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-103899", "label": "fraudulent", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-03T16:59:00Z", "trace_id": "0db80372-a616-8768-9b17-c5aa9252a5fc" }
{ "account_age_days": 77, "account_id": "ACCT-B791BE178A2C", "baseline_risk_score": 0.376, "kyc_tier": "tier_3", "session_entropy": 0.302 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 215, "timestamp": "2026-01-03T16:59:00Z", "transaction_amount_usd": 2330877.88 }, { "asset": "BTC", "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": 0.463, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6269521.36, "financial_exposure_usd": 6729267.24, "recoverable_pct": 0.985 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101018", "label": "fraudulent", "label_confidence": 0.795, "severity": "low", "timestamp": "2026-01-01T16:58:00Z", "trace_id": "e8fbcbb5-bb48-0db3-49fa-9ada24b30a5d" }
{ "account_age_days": 800, "account_id": "ACCT-DD700ABB1B6B", "baseline_risk_score": 0.638, "kyc_tier": "tier_2", "session_entropy": 0.872 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 262, "timestamp": "2026-01-01T05:24:00Z", "transaction_amount_usd": 14.99 }, { "asset": "BTC", "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": 0.418, "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": 280366.26, "financial_exposure_usd": 508497.13, "recoverable_pct": 0.797 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109493", "label": "benign", "label_confidence": 0.638, "severity": "low", "timestamp": "2026-01-07T14:13:00Z", "trace_id": "1fce3ff1-9873-c1e7-1ef6-b3ec906a7df2" }
{ "account_age_days": 1177, "account_id": "ACCT-1B59D75200FC", "baseline_risk_score": 0.113, "kyc_tier": "tier_3", "session_entropy": 0.197 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 242, "timestamp": "2026-01-07T14:13:00Z", "transaction_amount_usd": 10149.64 }, { "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": 0.677, "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": 3359.15, "financial_exposure_usd": 3479, "recoverable_pct": 0.865 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102051", "label": "fraudulent", "label_confidence": 0.967, "severity": "critical", "timestamp": "2026-01-02T10:11:00Z", "trace_id": "9e116e36-7148-0cec-9e2b-51ff677bf7d4" }
{ "account_age_days": 876, "account_id": "ACCT-E201F7325EFC", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 245, "timestamp": "2026-01-02T10:11:00Z", "transaction_amount_usd": 12779.95 }, { "asset": "JPY", "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": 0.835, "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": 506223.49, "financial_exposure_usd": 1001001.48, "recoverable_pct": 0.113 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105921", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-05T02:41:00Z", "trace_id": "7973845c-0d8a-6edb-86d2-33f265cbeffa" }
{ "account_age_days": 739, "account_id": "ACCT-3217C0DE2867", "baseline_risk_score": 0.368, "kyc_tier": "tier_2", "session_entropy": 0.744 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 320, "timestamp": "2026-01-04T18:55:00Z", "transaction_amount_usd": 21.11 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.621, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3712617.36, "financial_exposure_usd": 6266038.14, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101011", "label": "fraudulent", "label_confidence": 0.77, "severity": "high", "timestamp": "2026-01-01T16:51:00Z", "trace_id": "7bd7f5b0-0c4a-4749-2c6c-b095db2d62ea" }
{ "account_age_days": 1648, "account_id": "ACCT-CC10D7F1E2E5", "baseline_risk_score": 0.641, "kyc_tier": "tier_2", "session_entropy": 0.797 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1088, "timestamp": "2026-01-01T16:51:00Z", "transaction_amount_usd": 93441.23 }, { "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": 0.937, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 304842.67, "financial_exposure_usd": 691852.44, "recoverable_pct": 0.597 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108224", "label": "benign", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-06T17:04:00Z", "trace_id": "19f53ca7-6e64-80cb-ed2a-433ccba584aa" }
{ "account_age_days": 1068, "account_id": "ACCT-6E63CF283E29", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.875 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 278, "timestamp": "2026-01-06T17:04:00Z", "transaction_amount_usd": 14672.15 }, { "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": 0.451, "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": 1239.34, "financial_exposure_usd": 2852.58, "recoverable_pct": 0.582 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102591", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-02T19:11:00Z", "trace_id": "69415245-a3b6-41b2-8e81-8205e4dc82ea" }
{ "account_age_days": 1062, "account_id": "ACCT-1190EF546ACC", "baseline_risk_score": 0.499, "kyc_tier": "tier_1", "session_entropy": 0.736 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 428, "timestamp": "2026-01-02T19:11:00Z", "transaction_amount_usd": 71804.64 }, { "asset": "GBP", "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": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 611372.66, "financial_exposure_usd": 1060024.2, "recoverable_pct": 0.086 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107974", "label": "benign", "label_confidence": 0.655, "severity": "medium", "timestamp": "2026-01-06T12:54:00Z", "trace_id": "5352a47f-d30f-2e93-7555-4d84d50131c7" }
{ "account_age_days": 788, "account_id": "ACCT-5D4CE0B910DF", "baseline_risk_score": 0.173, "kyc_tier": "tier_1", "session_entropy": 0.358 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 233, "timestamp": "2026-01-06T04:27:00Z", "transaction_amount_usd": 2.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.708, "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": 4132.08, "financial_exposure_usd": 7033.62, "recoverable_pct": 0.731 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103371", "label": "fraudulent", "label_confidence": 0.607, "severity": "medium", "timestamp": "2026-01-03T08:11:00Z", "trace_id": "b7e03d8e-1aef-7dde-3d69-c37e0b341146" }
{ "account_age_days": 62, "account_id": "ACCT-39F23A48B870", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.311 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 678, "timestamp": "2026-01-03T08:11:00Z", "transaction_amount_usd": 663924.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.37, "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 pos...
{ "customer_funds_at_risk_usd": 7747579.82, "financial_exposure_usd": 8688669.04, "recoverable_pct": 0.539 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106455", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-05T11:35:00Z", "trace_id": "c89ba758-51a3-1748-9738-fc7af0a02bb3" }
{ "account_age_days": 582, "account_id": "ACCT-57A9B8D2270F", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.47 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 866, "timestamp": "2026-01-05T11:35:00Z", "transaction_amount_usd": 1753497.06 }, { "asset": "USDT", "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": 0.594, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1048222.46, "financial_exposure_usd": 1869344.11, "recoverable_pct": 0.554 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108943", "label": "benign", "label_confidence": 0.65, "severity": "low", "timestamp": "2026-01-07T05:03:00Z", "trace_id": "5f8b1a1b-4450-d08b-7276-5c8da4b83b06" }
{ "account_age_days": 69, "account_id": "ACCT-389B9E56A033", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.505 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1126, "timestamp": "2026-01-07T05:03:00Z", "transaction_amount_usd": 14753.88 }, { "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": 0.743, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2407.72, "financial_exposure_usd": 3960.29, "recoverable_pct": 0.523 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109862", "label": "benign", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-07T20:22:00Z", "trace_id": "7461e1b2-d6ee-72f6-7689-3cbc0f52f279" }
{ "account_age_days": 1143, "account_id": "ACCT-B8AB292F8336", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1188, "timestamp": "2026-01-07T20:22:00Z", "transaction_amount_usd": 7524.08 }, { "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": 0.625, "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": 1366.66, "financial_exposure_usd": 2070.02, "recoverable_pct": 0.828 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109619", "label": "benign", "label_confidence": 0.726, "severity": "low", "timestamp": "2026-01-07T16:19:00Z", "trace_id": "cb81b5a7-1887-9d58-4284-5b6ae33063af" }
{ "account_age_days": 719, "account_id": "ACCT-76BD188CFA6A", "baseline_risk_score": 0.088, "kyc_tier": "tier_3", "session_entropy": 0.801 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 355, "timestamp": "2026-01-07T11:19:00Z", "transaction_amount_usd": 23.37 }, { "asset": "BTC", "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1037.14, "financial_exposure_usd": 2172.95, "recoverable_pct": 0.824 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103168", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-03T04:48:00Z", "trace_id": "fbd80a35-7feb-4a40-0a45-b7a4f53edfa5" }
{ "account_age_days": 1463, "account_id": "ACCT-3F065E1409DA", "baseline_risk_score": 0.464, "kyc_tier": "tier_2", "session_entropy": 0.536 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 830, "timestamp": "2026-01-03T04:48:00Z", "transaction_amount_usd": 41100.58 }, { "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": 0.458, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 572005.31, "financial_exposure_usd": 786626.23, "recoverable_pct": 0.559 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108917", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-07T04:37:00Z", "trace_id": "6bfa2a00-b18a-0443-97f2-f05f485c60b6" }
{ "account_age_days": 1587, "account_id": "ACCT-5E23FF292032", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.843 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 401, "timestamp": "2026-01-07T04:37:00Z", "transaction_amount_usd": 12359.12 }, { "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": 0.734, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1670.68, "financial_exposure_usd": 4048.29, "recoverable_pct": 0.748 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106023", "label": "fraudulent", "label_confidence": 0.84, "severity": "medium", "timestamp": "2026-01-05T04:23:00Z", "trace_id": "8fdbc84d-beca-79b9-ac7f-56ae72ed03df" }
{ "account_age_days": 638, "account_id": "ACCT-AA319DE667EE", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.538 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 578, "timestamp": "2026-01-05T04:23:00Z", "transaction_amount_usd": 2606894.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "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": 2516267.39, "financial_exposure_usd": 2834025.25, "recoverable_pct": 0.816 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107455", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-06T04:15:00Z", "trace_id": "49b324ea-da13-8390-8d42-81f3952e4f4b" }
{ "account_age_days": 268, "account_id": "ACCT-0875A55AA9AD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.464 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 174, "timestamp": "2026-01-06T04:15:00Z", "transaction_amount_usd": 2538.63 }, { "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": 0.476, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1679.39, "financial_exposure_usd": 2340.01, "recoverable_pct": 0.992 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104666", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-04T05:46:00Z", "trace_id": "2e2105a0-5428-0fbf-3c74-c3a3e81d41d7" }
{ "account_age_days": 1928, "account_id": "ACCT-405BF03F13E9", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.469 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 208, "timestamp": "2026-01-04T04:34:00Z", "transaction_amount_usd": 0.59 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.946, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3437066.84, "financial_exposure_usd": 4430531.01, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102964", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-03T01:24:00Z", "trace_id": "46c2a267-f1f6-16b2-7e29-d28e90122cd4" }
{ "account_age_days": 729, "account_id": "ACCT-B7D610215F6E", "baseline_risk_score": 0.619, "kyc_tier": "tier_3", "session_entropy": 0.926 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 405, "timestamp": "2026-01-03T01:24:00Z", "transaction_amount_usd": 79509.21 }, { "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": 0.377, "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": 532790.11, "financial_exposure_usd": 533314.74, "recoverable_pct": 0.097 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104521", "label": "fraudulent", "label_confidence": 0.845, "severity": "high", "timestamp": "2026-01-04T03:21:00Z", "trace_id": "0e8a8ccd-0e44-3795-e4aa-5d2f415de129" }
{ "account_age_days": 595, "account_id": "ACCT-F5596830C060", "baseline_risk_score": 0.361, "kyc_tier": "tier_3", "session_entropy": 0.377 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 821, "timestamp": "2026-01-04T03:21:00Z", "transaction_amount_usd": 431202.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.553, "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": 3860805, "financial_exposure_usd": 4588999.22, "recoverable_pct": 0.739 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104094", "label": "fraudulent", "label_confidence": 0.66, "severity": "high", "timestamp": "2026-01-03T20:14:00Z", "trace_id": "4a2afe42-5a60-ab3e-e066-b89dd9d12c11" }
{ "account_age_days": 813, "account_id": "ACCT-A1C548F5311B", "baseline_risk_score": 0.246, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 256, "timestamp": "2026-01-03T13:26:00Z", "transaction_amount_usd": 19.85 }, { "asset": "JPY", "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": 0.441, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4626436.83, "financial_exposure_usd": 5335519.36, "recoverable_pct": 0.42 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109644", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-07T16:44:00Z", "trace_id": "ade63f23-1700-ef2b-763f-9bbffa67d190" }
{ "account_age_days": 1760, "account_id": "ACCT-5114DC5E8C7C", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.189 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1002, "timestamp": "2026-01-07T16:44:00Z", "transaction_amount_usd": 7787.28 }, { "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": 0.452, "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": 1841.85, "financial_exposure_usd": 2321.32, "recoverable_pct": 0.89 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102197", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-02T12:37:00Z", "trace_id": "f7ed2188-69b3-7304-5cb1-635e41ca534d" }
{ "account_age_days": 597, "account_id": "ACCT-424CD538AB2F", "baseline_risk_score": 0.553, "kyc_tier": "tier_1", "session_entropy": 0.169 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 570, "timestamp": "2026-01-02T12:37:00Z", "transaction_amount_usd": 95402.54 }, { "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": 0.637, "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": 698763.84, "financial_exposure_usd": 881038.89, "recoverable_pct": 0.818 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103467", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-03T09:47:00Z", "trace_id": "2845ef2a-8ab3-0149-4f49-3cac60780541" }
{ "account_age_days": 210, "account_id": "ACCT-78ABD0A89891", "baseline_risk_score": 0.219, "kyc_tier": "tier_2", "session_entropy": 0.942 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1013, "timestamp": "2026-01-03T09:47:00Z", "transaction_amount_usd": 2879139.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.795, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1938726.95, "financial_exposure_usd": 2414390.86, "recoverable_pct": 0.767 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107695", "label": "benign", "label_confidence": 0.465, "severity": "medium", "timestamp": "2026-01-06T08:15:00Z", "trace_id": "faf9655a-2d2c-8444-5d5e-089bd1a89be0" }
{ "account_age_days": 1557, "account_id": "ACCT-DC32D3B6079B", "baseline_risk_score": 0.194, "kyc_tier": "tier_3", "session_entropy": 0.628 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 335, "timestamp": "2026-01-06T02:23:00Z", "transaction_amount_usd": 7.75 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.592, "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": 1877.43, "financial_exposure_usd": 3439.5, "recoverable_pct": 0.529 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109701", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-07T17:41:00Z", "trace_id": "47f0f424-1f22-aac6-93ae-75b3d898c852" }
{ "account_age_days": 726, "account_id": "ACCT-164476199ECA", "baseline_risk_score": 0.13, "kyc_tier": "tier_3", "session_entropy": 0.555 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 87, "timestamp": "2026-01-07T09:43:00Z", "transaction_amount_usd": 0.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.735, "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": 1493.75, "financial_exposure_usd": 1991.99, "recoverable_pct": 0.861 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101830", "label": "fraudulent", "label_confidence": 0.891, "severity": "critical", "timestamp": "2026-01-02T06:30:00Z", "trace_id": "d45849ea-e540-ca0c-7fa3-22438a5a6017" }
{ "account_age_days": 55, "account_id": "ACCT-9E6233D58868", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.846 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 743, "timestamp": "2026-01-02T06:30:00Z", "transaction_amount_usd": 40258.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.609, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 440975.63, "financial_exposure_usd": 978115.65, "recoverable_pct": 0.763 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102504", "label": "fraudulent", "label_confidence": 0.968, "severity": "critical", "timestamp": "2026-01-02T17:44:00Z", "trace_id": "e034c72b-0fc8-6e96-f8f7-623a3bf49a83" }
{ "account_age_days": 778, "account_id": "ACCT-0F4566E574F0", "baseline_risk_score": 0.52, "kyc_tier": "tier_2", "session_entropy": 0.568 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 327, "timestamp": "2026-01-02T12:09:00Z", "transaction_amount_usd": 13.11 }, { "asset": "GBP", "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": 0.646, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 606188.35, "financial_exposure_usd": 729619.41, "recoverable_pct": 0.365 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106548", "label": "fraudulent", "label_confidence": 0.916, "severity": "high", "timestamp": "2026-01-05T13:08:00Z", "trace_id": "69167549-fdc5-8b99-3cff-57906e8c66e1" }
{ "account_age_days": 1763, "account_id": "ACCT-7FEDD8A0A0CA", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.855 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 239, "timestamp": "2026-01-05T13:08:00Z", "transaction_amount_usd": 1048948.76 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.903, "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": 3700270.84, "financial_exposure_usd": 4566484.61, "recoverable_pct": 0.939 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101027", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-01T17:07:00Z", "trace_id": "36d38c50-a718-6dec-f0f4-9e60f832f963" }
{ "account_age_days": 1954, "account_id": "ACCT-0B20D1F1D92B", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.543 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 108, "timestamp": "2026-01-01T08:46:00Z", "transaction_amount_usd": 12.34 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.61, "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 HAVING...
{ "customer_funds_at_risk_usd": 407040.99, "financial_exposure_usd": 754783.38, "recoverable_pct": 0.198 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103069", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-03T03:09:00Z", "trace_id": "cf789297-be03-26e4-82d2-07a7d9d39d66" }
{ "account_age_days": 741, "account_id": "ACCT-AB572FA79673", "baseline_risk_score": 0.57, "kyc_tier": "tier_1", "session_entropy": 0.886 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1186, "timestamp": "2026-01-03T03:09:00Z", "transaction_amount_usd": 9001.74 }, { "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": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 243743.66, "financial_exposure_usd": 329866.16, "recoverable_pct": 0.642 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101903", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-02T07:43:00Z", "trace_id": "b1eb354f-f333-8c66-e4b3-b784547d2993" }
{ "account_age_days": 1745, "account_id": "ACCT-30946670D1C0", "baseline_risk_score": 0.566, "kyc_tier": "tier_2", "session_entropy": 0.327 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 180, "timestamp": "2026-01-01T22:26:00Z", "transaction_amount_usd": 3.03 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.447, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 790692.28, "financial_exposure_usd": 1050898.25, "recoverable_pct": 0.178 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106735", "label": "benign", "label_confidence": 0.531, "severity": "high", "timestamp": "2026-01-05T16:15:00Z", "trace_id": "cb71ab0d-cff3-b05d-60a2-917d7a18971c" }
{ "account_age_days": 432, "account_id": "ACCT-A5EA471DFDD6", "baseline_risk_score": 0.096, "kyc_tier": "tier_1", "session_entropy": 0.59 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 761, "timestamp": "2026-01-05T16:15:00Z", "transaction_amount_usd": 13797.13 }, { "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": 0.475, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 685.71, "financial_exposure_usd": 1067.38, "recoverable_pct": 0.959 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108242", "label": "benign", "label_confidence": 0.5, "severity": "medium", "timestamp": "2026-01-06T17:22:00Z", "trace_id": "a5c8e124-cbe7-da85-d76e-71d338dea75f" }
{ "account_age_days": 1251, "account_id": "ACCT-DE9102137D33", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.337 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 254, "timestamp": "2026-01-06T07:54:00Z", "transaction_amount_usd": 0.22 }, { "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": 0.735, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3487.54, "financial_exposure_usd": 5422.93, "recoverable_pct": 0.435 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105041", "label": "fraudulent", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-04T12:01:00Z", "trace_id": "278218b7-d79d-28c0-6b76-fe0c413ade7a" }
{ "account_age_days": 542, "account_id": "ACCT-240C1F1B3293", "baseline_risk_score": 0.098, "kyc_tier": "tier_1", "session_entropy": 0.147 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 373, "timestamp": "2026-01-04T12:01:00Z", "transaction_amount_usd": 228623.42 }, { "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": 0.913, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 538048.77, "financial_exposure_usd": 1265388.34, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104512", "label": "fraudulent", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-04T03:12:00Z", "trace_id": "9c00c8c5-b13e-0409-ac4f-c6ea8eff6988" }
{ "account_age_days": 462, "account_id": "ACCT-2320F9A78BFC", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.643 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1128, "timestamp": "2026-01-04T03:12:00Z", "transaction_amount_usd": 881212.66 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.708, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6662227.57, "financial_exposure_usd": 6732373.68, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100481", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-01T08:01:00Z", "trace_id": "78ec221b-b602-7a95-f359-92e374d30179" }
{ "account_age_days": 1150, "account_id": "ACCT-01361B8B755F", "baseline_risk_score": 0.474, "kyc_tier": "tier_3", "session_entropy": 0.148 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 212, "timestamp": "2026-01-01T08:01:00Z", "transaction_amount_usd": 41327.34 }, { "asset": "SOL", "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": 0.73, "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 HAVIN...
{ "customer_funds_at_risk_usd": 233598.53, "financial_exposure_usd": 428345.86, "recoverable_pct": 0.284 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102512", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-02T17:52:00Z", "trace_id": "4467d6d7-e11a-dd22-0fd8-0a88287fc7e6" }
{ "account_age_days": 1449, "account_id": "ACCT-CAA6FF607CBB", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.137 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 343, "timestamp": "2026-01-02T07:43:00Z", "transaction_amount_usd": 10.91 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 969909.22, "financial_exposure_usd": 1060524.97, "recoverable_pct": 0.816 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103655", "label": "fraudulent", "label_confidence": 0.688, "severity": "medium", "timestamp": "2026-01-03T12:55:00Z", "trace_id": "805eca8f-a373-cd4b-e42d-0765d9b0eae8" }
{ "account_age_days": 1651, "account_id": "ACCT-EDA93D369A2A", "baseline_risk_score": 0.336, "kyc_tier": "tier_1", "session_entropy": 0.871 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 964, "timestamp": "2026-01-03T12:55:00Z", "transaction_amount_usd": 1331011.91 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.805, "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": 2534852.09, "financial_exposure_usd": 6201320.12, "recoverable_pct": 0.75 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108734", "label": "benign", "label_confidence": 0.702, "severity": "critical", "timestamp": "2026-01-07T01:34:00Z", "trace_id": "0d51d77a-bff0-a660-7206-b7ffe4a69524" }
{ "account_age_days": 1710, "account_id": "ACCT-986F40C364B0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.855 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 214, "timestamp": "2026-01-06T22:24:00Z", "transaction_amount_usd": 23.17 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.588, "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": 2179.19, "financial_exposure_usd": 3185.46, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106802", "label": "benign", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-05T17:22:00Z", "trace_id": "6b6ff2ec-a5eb-0cdc-7fbb-8ce12989f76d" }
{ "account_age_days": 953, "account_id": "ACCT-72F36B85B2A1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.455 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 842, "timestamp": "2026-01-05T17:22:00Z", "transaction_amount_usd": 14236.01 }, { "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": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 2", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2429.19, "financial_exposure_usd": 3957.92, "recoverable_pct": 0.868 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105329", "label": "fraudulent", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-04T16:49:00Z", "trace_id": "29a93ca8-1e3c-d6b5-82e5-6f74bed6f1c2" }
{ "account_age_days": 68, "account_id": "ACCT-ABAFC6DC25CC", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.598 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 111, "timestamp": "2026-01-04T14:56:00Z", "transaction_amount_usd": 13.24 }, { "asset": "EUR", "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": 0.469, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2553742.85, "financial_exposure_usd": 2792239.56, "recoverable_pct": 0.883 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103962", "label": "fraudulent", "label_confidence": 0.898, "severity": "low", "timestamp": "2026-01-03T18:02:00Z", "trace_id": "586139c3-acd6-1e84-6d89-1cb1e9880211" }
{ "account_age_days": 1838, "account_id": "ACCT-FC594391600D", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.325 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 610, "timestamp": "2026-01-03T18:02:00Z", "transaction_amount_usd": 598110.07 }, { "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": 0.409, "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": 1803086.56, "financial_exposure_usd": 4432025.84, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103850", "label": "fraudulent", "label_confidence": 0.746, "severity": "critical", "timestamp": "2026-01-03T16:10:00Z", "trace_id": "bcd207c1-2b9b-cec5-c1ad-5415b49cc83c" }
{ "account_age_days": 1498, "account_id": "ACCT-A0CF26A36B85", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.323 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 151, "timestamp": "2026-01-03T05:19:00Z", "transaction_amount_usd": 18.57 }, { "asset": "ETH", "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": 0.784, "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": 4337682.93, "financial_exposure_usd": 4613179.48, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106752", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-05T16:32:00Z", "trace_id": "260d3c68-4c26-49da-b20d-474f5c6d8123" }
{ "account_age_days": 1141, "account_id": "ACCT-EE376ED6BD79", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.844 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 728, "timestamp": "2026-01-05T16:32:00Z", "transaction_amount_usd": 280.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 851.45, "financial_exposure_usd": 1884.13, "recoverable_pct": 0.959 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105708", "label": "fraudulent", "label_confidence": 0.889, "severity": "high", "timestamp": "2026-01-04T23:08:00Z", "trace_id": "d3b65e93-4126-d2f5-1269-8bb6bbade3d1" }
{ "account_age_days": 1965, "account_id": "ACCT-22B2150CC41C", "baseline_risk_score": 0.125, "kyc_tier": "tier_1", "session_entropy": 0.128 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 479, "timestamp": "2026-01-04T23:08:00Z", "transaction_amount_usd": 2679509.56 }, { "asset": "SOL", "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": 0.928, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3252037.38, "financial_exposure_usd": 5743305.74, "recoverable_pct": 0.681 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102496", "label": "fraudulent", "label_confidence": 0.857, "severity": "medium", "timestamp": "2026-01-02T17:36:00Z", "trace_id": "fcec8177-d29e-40a5-6a3c-6d0239fb7494" }
{ "account_age_days": 1661, "account_id": "ACCT-D790C7A21E72", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.539 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1177, "timestamp": "2026-01-02T17:36:00Z", "transaction_amount_usd": 36596.67 }, { "asset": "JPY", "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": 0.943, "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": 414901.74, "financial_exposure_usd": 637867.22, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103455", "label": "fraudulent", "label_confidence": 0.941, "severity": "high", "timestamp": "2026-01-03T09:35:00Z", "trace_id": "f524fdb9-558d-3f52-157d-4a4588157053" }
{ "account_age_days": 67, "account_id": "ACCT-96062424B9A5", "baseline_risk_score": 0.241, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 190, "timestamp": "2026-01-03T03:15:00Z", "transaction_amount_usd": 11.23 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.449, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1327748.86, "financial_exposure_usd": 3082118.78, "recoverable_pct": 0.452 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100267", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-01T04:27:00Z", "trace_id": "d554fadf-7633-9d1d-6694-940dddc5c146" }
{ "account_age_days": 535, "account_id": "ACCT-199A25092032", "baseline_risk_score": 0.376, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 195, "timestamp": "2025-12-31T17:58:00Z", "transaction_amount_usd": 10.34 }, { "asset": "ETH", "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": 0.71, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 839456.62, "financial_exposure_usd": 1214307.39, "recoverable_pct": 0.042 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103251", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-03T06:11:00Z", "trace_id": "5b2e25da-e889-4cb0-b652-63c410c99252" }
{ "account_age_days": 419, "account_id": "ACCT-BAB530AA0680", "baseline_risk_score": 0.287, "kyc_tier": "tier_2", "session_entropy": 0.4 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 267, "timestamp": "2026-01-02T20:22:00Z", "transaction_amount_usd": 21.54 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.704, "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": 560991.27, "financial_exposure_usd": 842278.24, "recoverable_pct": 0.179 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109500", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-07T14:20:00Z", "trace_id": "593cc819-7cd7-fa18-387d-6430e632e081" }
{ "account_age_days": 781, "account_id": "ACCT-FFD2A9FE589F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.515 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 785, "timestamp": "2026-01-07T14:20:00Z", "transaction_amount_usd": 12357.57 }, { "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": 0.617, "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": 467.19, "financial_exposure_usd": 651.49, "recoverable_pct": 0.952 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105266", "label": "fraudulent", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-04T15:46:00Z", "trace_id": "086d854c-cc1f-0388-2430-6a4f637cdd22" }
{ "account_age_days": 1402, "account_id": "ACCT-1946CD11D4FF", "baseline_risk_score": 0.285, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 561, "timestamp": "2026-01-04T15:46:00Z", "transaction_amount_usd": 1730734.19 }, { "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": 0.412, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1617013.26, "financial_exposure_usd": 3738221.02, "recoverable_pct": 0.597 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105332", "label": "fraudulent", "label_confidence": 0.701, "severity": "high", "timestamp": "2026-01-04T16:52:00Z", "trace_id": "72c64502-0886-fe87-fd42-98dc3d74a3be" }
{ "account_age_days": 865, "account_id": "ACCT-DAAE7DF80320", "baseline_risk_score": 0.25, "kyc_tier": "tier_2", "session_entropy": 0.948 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 105, "timestamp": "2026-01-04T15:35:00Z", "transaction_amount_usd": 20.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.811, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1788821.67, "financial_exposure_usd": 2961281.45, "recoverable_pct": 0.762 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104487", "label": "fraudulent", "label_confidence": 0.87, "severity": "critical", "timestamp": "2026-01-04T02:47:00Z", "trace_id": "5f936889-8f03-44e2-042c-f9d5c7f7a72b" }
{ "account_age_days": 1054, "account_id": "ACCT-C007DC41ACB7", "baseline_risk_score": 0.175, "kyc_tier": "tier_1", "session_entropy": 0.762 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 392, "timestamp": "2026-01-04T02:47:00Z", "transaction_amount_usd": 2477222.91 }, { "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": 0.435, "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": 3294658.61, "financial_exposure_usd": 3545293.7, "recoverable_pct": 0.901 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109762", "label": "benign", "label_confidence": 0.58, "severity": "medium", "timestamp": "2026-01-07T18:42:00Z", "trace_id": "57c60bb1-10cf-4987-8833-3104e7257bbe" }
{ "account_age_days": 407, "account_id": "ACCT-19636F5E6E33", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.338 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 211, "timestamp": "2026-01-07T18:42:00Z", "transaction_amount_usd": 14178.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2250.35, "financial_exposure_usd": 3674.93, "recoverable_pct": 0.591 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100097", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-01T01:37:00Z", "trace_id": "23bab528-6a08-9aa0-e57c-5c02ba85e403" }
{ "account_age_days": 1052, "account_id": "ACCT-D17AD9BDB1BA", "baseline_risk_score": 0.597, "kyc_tier": "tier_3", "session_entropy": 0.202 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 766, "timestamp": "2026-01-01T01:37:00Z", "transaction_amount_usd": 17664.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.361, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 554223.42, "financial_exposure_usd": 1113550.6, "recoverable_pct": 0.05 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104485", "label": "fraudulent", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-04T02:45:00Z", "trace_id": "77b4c1b2-f6f3-8c6e-1a9c-27166089c344" }
{ "account_age_days": 1643, "account_id": "ACCT-33B9026359C5", "baseline_risk_score": 0.317, "kyc_tier": "tier_1", "session_entropy": 0.644 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1114, "timestamp": "2026-01-04T02:45:00Z", "transaction_amount_usd": 466082.63 }, { "asset": "USDT", "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": 0.88, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 7040942.11, "financial_exposure_usd": 7857310.35, "recoverable_pct": 0.57 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100903", "label": "fraudulent", "label_confidence": 0.886, "severity": "medium", "timestamp": "2026-01-01T15:03:00Z", "trace_id": "5f1651d6-fee9-7df3-2670-f38a9aa6bb08" }
{ "account_age_days": 1569, "account_id": "ACCT-00F7B844C7CF", "baseline_risk_score": 0.583, "kyc_tier": "tier_3", "session_entropy": 0.625 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 552, "timestamp": "2026-01-01T15:03:00Z", "transaction_amount_usd": 104546.12 }, { "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": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 92986.97, "financial_exposure_usd": 163773.44, "recoverable_pct": 0.684 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102815", "label": "fraudulent", "label_confidence": 0.758, "severity": "low", "timestamp": "2026-01-02T22:55:00Z", "trace_id": "3a31e3bf-98e9-f3f5-ee78-d3da24d8d5ea" }
{ "account_age_days": 1145, "account_id": "ACCT-A5926BA48CD8", "baseline_risk_score": 0.463, "kyc_tier": "tier_2", "session_entropy": 0.577 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 446, "timestamp": "2026-01-02T22:55:00Z", "transaction_amount_usd": 85410.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.4, "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 H...
{ "customer_funds_at_risk_usd": 501779.88, "financial_exposure_usd": 540849.92, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107888", "label": "benign", "label_confidence": 0.467, "severity": "low", "timestamp": "2026-01-06T11:28:00Z", "trace_id": "058433e0-91c9-1d24-ed67-daabc6f76bf0" }
{ "account_age_days": 1340, "account_id": "ACCT-3A7C40474462", "baseline_risk_score": 0.112, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 756, "timestamp": "2026-01-06T11:28:00Z", "transaction_amount_usd": 10513.86 }, { "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": 0.63, "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 prior...
{ "customer_funds_at_risk_usd": 5222.41, "financial_exposure_usd": 8786.47, "recoverable_pct": 0.888 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109930", "label": "benign", "label_confidence": 0.487, "severity": "high", "timestamp": "2026-01-07T21:30:00Z", "trace_id": "6bf3c3d5-625a-b328-5fdc-cee4089b721d" }
{ "account_age_days": 1335, "account_id": "ACCT-D9511D93D411", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1043, "timestamp": "2026-01-07T21:30:00Z", "transaction_amount_usd": 11730.37 }, { "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": 0.475, "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": 3014.78, "financial_exposure_usd": 3921.06, "recoverable_pct": 0.958 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109213", "label": "benign", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-07T09:33:00Z", "trace_id": "a65af55e-926e-b7b5-d9b0-e356f8edae6b" }
{ "account_age_days": 926, "account_id": "ACCT-26E666716928", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.326 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 392, "timestamp": "2026-01-06T21:26:00Z", "transaction_amount_usd": 17.99 }, { "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": 0.742, "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": 1690.59, "financial_exposure_usd": 2445.07, "recoverable_pct": 0.772 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101366", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-01T22:46:00Z", "trace_id": "27e9ab67-17b4-d201-8c79-590d4dfb6861" }
{ "account_age_days": 980, "account_id": "ACCT-F042A00D1AD9", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 952, "timestamp": "2026-01-01T22:46:00Z", "transaction_amount_usd": 111543.28 }, { "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": 0.494, "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": 309013.33, "financial_exposure_usd": 736528.14, "recoverable_pct": 0.398 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106775", "label": "benign", "label_confidence": 0.703, "severity": "high", "timestamp": "2026-01-05T16:55:00Z", "trace_id": "b8c3ca78-16ec-510c-2255-a7d2a9087e10" }
{ "account_age_days": 309, "account_id": "ACCT-FCB6A31B66F1", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 331, "timestamp": "2026-01-05T07:01:00Z", "transaction_amount_usd": 19.38 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.687, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 821.48, "financial_exposure_usd": 1567.29, "recoverable_pct": 0.802 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109622", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-07T16:22:00Z", "trace_id": "55836d7a-5185-9e5f-38dc-eed1e92d288d" }
{ "account_age_days": 127, "account_id": "ACCT-E8A06168791F", "baseline_risk_score": 0.176, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 937, "timestamp": "2026-01-07T16:22:00Z", "transaction_amount_usd": 13230.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 7333.98, "financial_exposure_usd": 8659.33, "recoverable_pct": 0.562 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101817", "label": "fraudulent", "label_confidence": 0.916, "severity": "medium", "timestamp": "2026-01-02T06:17:00Z", "trace_id": "50d73c40-3db1-c249-c5f1-dcb460de1a9f" }
{ "account_age_days": 1683, "account_id": "ACCT-C04A12F27C4D", "baseline_risk_score": 0.309, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 959, "timestamp": "2026-01-02T06:17:00Z", "transaction_amount_usd": 118826.23 }, { "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": 0.686, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 674205.77, "financial_exposure_usd": 970269.87, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102500", "label": "fraudulent", "label_confidence": 0.794, "severity": "low", "timestamp": "2026-01-02T17:40:00Z", "trace_id": "6ade5155-1a90-975b-369f-19827813c630" }
{ "account_age_days": 401, "account_id": "ACCT-DA70D9A300E8", "baseline_risk_score": 0.513, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 1016, "timestamp": "2026-01-02T17:40:00Z", "transaction_amount_usd": 7222.33 }, { "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": 0.429, "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": 293359.01, "financial_exposure_usd": 307501.08, "recoverable_pct": 0.428 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109944", "label": "benign", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-07T21:44:00Z", "trace_id": "967c13be-afcb-dd0b-796f-5e8b8599c37b" }
{ "account_age_days": 28, "account_id": "ACCT-F9596448C774", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 258, "timestamp": "2026-01-07T12:15:00Z", "transaction_amount_usd": 2.03 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 7071.57, "financial_exposure_usd": 8031.7, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102105", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-02T11:05:00Z", "trace_id": "1fbf1d80-c789-0b16-29b5-123b65a1730a" }
{ "account_age_days": 1937, "account_id": "ACCT-B502A2A10CC0", "baseline_risk_score": 0.48, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1173, "timestamp": "2026-01-02T11:05:00Z", "transaction_amount_usd": 3783.11 }, { "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": 0.535, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 320485.58, "financial_exposure_usd": 395561.7, "recoverable_pct": 0.382 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105614", "label": "fraudulent", "label_confidence": 0.938, "severity": "high", "timestamp": "2026-01-04T21:34:00Z", "trace_id": "96dc011e-a938-c721-50d2-c85dc4547f0a" }
{ "account_age_days": 1350, "account_id": "ACCT-C35B542FF66B", "baseline_risk_score": 0.391, "kyc_tier": "tier_2", "session_entropy": 0.796 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 183, "timestamp": "2026-01-04T19:34:00Z", "transaction_amount_usd": 8.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.939, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 817024.33, "financial_exposure_usd": 1056769.62, "recoverable_pct": 0.742 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108275", "label": "benign", "label_confidence": 0.749, "severity": "critical", "timestamp": "2026-01-06T17:55:00Z", "trace_id": "5fcbbb43-f863-c3eb-5343-d094abf240ce" }
{ "account_age_days": 1108, "account_id": "ACCT-FFC3F858263E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.427 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 170, "timestamp": "2026-01-06T17:55:00Z", "transaction_amount_usd": 8938.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.549, "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": 4658.01, "financial_exposure_usd": 6771.94, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101655", "label": "fraudulent", "label_confidence": 0.956, "severity": "high", "timestamp": "2026-01-02T03:35:00Z", "trace_id": "9c121e7c-ccec-a813-3029-d965537fd3b1" }
{ "account_age_days": 966, "account_id": "ACCT-81BA72C7BBCF", "baseline_risk_score": 0.527, "kyc_tier": "tier_3", "session_entropy": 0.703 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 320, "timestamp": "2026-01-01T18:21:00Z", "transaction_amount_usd": 0.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.438, "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": 263670.62, "financial_exposure_usd": 474157.94, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102788", "label": "fraudulent", "label_confidence": 0.753, "severity": "critical", "timestamp": "2026-01-02T22:28:00Z", "trace_id": "bd9ef12e-ae53-fb22-8349-21bae1baeb0c" }
{ "account_age_days": 743, "account_id": "ACCT-26ED65654554", "baseline_risk_score": 0.479, "kyc_tier": "tier_2", "session_entropy": 0.663 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 839, "timestamp": "2026-01-02T22:28:00Z", "transaction_amount_usd": 112543.14 }, { "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": 0.529, "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": 901366.24, "financial_exposure_usd": 1553330.28, "recoverable_pct": 0.223 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101032", "label": "fraudulent", "label_confidence": 0.806, "severity": "high", "timestamp": "2026-01-01T17:12:00Z", "trace_id": "08310ab1-b88a-9c95-a426-c86da549dbf6" }
{ "account_age_days": 565, "account_id": "ACCT-4B89264AE100", "baseline_risk_score": 0.477, "kyc_tier": "tier_3", "session_entropy": 0.675 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 117, "timestamp": "2026-01-01T17:12:00Z", "transaction_amount_usd": 9364.21 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.444, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 687039.02, "financial_exposure_usd": 1060869.25, "recoverable_pct": 0.738 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107412", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T03:32:00Z", "trace_id": "737aa7a1-4aea-2dd0-cb03-12c970ae2120" }
{ "account_age_days": 207, "account_id": "ACCT-72C136AB3A20", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.714 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 227, "timestamp": "2026-01-05T22:20:00Z", "transaction_amount_usd": 12.91 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.576, "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": 1822.83, "financial_exposure_usd": 3475.48, "recoverable_pct": 0.504 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100170", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-01T02:50:00Z", "trace_id": "84868583-906a-e95d-0c5c-994057537534" }
{ "account_age_days": 913, "account_id": "ACCT-EB4F9EFBB4D1", "baseline_risk_score": 0.582, "kyc_tier": "tier_2", "session_entropy": 0.818 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 445, "timestamp": "2026-01-01T02:50:00Z", "transaction_amount_usd": 101365.82 }, { "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": 0.508, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 938074.17, "financial_exposure_usd": 941986.85, "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-102463", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T17:03:00Z", "trace_id": "1eabb6f1-3114-b744-b15c-ffc9c3397b73" }
{ "account_age_days": 266, "account_id": "ACCT-4E8E9815E6A5", "baseline_risk_score": 0.338, "kyc_tier": "tier_1", "session_entropy": 0.656 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 725, "timestamp": "2026-01-02T17:03:00Z", "transaction_amount_usd": 87934.18 }, { "asset": "JPY", "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": 0.944, "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": 1038043.87, "financial_exposure_usd": 1181216.42, "recoverable_pct": 0.133 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108238", "label": "benign", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-06T17:18:00Z", "trace_id": "a86131e2-60c1-23e9-45ae-282ac20426e7" }
{ "account_age_days": 108, "account_id": "ACCT-06B4B25C852A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.462 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 218, "timestamp": "2026-01-06T12:51:00Z", "transaction_amount_usd": 23.86 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.767, "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": 2235.73, "financial_exposure_usd": 3545.68, "recoverable_pct": 0.891 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100878", "label": "fraudulent", "label_confidence": 0.896, "severity": "low", "timestamp": "2026-01-01T14:38:00Z", "trace_id": "196d3d73-eaf1-ea4b-f4ca-11cd24250f11" }
{ "account_age_days": 630, "account_id": "ACCT-7BAE0AC476F2", "baseline_risk_score": 0.601, "kyc_tier": "tier_3", "session_entropy": 0.12 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 121, "timestamp": "2026-01-01T13:56:00Z", "transaction_amount_usd": 11.79 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "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": 312591.78, "financial_exposure_usd": 492703.63, "recoverable_pct": 0.393 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107761", "label": "benign", "label_confidence": 0.47, "severity": "medium", "timestamp": "2026-01-06T09:21:00Z", "trace_id": "35d5e050-0983-64c7-0c7f-59a335b3d43f" }
{ "account_age_days": 1254, "account_id": "ACCT-3A874D8D1895", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.655 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 260, "timestamp": "2026-01-06T09:21:00Z", "transaction_amount_usd": 8078.28 }, { "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": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6429.93, "financial_exposure_usd": 7784.22, "recoverable_pct": 0.837 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106538", "label": "fraudulent", "label_confidence": 0.76, "severity": "critical", "timestamp": "2026-01-05T12:58:00Z", "trace_id": "e507d45c-d304-244f-e68b-b4336f31fdde" }
{ "account_age_days": 1293, "account_id": "ACCT-7AAC6F6B845B", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.604 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 993, "timestamp": "2026-01-05T12:58:00Z", "transaction_amount_usd": 1239499.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.417, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1410720.6, "financial_exposure_usd": 2550723.68, "recoverable_pct": 0.49 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102641", "label": "fraudulent", "label_confidence": 0.761, "severity": "critical", "timestamp": "2026-01-02T20:01:00Z", "trace_id": "ad043b2c-d2d9-d8be-cbcc-4bccb6775302" }
{ "account_age_days": 1934, "account_id": "ACCT-90C3110CCB29", "baseline_risk_score": 0.464, "kyc_tier": "tier_3", "session_entropy": 0.612 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 303, "timestamp": "2026-01-02T20:01:00Z", "transaction_amount_usd": 64185.86 }, { "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": 0.888, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 683370.47, "financial_exposure_usd": 795963.6, "recoverable_pct": 0.107 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109146", "label": "benign", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-07T08:26:00Z", "trace_id": "b0281cb7-576a-46c1-506f-f64e9c528e5b" }
{ "account_age_days": 1645, "account_id": "ACCT-140162B6BF3C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.176 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 375, "timestamp": "2026-01-07T08:26:00Z", "transaction_amount_usd": 10406.48 }, { "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": 0.686, "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": 3357.56, "financial_exposure_usd": 3840.57, "recoverable_pct": 0.994 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106353", "label": "fraudulent", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-05T09:53:00Z", "trace_id": "6d821d9e-e31f-8473-e5b4-d62d962ee66c" }
{ "account_age_days": 1336, "account_id": "ACCT-73F8D5E2ED98", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 910, "timestamp": "2026-01-05T09:53:00Z", "transaction_amount_usd": 2064277.16 }, { "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": 0.693, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3747214.91, "financial_exposure_usd": 3971820.19, "recoverable_pct": 0.587 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101075", "label": "fraudulent", "label_confidence": 0.957, "severity": "high", "timestamp": "2026-01-01T17:55:00Z", "trace_id": "bd513ea9-6777-69ad-6f1a-5e33c154bb75" }
{ "account_age_days": 1722, "account_id": "ACCT-F6ED13CE2E89", "baseline_risk_score": 0.429, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1020, "timestamp": "2026-01-01T17:55:00Z", "transaction_amount_usd": 94849.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.941, "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": 698703.84, "financial_exposure_usd": 1000673.2, "recoverable_pct": 0.349 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106055", "label": "fraudulent", "label_confidence": 0.786, "severity": "low", "timestamp": "2026-01-05T04:55:00Z", "trace_id": "e6e651c9-fad0-5f0f-0fa1-6b0c115fa404" }
{ "account_age_days": 1251, "account_id": "ACCT-D4C5776F46A8", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 787, "timestamp": "2026-01-05T04:55:00Z", "transaction_amount_usd": 2121603.21 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.429, "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": 4498827.37, "financial_exposure_usd": 6958957.71, "recoverable_pct": 0.688 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105511", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-04T19:51:00Z", "trace_id": "08438ccf-2c9e-8b89-06c9-fba4e2f407ee" }
{ "account_age_days": 577, "account_id": "ACCT-BCE88676A5DC", "baseline_risk_score": 0.39, "kyc_tier": "tier_3", "session_entropy": 0.446 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 355, "timestamp": "2026-01-04T19:51:00Z", "transaction_amount_usd": 1944073.58 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.706, "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": 4404126.75, "financial_exposure_usd": 5134352.71, "recoverable_pct": 0.824 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104827", "label": "fraudulent", "label_confidence": 0.93, "severity": "low", "timestamp": "2026-01-04T08:27:00Z", "trace_id": "cb3357e4-e474-f994-4613-622de1a1f334" }
{ "account_age_days": 1149, "account_id": "ACCT-D952045A37D1", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.439 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1023, "timestamp": "2026-01-04T08:27:00Z", "transaction_amount_usd": 1132167.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.398, "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": 1892417.51, "financial_exposure_usd": 3618818.1, "recoverable_pct": 0.556 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107483", "label": "benign", "label_confidence": 0.616, "severity": "medium", "timestamp": "2026-01-06T04:43:00Z", "trace_id": "861678b8-89d3-a159-e46a-cb563642bfa7" }
{ "account_age_days": 312, "account_id": "ACCT-DE025FF4371B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.751 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 265, "timestamp": "2026-01-06T04:43:00Z", "transaction_amount_usd": 10244.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.685, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 338.53, "financial_exposure_usd": 808.44, "recoverable_pct": 0.495 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100209", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-01T03:29:00Z", "trace_id": "781e2d35-2fa1-f2bc-b4ce-5f319aff48af" }
{ "account_age_days": 540, "account_id": "ACCT-F5946DE4AD9E", "baseline_risk_score": 0.617, "kyc_tier": "tier_3", "session_entropy": 0.156 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 92, "timestamp": "2026-01-01T03:29:00Z", "transaction_amount_usd": 71221.54 }, { "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": 0.62, "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": 623742.92, "financial_exposure_usd": 1002373.39, "recoverable_pct": 0.255 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107711", "label": "benign", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-06T08:31:00Z", "trace_id": "b6406391-4c0a-bf2a-70f8-a62a6f563b0b" }
{ "account_age_days": 812, "account_id": "ACCT-6C7A0FBE12A4", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.244 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 933, "timestamp": "2026-01-06T08:31:00Z", "transaction_amount_usd": 3648.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.564, "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": 7442.14, "financial_exposure_usd": 8676.1, "recoverable_pct": 0.888 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106875", "label": "benign", "label_confidence": 0.661, "severity": "high", "timestamp": "2026-01-05T18:35:00Z", "trace_id": "2904fa93-4d6d-e0ee-4cee-bfbe10e55a6b" }
{ "account_age_days": 1305, "account_id": "ACCT-FA936719E83D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.338 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1054, "timestamp": "2026-01-05T18:35:00Z", "transaction_amount_usd": 12831.63 }, { "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": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 740.26, "financial_exposure_usd": 1821.85, "recoverable_pct": 0.761 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106466", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-05T11:46:00Z", "trace_id": "fd062be1-5be0-c39b-b71f-c9a6f29478a3" }
{ "account_age_days": 254, "account_id": "ACCT-BAFF74C49C94", "baseline_risk_score": 0.091, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1193, "timestamp": "2026-01-05T11:46:00Z", "transaction_amount_usd": 1908126.62 }, { "asset": "BTC", "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": 0.412, "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": 3742891.55, "financial_exposure_usd": 5015748.24, "recoverable_pct": 0.933 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101604", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-02T02:44:00Z", "trace_id": "66f7a436-3430-5f89-5d2e-73595cab4ee8" }
{ "account_age_days": 765, "account_id": "ACCT-4F1C8A92198A", "baseline_risk_score": 0.535, "kyc_tier": "tier_1", "session_entropy": 0.594 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1010, "timestamp": "2026-01-02T02:44:00Z", "transaction_amount_usd": 84525.93 }, { "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": 0.706, "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": 574302.99, "financial_exposure_usd": 625579.42, "recoverable_pct": 0.674 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108570", "label": "benign", "label_confidence": 0.497, "severity": "low", "timestamp": "2026-01-06T22:50:00Z", "trace_id": "1f30ba3e-fcff-7e8b-0763-2a5d7a19d90d" }
{ "account_age_days": 1988, "account_id": "ACCT-D2386A3F7653", "baseline_risk_score": 0.11, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 350, "timestamp": "2026-01-06T20:40:00Z", "transaction_amount_usd": 14.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.782, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 64.79, "financial_exposure_usd": 100.64, "recoverable_pct": 0.449 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104504", "label": "fraudulent", "label_confidence": 0.691, "severity": "medium", "timestamp": "2026-01-04T03:04:00Z", "trace_id": "9634e3d0-fea7-c014-a675-a28f1ce716ea" }
{ "account_age_days": 342, "account_id": "ACCT-B2DCAA606A5A", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 133, "timestamp": "2026-01-04T03:04:00Z", "transaction_amount_usd": 1437169.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.43, "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 AN...
{ "customer_funds_at_risk_usd": 1580227.57, "financial_exposure_usd": 3132853.25, "recoverable_pct": 0.516 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105040", "label": "fraudulent", "label_confidence": 0.762, "severity": "medium", "timestamp": "2026-01-04T12:00:00Z", "trace_id": "4d047337-9b83-1e24-ba05-bd6c660086cf" }
{ "account_age_days": 1797, "account_id": "ACCT-9F656A2FEDE8", "baseline_risk_score": 0.388, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 524, "timestamp": "2026-01-04T12:00:00Z", "transaction_amount_usd": 602886.21 }, { "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": 0.446, "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": 5269587.94, "financial_exposure_usd": 6036114.89, "recoverable_pct": 0.844 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100114", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-01T01:54:00Z", "trace_id": "853d8090-2041-e7ed-e13f-8740bd740fe0" }
{ "account_age_days": 811, "account_id": "ACCT-8F188E729696", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.541 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 91, "timestamp": "2025-12-31T16:03:00Z", "transaction_amount_usd": 13.03 }, { "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": 0.649, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 831637.28, "financial_exposure_usd": 833381.49, "recoverable_pct": 0.586 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105457", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-04T18:57:00Z", "trace_id": "fdcbd3bc-20eb-7481-1fa6-d0fd07815205" }
{ "account_age_days": 1862, "account_id": "ACCT-CBA53913D17A", "baseline_risk_score": 0.23, "kyc_tier": "tier_1", "session_entropy": 0.946 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 417, "timestamp": "2026-01-04T18:57:00Z", "transaction_amount_usd": 400332.09 }, { "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": 0.606, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 523553.49, "financial_exposure_usd": 585127.55, "recoverable_pct": 0.572 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }