BB137C2D6345", "baseline_risk_score": 0.537, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 312, "timestamp": "2026-01-02T13:54:00Z", "transaction_amount_usd": 36122.24 }, { "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": 0.592, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1010831.88, "financial_exposure_usd": 1038454.02, "recoverable_pct": 0.504 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107429", "label": "benign", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-06T03:49:00Z", "trace_id": "65a6bc79-bb40-dca5-0f70-ed8122267a33" }
{ "account_age_days": 850, "account_id": "ACCT-48781292867F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.39 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 810, "timestamp": "2026-01-06T03:49:00Z", "transaction_amount_usd": 324.44 }, { "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": 0.562, "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": 2233.38, "financial_exposure_usd": 3548.53, "recoverable_pct": 0.992 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107822", "label": "benign", "label_confidence": 0.5, "severity": "high", "timestamp": "2026-01-06T10:22:00Z", "trace_id": "eba69380-406d-8a7c-4008-03996735f2aa" }
{ "account_age_days": 50, "account_id": "ACCT-7BE41860DBED", "baseline_risk_score": 0.123, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 705, "timestamp": "2026-01-06T10:22:00Z", "transaction_amount_usd": 4586.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.608, "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": 2713.09, "financial_exposure_usd": 2714.06, "recoverable_pct": 0.446 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109747", "label": "benign", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-07T18:27:00Z", "trace_id": "c46c14de-0e82-0196-1241-4df1a6c7ed52" }
{ "account_age_days": 1821, "account_id": "ACCT-349CD83EF9A6", "baseline_risk_score": 0.187, "kyc_tier": "tier_2", "session_entropy": 0.232 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 477, "timestamp": "2026-01-07T18:27:00Z", "transaction_amount_usd": 2427.35 }, { "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": 0.656, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 609.18, "financial_exposure_usd": 1304.06, "recoverable_pct": 0.491 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109201", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-07T09:21:00Z", "trace_id": "9e967515-5404-a6b6-23ec-2da96a09394a" }
{ "account_age_days": 1620, "account_id": "ACCT-54DED541F548", "baseline_risk_score": 0.118, "kyc_tier": "tier_3", "session_entropy": 0.174 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 168, "timestamp": "2026-01-07T07:49:00Z", "transaction_amount_usd": 20.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.659, "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": 2036.49, "financial_exposure_usd": 2312.16, "recoverable_pct": 0.567 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104380", "label": "fraudulent", "label_confidence": 0.842, "severity": "high", "timestamp": "2026-01-04T01:00:00Z", "trace_id": "d0d04fbd-0c91-906d-9ccd-035040053195" }
{ "account_age_days": 1158, "account_id": "ACCT-8296051BE0DB", "baseline_risk_score": 0.266, "kyc_tier": "tier_3", "session_entropy": 0.271 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 392, "timestamp": "2026-01-03T17:37:00Z", "transaction_amount_usd": 17.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.714, "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": 2776176.72, "financial_exposure_usd": 4748420.55, "recoverable_pct": 0.625 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102460", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-02T17:00:00Z", "trace_id": "84346a76-f005-23f6-9b21-cc686bab73b2" }
{ "account_age_days": 432, "account_id": "ACCT-CB45D242F50A", "baseline_risk_score": 0.492, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 581, "timestamp": "2026-01-02T17:00:00Z", "transaction_amount_usd": 16795.5 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.676, "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": 600203.89, "financial_exposure_usd": 681165.03, "recoverable_pct": 0.285 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102994", "label": "fraudulent", "label_confidence": 0.903, "severity": "critical", "timestamp": "2026-01-03T01:54:00Z", "trace_id": "3e995d4f-20c3-a6c9-a019-004216479b88" }
{ "account_age_days": 798, "account_id": "ACCT-4ED72248AFB4", "baseline_risk_score": 0.583, "kyc_tier": "tier_1", "session_entropy": 0.392 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 391, "timestamp": "2026-01-03T01:54:00Z", "transaction_amount_usd": 60069.81 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 930429.79, "financial_exposure_usd": 937479.04, "recoverable_pct": 0.281 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101867", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-02T07:07:00Z", "trace_id": "634e8d98-4d36-56d2-8988-3b8a1a25520f" }
{ "account_age_days": 301, "account_id": "ACCT-263F139009D3", "baseline_risk_score": 0.332, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 395, "timestamp": "2026-01-01T21:16:00Z", "transaction_amount_usd": 19.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.802, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 572276.2, "financial_exposure_usd": 1232212.31, "recoverable_pct": 0.321 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103054", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-03T02:54:00Z", "trace_id": "8ab093ca-586e-e36b-dd9b-156e8e6f00df" }
{ "account_age_days": 1334, "account_id": "ACCT-D0441EFFB7C4", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 550, "timestamp": "2026-01-03T02:54:00Z", "transaction_amount_usd": 81567.82 }, { "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": 0.628, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 579995.25, "financial_exposure_usd": 1038316.16, "recoverable_pct": 0.73 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104554", "label": "fraudulent", "label_confidence": 0.693, "severity": "high", "timestamp": "2026-01-04T03:54:00Z", "trace_id": "02be5c52-5f49-9429-4cc8-670a60791267" }
{ "account_age_days": 406, "account_id": "ACCT-BE96EF3B7402", "baseline_risk_score": 0.436, "kyc_tier": "tier_3", "session_entropy": 0.483 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1109, "timestamp": "2026-01-04T03:54:00Z", "transaction_amount_usd": 2036122.28 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.618, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 629135.94, "financial_exposure_usd": 1420533.65, "recoverable_pct": 0.609 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105365", "label": "fraudulent", "label_confidence": 0.824, "severity": "low", "timestamp": "2026-01-04T17:25:00Z", "trace_id": "dff42bd1-8032-0c0e-c82a-b4c12d260a0e" }
{ "account_age_days": 1436, "account_id": "ACCT-2792009C4D73", "baseline_risk_score": 0.268, "kyc_tier": "tier_2", "session_entropy": 0.548 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1078, "timestamp": "2026-01-04T17:25:00Z", "transaction_amount_usd": 895795.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.796, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3805731.03, "financial_exposure_usd": 8260016.1, "recoverable_pct": 0.864 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105563", "label": "fraudulent", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-04T20:43:00Z", "trace_id": "a68ea93a-73bc-7ff9-007f-bbab8a2da38c" }
{ "account_age_days": 247, "account_id": "ACCT-0430DB381E47", "baseline_risk_score": 0.276, "kyc_tier": "tier_2", "session_entropy": 0.256 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 502, "timestamp": "2026-01-04T20:43:00Z", "transaction_amount_usd": 504561.93 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "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": 4759118.85, "financial_exposure_usd": 5356937.41, "recoverable_pct": 0.646 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101034", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-01T17:14:00Z", "trace_id": "45fb0dcf-d08d-2a30-ba39-fd6ffbd3bfcb" }
{ "account_age_days": 1618, "account_id": "ACCT-03252BDCB5B9", "baseline_risk_score": 0.382, "kyc_tier": "tier_2", "session_entropy": 0.899 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 469, "timestamp": "2026-01-01T17:14:00Z", "transaction_amount_usd": 52187.9 }, { "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": 0.877, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 323179.66, "financial_exposure_usd": 611463.12, "recoverable_pct": 0.363 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100763", "label": "fraudulent", "label_confidence": 0.805, "severity": "medium", "timestamp": "2026-01-01T12:43:00Z", "trace_id": "2e6c8fb7-4530-5525-9ecf-92529a05150a" }
{ "account_age_days": 1837, "account_id": "ACCT-EC3C10A50745", "baseline_risk_score": 0.442, "kyc_tier": "tier_1", "session_entropy": 0.513 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 210, "timestamp": "2026-01-01T02:17:00Z", "transaction_amount_usd": 16.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.896, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 341216.16, "financial_exposure_usd": 550808.31, "recoverable_pct": 0.527 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101376", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-01T22:56:00Z", "trace_id": "2ad1675a-f5cb-edfe-7d03-8c3959376ab7" }
{ "account_age_days": 1844, "account_id": "ACCT-157B49C915D3", "baseline_risk_score": 0.314, "kyc_tier": "tier_2", "session_entropy": 0.844 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 622, "timestamp": "2026-01-01T22:56:00Z", "transaction_amount_usd": 19070.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 244922.71, "financial_exposure_usd": 387060.43, "recoverable_pct": 0.655 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108102", "label": "benign", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-06T15:02:00Z", "trace_id": "53a9ee77-7f4f-0707-4b8e-dc2cd498bd50" }
{ "account_age_days": 947, "account_id": "ACCT-2D251FDD8B04", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 121, "timestamp": "2026-01-06T12:39:00Z", "transaction_amount_usd": 23.5 }, { "asset": "EUR", "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": 0.765, "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": 1574.26, "financial_exposure_usd": 1600.93, "recoverable_pct": 0.829 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101110", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-01T18:30:00Z", "trace_id": "979a5da2-5c1d-4ad6-132b-0887c6a18d2b" }
{ "account_age_days": 1744, "account_id": "ACCT-28C6A33D1836", "baseline_risk_score": 0.594, "kyc_tier": "tier_1", "session_entropy": 0.74 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1192, "timestamp": "2026-01-01T18:30:00Z", "transaction_amount_usd": 74710.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.452, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 723812.57, "financial_exposure_usd": 981016.89, "recoverable_pct": 0.457 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103662", "label": "fraudulent", "label_confidence": 0.603, "severity": "high", "timestamp": "2026-01-03T13:02:00Z", "trace_id": "e47d40b8-6638-a994-9bb9-1d97c2c248bd" }
{ "account_age_days": 1916, "account_id": "ACCT-8CD88E72D1C1", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.395 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 800, "timestamp": "2026-01-03T13:02:00Z", "transaction_amount_usd": 483677.91 }, { "asset": "USDT", "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": 0.883, "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": 6394429.57, "financial_exposure_usd": 6567396.16, "recoverable_pct": 0.991 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107707", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-06T08:27:00Z", "trace_id": "cfc999b3-f193-5a9d-0c91-a783255229a8" }
{ "account_age_days": 900, "account_id": "ACCT-2E7C97C98AA3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.831 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 722, "timestamp": "2026-01-06T08:27:00Z", "transaction_amount_usd": 11375.39 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.707, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2259.83, "financial_exposure_usd": 2889.6, "recoverable_pct": 0.926 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106671", "label": "benign", "label_confidence": 0.588, "severity": "high", "timestamp": "2026-01-05T15:11:00Z", "trace_id": "a2d9fcd9-f442-4d33-a529-ece3d14df624" }
{ "account_age_days": 1182, "account_id": "ACCT-FC67E89E6CB4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 369, "timestamp": "2026-01-05T15:11:00Z", "transaction_amount_usd": 9928.05 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 848.16, "financial_exposure_usd": 1148.45, "recoverable_pct": 0.704 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108328", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-06T18:48:00Z", "trace_id": "889e6e58-b874-4932-bc4e-fa928fe1aeeb" }
{ "account_age_days": 1829, "account_id": "ACCT-4A37C1DAE91D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.429 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 180, "timestamp": "2026-01-06T18:48:00Z", "transaction_amount_usd": 2941.97 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.495, "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": 898.45, "financial_exposure_usd": 1236.1, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109252", "label": "benign", "label_confidence": 0.486, "severity": "low", "timestamp": "2026-01-07T10:12:00Z", "trace_id": "e0879387-ac7d-1612-30fd-70e1b3d1f874" }
{ "account_age_days": 1429, "account_id": "ACCT-DE40B9CD4BB3", "baseline_risk_score": 0.174, "kyc_tier": "tier_2", "session_entropy": 0.882 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 304, "timestamp": "2026-01-07T01:38:00Z", "transaction_amount_usd": 21.23 }, { "asset": "ETH", "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": 0.688, "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": 2350.48, "financial_exposure_usd": 2752.32, "recoverable_pct": 0.952 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100452", "label": "fraudulent", "label_confidence": 0.849, "severity": "critical", "timestamp": "2026-01-01T07:32:00Z", "trace_id": "5b387e32-ec1b-7b76-2bf6-868a0d586c75" }
{ "account_age_days": 1498, "account_id": "ACCT-F2B505705D61", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 200, "timestamp": "2025-12-31T20:33:00Z", "transaction_amount_usd": 6.66 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.475, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 377558.1, "financial_exposure_usd": 520178.39, "recoverable_pct": 0.307 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108660", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-07T00:20:00Z", "trace_id": "30105d62-dd61-5215-b254-e65238cc7015" }
{ "account_age_days": 1310, "account_id": "ACCT-22D74578E74B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.9 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1199, "timestamp": "2026-01-07T00:20:00Z", "transaction_amount_usd": 5401.37 }, { "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": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2814.58, "financial_exposure_usd": 3813.64, "recoverable_pct": 0.469 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105965", "label": "fraudulent", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-05T03:25:00Z", "trace_id": "367bea46-0267-e5f1-3d49-2b34d4e5ac8f" }
{ "account_age_days": 784, "account_id": "ACCT-51DDEAAADC9F", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.663 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 299, "timestamp": "2026-01-04T16:03:00Z", "transaction_amount_usd": 20.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.732, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5476335.35, "financial_exposure_usd": 5592740.76, "recoverable_pct": 0.855 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105559", "label": "fraudulent", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-04T20:39:00Z", "trace_id": "c8003a3b-13ff-e2fc-22b8-04a2fd5f1bdd" }
{ "account_age_days": 1546, "account_id": "ACCT-7A4FD9494F83", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1148, "timestamp": "2026-01-04T20:39:00Z", "transaction_amount_usd": 2073468.85 }, { "asset": "USD", "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": 0.385, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6675981.66, "financial_exposure_usd": 7617194.57, "recoverable_pct": 0.527 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102847", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T23:27:00Z", "trace_id": "c03c076b-5bed-6283-51b9-a519fb447999" }
{ "account_age_days": 935, "account_id": "ACCT-F6327AC9457E", "baseline_risk_score": 0.567, "kyc_tier": "tier_3", "session_entropy": 0.775 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 569, "timestamp": "2026-01-02T23:27:00Z", "transaction_amount_usd": 47715.08 }, { "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": 0.451, "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": 409358.85, "financial_exposure_usd": 501717.09, "recoverable_pct": 0.039 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105775", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-05T00:15:00Z", "trace_id": "2a231243-ac76-aace-072e-74755c47e28b" }
{ "account_age_days": 1366, "account_id": "ACCT-35F42E235201", "baseline_risk_score": 0.224, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 443, "timestamp": "2026-01-05T00:15:00Z", "transaction_amount_usd": 2619615.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.389, "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": 2153218.25, "financial_exposure_usd": 3197953.3, "recoverable_pct": 0.903 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109693", "label": "benign", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-07T17:33:00Z", "trace_id": "6d4067c9-338d-94d9-8581-e5dcc19ef2f8" }
{ "account_age_days": 438, "account_id": "ACCT-D725FECAF197", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.416 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 363, "timestamp": "2026-01-07T17:33:00Z", "transaction_amount_usd": 6917.2 }, { "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": 0.674, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2890.79, "financial_exposure_usd": 4360.27, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108126", "label": "benign", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-06T15:26:00Z", "trace_id": "2ce819f9-0c09-829f-d0b0-6509a6e85863" }
{ "account_age_days": 1925, "account_id": "ACCT-95DFBCBFC6D6", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 377, "timestamp": "2026-01-06T12:04:00Z", "transaction_amount_usd": 15.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.489, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2700.1, "financial_exposure_usd": 5081.44, "recoverable_pct": 0.705 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102913", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-03T00:33:00Z", "trace_id": "791a05f2-ef26-b73f-e98b-1389cd43a2b6" }
{ "account_age_days": 828, "account_id": "ACCT-B63A5A16374E", "baseline_risk_score": 0.337, "kyc_tier": "tier_2", "session_entropy": 0.19 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 310, "timestamp": "2026-01-02T23:20:00Z", "transaction_amount_usd": 8.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.642, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 449426.09, "financial_exposure_usd": 509592.83, "recoverable_pct": 0.622 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106267", "label": "fraudulent", "label_confidence": 0.834, "severity": "low", "timestamp": "2026-01-05T08:27:00Z", "trace_id": "4f47845f-4de0-d9fa-385c-77b12327ab77" }
{ "account_age_days": 1141, "account_id": "ACCT-B4CE09EC3B15", "baseline_risk_score": 0.362, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 315, "timestamp": "2026-01-04T21:16:00Z", "transaction_amount_usd": 12.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.869, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5626509.25, "financial_exposure_usd": 6279295.81, "recoverable_pct": 0.663 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104418", "label": "fraudulent", "label_confidence": 0.7, "severity": "high", "timestamp": "2026-01-04T01:38:00Z", "trace_id": "357f3f38-d0fa-1f6b-bf04-7525425fb643" }
{ "account_age_days": 1626, "account_id": "ACCT-2DE6E2BCC5A6", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.143 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 363, "timestamp": "2026-01-04T01:38:00Z", "transaction_amount_usd": 1369578.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.73, "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 p...
{ "customer_funds_at_risk_usd": 2488589.72, "financial_exposure_usd": 3187615.64, "recoverable_pct": 0.784 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107847", "label": "benign", "label_confidence": 0.541, "severity": "high", "timestamp": "2026-01-06T10:47:00Z", "trace_id": "b9bac898-7552-d941-63aa-9bf479fb8341" }
{ "account_age_days": 308, "account_id": "ACCT-7F8A3BC8E76C", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.862 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 310, "timestamp": "2026-01-06T10:47:00Z", "transaction_amount_usd": 5125.51 }, { "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": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3723.71, "financial_exposure_usd": 3725.55, "recoverable_pct": 0.57 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100045", "label": "fraudulent", "label_confidence": 0.832, "severity": "medium", "timestamp": "2026-01-01T00:45:00Z", "trace_id": "55c3b2db-f374-190d-0274-ce40e09016b6" }
{ "account_age_days": 1748, "account_id": "ACCT-4EED412473B0", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.494 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1165, "timestamp": "2026-01-01T00:45:00Z", "transaction_amount_usd": 45464.84 }, { "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": 0.445, "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": 449528.91, "financial_exposure_usd": 501800.45, "recoverable_pct": 0.592 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102044", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-02T10:04:00Z", "trace_id": "6ccaa025-8cb8-f0e4-6e89-70448f89ff68" }
{ "account_age_days": 1238, "account_id": "ACCT-5E23B6A10D0D", "baseline_risk_score": 0.556, "kyc_tier": "tier_3", "session_entropy": 0.243 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 193, "timestamp": "2026-01-02T09:25:00Z", "transaction_amount_usd": 2.01 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.592, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 649220.01, "financial_exposure_usd": 787709.26, "recoverable_pct": 0.779 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102916", "label": "fraudulent", "label_confidence": 0.765, "severity": "critical", "timestamp": "2026-01-03T00:36:00Z", "trace_id": "e16bc099-2f4e-9c29-cbd9-6aff16a587b0" }
{ "account_age_days": 1057, "account_id": "ACCT-8585E337A615", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.169 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 752, "timestamp": "2026-01-03T00:36:00Z", "transaction_amount_usd": 47367.05 }, { "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": 0.839, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 524225.97, "financial_exposure_usd": 661642.98, "recoverable_pct": 0.351 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108462", "label": "benign", "label_confidence": 0.583, "severity": "high", "timestamp": "2026-01-06T21:02:00Z", "trace_id": "41f9406c-b012-2d4b-3f0d-93ef74951a21" }
{ "account_age_days": 308, "account_id": "ACCT-0D8381254C42", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.163 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 948, "timestamp": "2026-01-06T21:02:00Z", "transaction_amount_usd": 10610.75 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "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": 1787.49, "financial_exposure_usd": 2885.86, "recoverable_pct": 0.581 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109004", "label": "benign", "label_confidence": 0.744, "severity": "critical", "timestamp": "2026-01-07T06:04:00Z", "trace_id": "62af285c-967e-9830-4002-82eb247f83ca" }
{ "account_age_days": 1681, "account_id": "ACCT-EC8C2592E111", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.823 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1153, "timestamp": "2026-01-07T06:04:00Z", "transaction_amount_usd": 1315.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.642, "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": 2137.37, "financial_exposure_usd": 2726.84, "recoverable_pct": 0.913 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107645", "label": "benign", "label_confidence": 0.589, "severity": "medium", "timestamp": "2026-01-06T07:25:00Z", "trace_id": "4a4597a6-607f-30ac-3f80-e119f22d826e" }
{ "account_age_days": 131, "account_id": "ACCT-A2972960AB22", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 96, "timestamp": "2026-01-05T18:57:00Z", "transaction_amount_usd": 10.55 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2994.15, "financial_exposure_usd": 4798.66, "recoverable_pct": 0.753 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109598", "label": "benign", "label_confidence": 0.5, "severity": "medium", "timestamp": "2026-01-07T15:58:00Z", "trace_id": "a20d7179-9e4f-001a-9365-10e391115a8e" }
{ "account_age_days": 160, "account_id": "ACCT-0CD719E15424", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.504 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1026, "timestamp": "2026-01-07T15:58:00Z", "transaction_amount_usd": 8366.03 }, { "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": 0.555, "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": 1857.71, "financial_exposure_usd": 2101.52, "recoverable_pct": 0.661 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104569", "label": "fraudulent", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-04T04:09:00Z", "trace_id": "c10061e7-1213-ef6a-6cf7-9e56a1bd720c" }
{ "account_age_days": 1295, "account_id": "ACCT-EE356491A5C7", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 316, "timestamp": "2026-01-03T18:24:00Z", "transaction_amount_usd": 18.28 }, { "asset": "SOL", "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": 0.602, "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": 1215518.29, "financial_exposure_usd": 2969588.34, "recoverable_pct": 0.585 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109545", "label": "benign", "label_confidence": 0.717, "severity": "high", "timestamp": "2026-01-07T15:05:00Z", "trace_id": "bb830389-eabc-7ddc-9946-c28232b07d39" }
{ "account_age_days": 665, "account_id": "ACCT-121D004E520F", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.908 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 954, "timestamp": "2026-01-07T15:05:00Z", "transaction_amount_usd": 658.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "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_tr...
{ "customer_funds_at_risk_usd": 4294.36, "financial_exposure_usd": 5571.21, "recoverable_pct": 0.711 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102843", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-02T23:23:00Z", "trace_id": "fb8ec2e3-fc0d-b87f-54d7-8e847acccfb0" }
{ "account_age_days": 561, "account_id": "ACCT-037B9535B15A", "baseline_risk_score": 0.484, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 251, "timestamp": "2026-01-02T22:29:00Z", "transaction_amount_usd": 24.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.418, "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": 1086303.54, "financial_exposure_usd": 1199939.4, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105637", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-04T21:57:00Z", "trace_id": "09302ae4-2082-aff0-e78d-20dfd9ff3bff" }
{ "account_age_days": 1817, "account_id": "ACCT-2506BA79270A", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 127, "timestamp": "2026-01-04T21:57:00Z", "transaction_amount_usd": 2251679.6 }, { "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": 0.854, "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": 2426041.44, "financial_exposure_usd": 4223770.93, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101973", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-02T08:53:00Z", "trace_id": "9fea2b73-68c0-7f73-e8bf-7e1edbbaf82e" }
{ "account_age_days": 108, "account_id": "ACCT-6CC8E86184A4", "baseline_risk_score": 0.528, "kyc_tier": "tier_2", "session_entropy": 0.199 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 143, "timestamp": "2026-01-02T08:53:00Z", "transaction_amount_usd": 105819.64 }, { "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": 0.629, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 398098.31, "financial_exposure_usd": 594511.27, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106347", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-05T09:47:00Z", "trace_id": "f9d76ec1-01c8-f4c5-bc7e-3afd631f0a98" }
{ "account_age_days": 1876, "account_id": "ACCT-59B17F3DBE24", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.278 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 253, "timestamp": "2026-01-05T03:04:00Z", "transaction_amount_usd": 8.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.804, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 3", "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": 1500811, "financial_exposure_usd": 2349842.37, "recoverable_pct": 0.643 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104967", "label": "fraudulent", "label_confidence": 0.664, "severity": "high", "timestamp": "2026-01-04T10:47:00Z", "trace_id": "b874ce75-c641-2cea-76da-5826e5512280" }
{ "account_age_days": 1490, "account_id": "ACCT-8BCE1D40720A", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.462 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 883, "timestamp": "2026-01-04T10:47:00Z", "transaction_amount_usd": 1059752.81 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2951563.32, "financial_exposure_usd": 4811827.23, "recoverable_pct": 0.69 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107242", "label": "benign", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-06T00:42:00Z", "trace_id": "c2e92174-66c9-c625-466b-1226b200c405" }
{ "account_age_days": 1233, "account_id": "ACCT-613360BA49FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1161, "timestamp": "2026-01-06T00:42:00Z", "transaction_amount_usd": 10921.76 }, { "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": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3202.08, "financial_exposure_usd": 4364.25, "recoverable_pct": 0.97 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104439", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-04T01:59:00Z", "trace_id": "70ae47e1-eb66-86e2-7962-4645466a1d38" }
{ "account_age_days": 1454, "account_id": "ACCT-80AC13001513", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.404 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1164, "timestamp": "2026-01-04T01:59:00Z", "transaction_amount_usd": 1580230.32 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.481, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6538269.5, "financial_exposure_usd": 8225684.14, "recoverable_pct": 0.997 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102437", "label": "fraudulent", "label_confidence": 0.878, "severity": "high", "timestamp": "2026-01-02T16:37:00Z", "trace_id": "43bfda75-71c1-6134-7312-ca655649bc0b" }
{ "account_age_days": 1755, "account_id": "ACCT-19C928129F6D", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.664 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 370, "timestamp": "2026-01-02T08:50:00Z", "transaction_amount_usd": 20.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.896, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 284031.67, "financial_exposure_usd": 619435.45, "recoverable_pct": 0.077 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108809", "label": "benign", "label_confidence": 0.574, "severity": "medium", "timestamp": "2026-01-07T02:49:00Z", "trace_id": "e1d34953-97e6-268c-eb3c-8553907bd235" }
{ "account_age_days": 640, "account_id": "ACCT-CAFABC5218D7", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.194 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 782, "timestamp": "2026-01-07T02:49:00Z", "transaction_amount_usd": 10733.33 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.757, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2993.64, "financial_exposure_usd": 5071.31, "recoverable_pct": 0.978 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103881", "label": "fraudulent", "label_confidence": 0.79, "severity": "medium", "timestamp": "2026-01-03T16:41:00Z", "trace_id": "d693686a-a33f-73ba-495a-3220c14aba01" }
{ "account_age_days": 1653, "account_id": "ACCT-40335ADDF46E", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.388 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1099, "timestamp": "2026-01-03T16:41:00Z", "transaction_amount_usd": 878477.26 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.464, "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": 3167260.13, "financial_exposure_usd": 5841375.26, "recoverable_pct": 0.48 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102205", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-02T12:45:00Z", "trace_id": "71576d32-0ae0-e7a8-1f5a-d953d99196ad" }
{ "account_age_days": 843, "account_id": "ACCT-F9319F4A2DB5", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.93 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 699, "timestamp": "2026-01-02T12:45:00Z", "transaction_amount_usd": 26465.06 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.413, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "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": 601103.83, "financial_exposure_usd": 708781.71, "recoverable_pct": 0.482 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101879", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-02T07:19:00Z", "trace_id": "ddb5e40b-3f66-3f9d-2780-7b54012f1228" }
{ "account_age_days": 1427, "account_id": "ACCT-D44814641E8A", "baseline_risk_score": 0.64, "kyc_tier": "tier_2", "session_entropy": 0.802 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 978, "timestamp": "2026-01-02T07:19:00Z", "transaction_amount_usd": 93175.17 }, { "asset": "EUR", "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": 0.886, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 276310.16, "financial_exposure_usd": 568068.06, "recoverable_pct": 0.289 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104036", "label": "fraudulent", "label_confidence": 0.878, "severity": "low", "timestamp": "2026-01-03T19:16:00Z", "trace_id": "22d5f5a7-372c-f6f0-a0ad-3ed65221aea4" }
{ "account_age_days": 1678, "account_id": "ACCT-2C669B91DAA0", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.285 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 321, "timestamp": "2026-01-03T19:16:00Z", "transaction_amount_usd": 1722031.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.891, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1215709.93, "financial_exposure_usd": 1460187.32, "recoverable_pct": 0.5 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102917", "label": "fraudulent", "label_confidence": 0.885, "severity": "low", "timestamp": "2026-01-03T00:37:00Z", "trace_id": "6beb9b4d-2bd0-8156-8a6e-0fe28b9d9fd3" }
{ "account_age_days": 157, "account_id": "ACCT-AFBD1C75C5CC", "baseline_risk_score": 0.416, "kyc_tier": "tier_1", "session_entropy": 0.82 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1129, "timestamp": "2026-01-03T00:37:00Z", "transaction_amount_usd": 113927.23 }, { "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": 0.924, "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": 372077.04, "financial_exposure_usd": 800640.86, "recoverable_pct": 0.409 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102814", "label": "fraudulent", "label_confidence": 0.786, "severity": "critical", "timestamp": "2026-01-02T22:54:00Z", "trace_id": "5d18a5d1-0c02-56bf-1e87-2c49eafd522b" }
{ "account_age_days": 89, "account_id": "ACCT-65F68E1EEF81", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.645 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1068, "timestamp": "2026-01-02T22:54:00Z", "transaction_amount_usd": 57739.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.921, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 559424.68, "financial_exposure_usd": 819883.45, "recoverable_pct": 0.352 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103092", "label": "fraudulent", "label_confidence": 0.81, "severity": "low", "timestamp": "2026-01-03T03:32:00Z", "trace_id": "57fa9009-eb4c-8e81-903d-64f16857dbe3" }
{ "account_age_days": 1199, "account_id": "ACCT-56B8DA566664", "baseline_risk_score": 0.455, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 705, "timestamp": "2026-01-03T03:32:00Z", "transaction_amount_usd": 16193.59 }, { "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": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 463182.66, "financial_exposure_usd": 649658.13, "recoverable_pct": 0.749 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }