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-106172", "label": "fraudulent", "label_confidence": 0.772, "severity": "high", "timestamp": "2026-01-05T06:52:00Z", "trace_id": "e2b2269e-2b74-e14b-9a81-457aa4ccdec6" }
{ "account_age_days": 19, "account_id": "ACCT-87E4DD8668BA", "baseline_risk_score": 0.233, "kyc_tier": "tier_2", "session_entropy": 0.418 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 155, "timestamp": "2026-01-04T20:41:00Z", "transaction_amount_usd": 17.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.84, "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 p...
{ "customer_funds_at_risk_usd": 1404727.12, "financial_exposure_usd": 2664933.1, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105733", "label": "fraudulent", "label_confidence": 0.674, "severity": "medium", "timestamp": "2026-01-04T23:33:00Z", "trace_id": "89dc3c07-9e43-a381-4cc1-fa33a53fca1e" }
{ "account_age_days": 1646, "account_id": "ACCT-ABB840645F0D", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.42 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 165, "timestamp": "2026-01-04T21:46:00Z", "transaction_amount_usd": 13.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.697, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3441117.4, "financial_exposure_usd": 3889165.29, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103263", "label": "fraudulent", "label_confidence": 0.955, "severity": "high", "timestamp": "2026-01-03T06:23:00Z", "trace_id": "95892741-dc49-5cc2-bc51-c2ff213d06d8" }
{ "account_age_days": 1511, "account_id": "ACCT-489D6C212BA0", "baseline_risk_score": 0.649, "kyc_tier": "tier_3", "session_entropy": 0.827 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 623, "timestamp": "2026-01-03T06:23:00Z", "transaction_amount_usd": 10239.02 }, { "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": 0.607, "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": 390516.81, "financial_exposure_usd": 562310.5, "recoverable_pct": 0.204 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106964", "label": "benign", "label_confidence": 0.634, "severity": "medium", "timestamp": "2026-01-05T20:04:00Z", "trace_id": "6a128490-5ea8-35d6-f4ea-0603c4df79bc" }
{ "account_age_days": 99, "account_id": "ACCT-E4E1E9F42ED1", "baseline_risk_score": 0.188, "kyc_tier": "tier_2", "session_entropy": 0.377 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 130, "timestamp": "2026-01-05T20:04:00Z", "transaction_amount_usd": 2482.9 }, { "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": 0.581, "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": 2516.54, "financial_exposure_usd": 6086.53, "recoverable_pct": 0.622 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107715", "label": "benign", "label_confidence": 0.504, "severity": "medium", "timestamp": "2026-01-06T08:35:00Z", "trace_id": "4d871bb9-ec75-44e0-3ad0-b2645cc39b4b" }
{ "account_age_days": 1125, "account_id": "ACCT-910F65D019DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.72 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 460, "timestamp": "2026-01-06T08:35:00Z", "transaction_amount_usd": 9790.87 }, { "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": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 889.08, "financial_exposure_usd": 1140.89, "recoverable_pct": 0.43 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106810", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-05T17:30:00Z", "trace_id": "a708d4ff-45b0-6f9e-e87d-35d32dd45f55" }
{ "account_age_days": 145, "account_id": "ACCT-ACF657B0A2DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 653, "timestamp": "2026-01-05T17:30:00Z", "transaction_amount_usd": 3429.33 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 240.92, "financial_exposure_usd": 305.09, "recoverable_pct": 0.9 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108304", "label": "benign", "label_confidence": 0.738, "severity": "critical", "timestamp": "2026-01-06T18:24:00Z", "trace_id": "f8e21924-0f06-19d4-fb2e-6236e4baf807" }
{ "account_age_days": 1023, "account_id": "ACCT-58C21C454050", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.59 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 416, "timestamp": "2026-01-06T18:24:00Z", "transaction_amount_usd": 5806.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.479, "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": 1595.74, "financial_exposure_usd": 2760.35, "recoverable_pct": 0.446 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106092", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-05T05:32:00Z", "trace_id": "9ed1c71d-12dd-0e97-b330-64d36fbe4401" }
{ "account_age_days": 170, "account_id": "ACCT-7384E0F02D1E", "baseline_risk_score": 0.238, "kyc_tier": "tier_2", "session_entropy": 0.266 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 842, "timestamp": "2026-01-05T05:32:00Z", "transaction_amount_usd": 1160797.87 }, { "asset": "GBP", "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": 0.403, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4899089.19, "financial_exposure_usd": 9807803.53, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108092", "label": "benign", "label_confidence": 0.673, "severity": "low", "timestamp": "2026-01-06T14:52:00Z", "trace_id": "4928cd12-130a-353d-81c4-cb9c330b4714" }
{ "account_age_days": 1648, "account_id": "ACCT-08C99999FBB0", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.697 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 942, "timestamp": "2026-01-06T14:52:00Z", "transaction_amount_usd": 870.9 }, { "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": 0.596, "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": 1203.03, "financial_exposure_usd": 2033.87, "recoverable_pct": 0.409 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108112", "label": "benign", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-06T15:12:00Z", "trace_id": "42863598-0c7b-e420-471d-a2470f59331e" }
{ "account_age_days": 1852, "account_id": "ACCT-81AF1E7F7FF6", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 608, "timestamp": "2026-01-06T15:12:00Z", "transaction_amount_usd": 7910.04 }, { "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": 0.726, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 392.75, "financial_exposure_usd": 871.46, "recoverable_pct": 0.423 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101669", "label": "fraudulent", "label_confidence": 0.978, "severity": "medium", "timestamp": "2026-01-02T03:49:00Z", "trace_id": "05f95114-8a6f-ac82-8a3e-bdbe1ed67c17" }
{ "account_age_days": 1163, "account_id": "ACCT-B3F8674738B4", "baseline_risk_score": 0.611, "kyc_tier": "tier_1", "session_entropy": 0.882 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 161, "timestamp": "2026-01-01T21:52:00Z", "transaction_amount_usd": 3.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.715, "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": 774450.73, "financial_exposure_usd": 1018968.91, "recoverable_pct": 0.421 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101543", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-02T01:43:00Z", "trace_id": "8a4031a3-c1ad-e3ce-4575-69bba3f04cc8" }
{ "account_age_days": 417, "account_id": "ACCT-AC8464249A72", "baseline_risk_score": 0.254, "kyc_tier": "tier_3", "session_entropy": 0.826 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 739, "timestamp": "2026-01-02T01:43:00Z", "transaction_amount_usd": 52487.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.411, "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": 889089.33, "financial_exposure_usd": 915378.1, "recoverable_pct": 0.391 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108116", "label": "benign", "label_confidence": 0.458, "severity": "high", "timestamp": "2026-01-06T15:16:00Z", "trace_id": "a59a53d1-1fab-c79e-6300-ff10a936b51f" }
{ "account_age_days": 1356, "account_id": "ACCT-8C4E66151EFA", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.589 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 784, "timestamp": "2026-01-06T15:16:00Z", "transaction_amount_usd": 7781.22 }, { "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": 0.549, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 321.28, "financial_exposure_usd": 332.62, "recoverable_pct": 0.604 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100756", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-01T12:36:00Z", "trace_id": "8f702f01-ce33-7def-c0f8-86bd5ea4d9b3" }
{ "account_age_days": 1593, "account_id": "ACCT-9DF4354F5CB5", "baseline_risk_score": 0.635, "kyc_tier": "tier_3", "session_entropy": 0.517 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 249, "timestamp": "2026-01-01T01:28:00Z", "transaction_amount_usd": 24.75 }, { "asset": "EUR", "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": 0.507, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 264114.31, "financial_exposure_usd": 429756.97, "recoverable_pct": 0.625 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104585", "label": "fraudulent", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-04T04:25:00Z", "trace_id": "038bc8e2-f518-d171-125d-59de82bce7a0" }
{ "account_age_days": 763, "account_id": "ACCT-B94E0E9D8A2C", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 578, "timestamp": "2026-01-04T04:25:00Z", "transaction_amount_usd": 2510783.16 }, { "asset": "SOL", "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": 0.446, "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": 4677834.66, "financial_exposure_usd": 6969287.28, "recoverable_pct": 0.855 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102088", "label": "fraudulent", "label_confidence": 0.863, "severity": "high", "timestamp": "2026-01-02T10:48:00Z", "trace_id": "213da461-723a-40aa-2ee7-ed5e737203ec" }
{ "account_age_days": 792, "account_id": "ACCT-69BBA3AB913C", "baseline_risk_score": 0.269, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 979, "timestamp": "2026-01-02T10:48:00Z", "transaction_amount_usd": 69116.55 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 372128.85, "financial_exposure_usd": 834087, "recoverable_pct": 0.541 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105143", "label": "fraudulent", "label_confidence": 0.744, "severity": "critical", "timestamp": "2026-01-04T13:43:00Z", "trace_id": "4724c1ba-8a51-9a9f-4e8d-1e23f70d1f09" }
{ "account_age_days": 1847, "account_id": "ACCT-9DCC6F6C21E3", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 202, "timestamp": "2026-01-04T13:43:00Z", "transaction_amount_usd": 493248.14 }, { "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": 0.581, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2375680.13, "financial_exposure_usd": 3070676.11, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101640", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-02T03:20:00Z", "trace_id": "8028b2d4-7d30-6f0c-023d-1651474f59f6" }
{ "account_age_days": 1880, "account_id": "ACCT-02B94DF8679D", "baseline_risk_score": 0.509, "kyc_tier": "tier_1", "session_entropy": 0.888 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1028, "timestamp": "2026-01-02T03:20:00Z", "transaction_amount_usd": 116536.33 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "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": 332754.15, "financial_exposure_usd": 678414.17, "recoverable_pct": 0.257 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107786", "label": "benign", "label_confidence": 0.548, "severity": "low", "timestamp": "2026-01-06T09:46:00Z", "trace_id": "b3bcd65f-1156-bf17-8233-f5098404a9ea" }
{ "account_age_days": 123, "account_id": "ACCT-502C6BEF4476", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.493 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 160, "timestamp": "2026-01-06T02:37:00Z", "transaction_amount_usd": 5.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 990.29, "financial_exposure_usd": 1505.74, "recoverable_pct": 0.498 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104384", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-04T01:04:00Z", "trace_id": "2ecc8d70-3fb1-5a72-2714-792c11f9d2a7" }
{ "account_age_days": 1521, "account_id": "ACCT-157577529C9C", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.794 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 666, "timestamp": "2026-01-04T01:04:00Z", "transaction_amount_usd": 1067634.16 }, { "asset": "USDT", "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3543833.6, "financial_exposure_usd": 6210589.93, "recoverable_pct": 0.588 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101691", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-02T04:11:00Z", "trace_id": "aae9fa25-7df8-1e95-b79f-0320ee56066a" }
{ "account_age_days": 224, "account_id": "ACCT-965644D0EDBD", "baseline_risk_score": 0.603, "kyc_tier": "tier_1", "session_entropy": 0.866 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 987, "timestamp": "2026-01-02T04:11:00Z", "transaction_amount_usd": 48956.37 }, { "asset": "USDC", "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": 0.551, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 707704.44, "financial_exposure_usd": 918195.82, "recoverable_pct": 0.377 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105901", "label": "fraudulent", "label_confidence": 0.805, "severity": "low", "timestamp": "2026-01-05T02:21:00Z", "trace_id": "28883a19-4213-1225-9f8a-a6c6ec8166a6" }
{ "account_age_days": 1845, "account_id": "ACCT-F42374357EC6", "baseline_risk_score": 0.188, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 623, "timestamp": "2026-01-05T02:21:00Z", "transaction_amount_usd": 408540.44 }, { "asset": "SOL", "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": 0.95, "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 post...
{ "customer_funds_at_risk_usd": 3076703.84, "financial_exposure_usd": 3743086.31, "recoverable_pct": 0.886 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109724", "label": "benign", "label_confidence": 0.613, "severity": "low", "timestamp": "2026-01-07T18:04:00Z", "trace_id": "88ccd2a1-127b-d478-b7d7-0fa55cbd2795" }
{ "account_age_days": 1552, "account_id": "ACCT-CC4227AB3CFF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 127, "timestamp": "2026-01-07T16:41:00Z", "transaction_amount_usd": 9.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.603, "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": 734, "financial_exposure_usd": 1554.03, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101320", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-01T22:00:00Z", "trace_id": "eb751576-de41-51e6-7c00-5a78d5a28c3d" }
{ "account_age_days": 268, "account_id": "ACCT-6D883D8F3762", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1171, "timestamp": "2026-01-01T22:00:00Z", "transaction_amount_usd": 67713.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.724, "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": 829139.94, "financial_exposure_usd": 946579.99, "recoverable_pct": 0.569 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109087", "label": "benign", "label_confidence": 0.611, "severity": "high", "timestamp": "2026-01-07T07:27:00Z", "trace_id": "ec7a14e9-84eb-3d68-b8af-6389006bb83b" }
{ "account_age_days": 1624, "account_id": "ACCT-78A579E63D4D", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.356 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 246, "timestamp": "2026-01-07T06:04:00Z", "transaction_amount_usd": 7.21 }, { "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": 0.56, "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_t...
{ "customer_funds_at_risk_usd": 4882.79, "financial_exposure_usd": 5024.36, "recoverable_pct": 0.503 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107521", "label": "benign", "label_confidence": 0.461, "severity": "low", "timestamp": "2026-01-06T05:21:00Z", "trace_id": "74b03e1b-38ab-488c-a5f2-0a83268da459" }
{ "account_age_days": 6, "account_id": "ACCT-852B3E1B6EAA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 195, "timestamp": "2026-01-06T05:21:00Z", "transaction_amount_usd": 2382.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6198.98, "financial_exposure_usd": 6901.45, "recoverable_pct": 0.751 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107018", "label": "benign", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-05T20:58:00Z", "trace_id": "69004563-ebbc-fa63-6efe-7d0577d5538d" }
{ "account_age_days": 1441, "account_id": "ACCT-A9118A16F3BA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.692 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 833, "timestamp": "2026-01-05T20:58:00Z", "transaction_amount_usd": 13488.79 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.637, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4564.18, "financial_exposure_usd": 6838.16, "recoverable_pct": 0.65 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105308", "label": "fraudulent", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-04T16:28:00Z", "trace_id": "7fdf54c0-15c2-bce7-27e4-9d47137413fe" }
{ "account_age_days": 1008, "account_id": "ACCT-3E859296505E", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.666 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 329, "timestamp": "2026-01-04T13:10:00Z", "transaction_amount_usd": 4.47 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.762, "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": 2447338.55, "financial_exposure_usd": 3605939.63, "recoverable_pct": 0.941 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103138", "label": "fraudulent", "label_confidence": 0.751, "severity": "critical", "timestamp": "2026-01-03T04:18:00Z", "trace_id": "6c0d41cc-482d-6cf1-9a82-621dcb2b66d8" }
{ "account_age_days": 1756, "account_id": "ACCT-11DDAFEC254F", "baseline_risk_score": 0.581, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1138, "timestamp": "2026-01-03T04:18:00Z", "transaction_amount_usd": 85686.78 }, { "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": 0.64, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 522624.49, "financial_exposure_usd": 669986.57, "recoverable_pct": 0.331 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103340", "label": "fraudulent", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-03T07:40:00Z", "trace_id": "7262d897-c4cb-8315-4c00-b399bab8bcd7" }
{ "account_age_days": 1128, "account_id": "ACCT-4998BBCC2620", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 628, "timestamp": "2026-01-03T07:40:00Z", "transaction_amount_usd": 1704537.49 }, { "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": 0.783, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 3328587.71, "financial_exposure_usd": 4486172.05, "recoverable_pct": 0.574 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103876", "label": "fraudulent", "label_confidence": 0.948, "severity": "low", "timestamp": "2026-01-03T16:36:00Z", "trace_id": "b5415304-9022-b7eb-6691-8a5f85e6a5ce" }
{ "account_age_days": 953, "account_id": "ACCT-6A6B8C5D6388", "baseline_risk_score": 0.32, "kyc_tier": "tier_2", "session_entropy": 0.552 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 338, "timestamp": "2026-01-03T16:36:00Z", "transaction_amount_usd": 2556391 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.88, "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 p...
{ "customer_funds_at_risk_usd": 1939671.67, "financial_exposure_usd": 3833595.26, "recoverable_pct": 0.784 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105281", "label": "fraudulent", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-04T16:01:00Z", "trace_id": "ad1fa45b-f2a0-2f63-df22-60943cd3a980" }
{ "account_age_days": 602, "account_id": "ACCT-4A85A569995C", "baseline_risk_score": 0.265, "kyc_tier": "tier_3", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 669, "timestamp": "2026-01-04T16:01:00Z", "transaction_amount_usd": 1729746.15 }, { "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": 0.813, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4739934.81, "financial_exposure_usd": 5217581.41, "recoverable_pct": 0.437 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101308", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T21:48:00Z", "trace_id": "b8d8b1be-3a9f-18ad-8e80-54d411c3115c" }
{ "account_age_days": 328, "account_id": "ACCT-12CD6A6E8362", "baseline_risk_score": 0.528, "kyc_tier": "tier_1", "session_entropy": 0.922 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 558, "timestamp": "2026-01-01T21:48:00Z", "transaction_amount_usd": 101451.71 }, { "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": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 128991.76, "financial_exposure_usd": 217802.01, "recoverable_pct": 0.211 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101385", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-01T23:05:00Z", "trace_id": "e2dcc410-068e-96b3-6fdd-9984193bb884" }
{ "account_age_days": 1340, "account_id": "ACCT-DAFCE10EE3B3", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 954, "timestamp": "2026-01-01T23:05:00Z", "transaction_amount_usd": 15754.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.379, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 701780.16, "financial_exposure_usd": 880559.89, "recoverable_pct": 0.126 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100168", "label": "fraudulent", "label_confidence": 0.94, "severity": "critical", "timestamp": "2026-01-01T02:48:00Z", "trace_id": "975aae69-e970-7c9e-266a-8b90ee28b2f4" }
{ "account_age_days": 1865, "account_id": "ACCT-89A1321DECFB", "baseline_risk_score": 0.342, "kyc_tier": "tier_2", "session_entropy": 0.308 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 377, "timestamp": "2026-01-01T02:03:00Z", "transaction_amount_usd": 17.89 }, { "asset": "EUR", "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": 0.75, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 825365.49, "financial_exposure_usd": 940572.91, "recoverable_pct": 0.29 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108339", "label": "benign", "label_confidence": 0.739, "severity": "low", "timestamp": "2026-01-06T18:59:00Z", "trace_id": "dee81293-b1f4-bed9-af78-fdf471f1eacb" }
{ "account_age_days": 175, "account_id": "ACCT-5594A6F5ADB0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 213, "timestamp": "2026-01-06T18:59:00Z", "transaction_amount_usd": 4144.71 }, { "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": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1870.5, "financial_exposure_usd": 2034.98, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100152", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-01T02:32:00Z", "trace_id": "eaaa94c8-a097-efe3-c31d-b215d7d0dc99" }
{ "account_age_days": 1300, "account_id": "ACCT-6010AB936B7F", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.856 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 975, "timestamp": "2026-01-01T02:32:00Z", "transaction_amount_usd": 19506.85 }, { "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": 0.458, "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": 654389.02, "financial_exposure_usd": 694545.63, "recoverable_pct": 0.561 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100558", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-01T09:18:00Z", "trace_id": "b089f049-d8c4-a94e-1e28-7544069abef6" }
{ "account_age_days": 1545, "account_id": "ACCT-E9F644600FFC", "baseline_risk_score": 0.467, "kyc_tier": "tier_2", "session_entropy": 0.206 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 209, "timestamp": "2026-01-01T09:18:00Z", "transaction_amount_usd": 16087.11 }, { "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": 0.769, "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": 625058.35, "financial_exposure_usd": 712368.36, "recoverable_pct": 0.342 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104612", "label": "fraudulent", "label_confidence": 0.636, "severity": "medium", "timestamp": "2026-01-04T04:52:00Z", "trace_id": "950ac57b-b966-4063-f6b1-cf3574836308" }
{ "account_age_days": 1033, "account_id": "ACCT-B1597EA2322A", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.806 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1200, "timestamp": "2026-01-04T04:52:00Z", "transaction_amount_usd": 2990371.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.59, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2270496.94, "financial_exposure_usd": 2335272.81, "recoverable_pct": 0.74 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102141", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-02T11:41:00Z", "trace_id": "ce463efc-1fa3-1a4e-c5c4-7b5b80222f62" }
{ "account_age_days": 1158, "account_id": "ACCT-F13E7832A1FF", "baseline_risk_score": 0.516, "kyc_tier": "tier_3", "session_entropy": 0.257 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 860, "timestamp": "2026-01-02T11:41:00Z", "transaction_amount_usd": 77954.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.382, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 522662.46, "financial_exposure_usd": 599712.19, "recoverable_pct": 0.32 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104453", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-04T02:13:00Z", "trace_id": "0b752cfc-c734-3a61-ae62-7b0991811bfb" }
{ "account_age_days": 1158, "account_id": "ACCT-528D65BB8EF7", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 204, "timestamp": "2026-01-03T15:25:00Z", "transaction_amount_usd": 19.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.436, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1575838.88, "financial_exposure_usd": 2859398.89, "recoverable_pct": 0.731 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101235", "label": "fraudulent", "label_confidence": 0.808, "severity": "critical", "timestamp": "2026-01-01T20:35:00Z", "trace_id": "157199df-03e4-d27d-a612-37893df8c791" }
{ "account_age_days": 170, "account_id": "ACCT-9AF857390A8E", "baseline_risk_score": 0.34, "kyc_tier": "tier_1", "session_entropy": 0.381 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 273, "timestamp": "2026-01-01T12:39:00Z", "transaction_amount_usd": 3.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.831, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 605047.03, "financial_exposure_usd": 1271606.34, "recoverable_pct": 0.837 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109881", "label": "benign", "label_confidence": 0.516, "severity": "critical", "timestamp": "2026-01-07T20:41:00Z", "trace_id": "c140d684-be61-9841-b21b-744582aad007" }
{ "account_age_days": 545, "account_id": "ACCT-13E3E0FC41D1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.669 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 160, "timestamp": "2026-01-07T11:13:00Z", "transaction_amount_usd": 16.75 }, { "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": 0.792, "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": 1295.72, "financial_exposure_usd": 1721.31, "recoverable_pct": 0.652 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100834", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-01T13:54:00Z", "trace_id": "4a4e8666-3b85-b758-d7c2-94e25915b7f4" }
{ "account_age_days": 1124, "account_id": "ACCT-1E100F9BB8B0", "baseline_risk_score": 0.274, "kyc_tier": "tier_3", "session_entropy": 0.335 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 461, "timestamp": "2026-01-01T13:54:00Z", "transaction_amount_usd": 29179.69 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.503, "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": 181151.66, "financial_exposure_usd": 404524.8, "recoverable_pct": 0.618 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105351", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-04T17:11:00Z", "trace_id": "821f8fe2-f85e-dd2b-8d66-f5b4ac002aa6" }
{ "account_age_days": 1562, "account_id": "ACCT-01B359FC6B0B", "baseline_risk_score": 0.259, "kyc_tier": "tier_3", "session_entropy": 0.932 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 913, "timestamp": "2026-01-04T17:11:00Z", "transaction_amount_usd": 972049.16 }, { "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": 0.844, "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": 4547683.16, "financial_exposure_usd": 5038934.34, "recoverable_pct": 0.635 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107498", "label": "benign", "label_confidence": 0.524, "severity": "medium", "timestamp": "2026-01-06T04:58:00Z", "trace_id": "47ccd5e7-f508-a823-bd78-7a7cf56e191a" }
{ "account_age_days": 1880, "account_id": "ACCT-11796B803828", "baseline_risk_score": 0.118, "kyc_tier": "tier_2", "session_entropy": 0.179 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 450, "timestamp": "2026-01-06T04:58:00Z", "transaction_amount_usd": 9786.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.459, "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": 1228.77, "financial_exposure_usd": 1802.34, "recoverable_pct": 0.611 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109614", "label": "benign", "label_confidence": 0.541, "severity": "low", "timestamp": "2026-01-07T16:14:00Z", "trace_id": "a1ed143b-3c00-4756-bc37-a687338abc57" }
{ "account_age_days": 705, "account_id": "ACCT-74ABB7C1879E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.401 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1086, "timestamp": "2026-01-07T16:14:00Z", "transaction_amount_usd": 6346.45 }, { "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": 0.782, "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": 1538.07, "financial_exposure_usd": 3063.91, "recoverable_pct": 0.722 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104179", "label": "fraudulent", "label_confidence": 0.634, "severity": "high", "timestamp": "2026-01-03T21:39:00Z", "trace_id": "c8bed43f-59e6-d019-c4f9-0afd4d549d5a" }
{ "account_age_days": 672, "account_id": "ACCT-64F74449CD3C", "baseline_risk_score": 0.361, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 127, "timestamp": "2026-01-03T21:39:00Z", "transaction_amount_usd": 1327298.09 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.463, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2616583.54, "financial_exposure_usd": 3707739.03, "recoverable_pct": 0.956 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109450", "label": "benign", "label_confidence": 0.701, "severity": "high", "timestamp": "2026-01-07T13:30:00Z", "trace_id": "6b671b93-f36d-02c8-f14c-aeeee8ccde33" }
{ "account_age_days": 163, "account_id": "ACCT-047EE9F9FB53", "baseline_risk_score": 0.154, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 414, "timestamp": "2026-01-07T13:30:00Z", "transaction_amount_usd": 13937.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1393.4, "financial_exposure_usd": 1824.17, "recoverable_pct": 0.955 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109285", "label": "benign", "label_confidence": 0.515, "severity": "medium", "timestamp": "2026-01-07T10:45:00Z", "trace_id": "f8f0ee6d-8800-c9e1-2fb9-f30a8fb9b9b5" }
{ "account_age_days": 1865, "account_id": "ACCT-192DB1BF6FFD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.708 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1034, "timestamp": "2026-01-07T10:45:00Z", "transaction_amount_usd": 6607.22 }, { "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": 0.623, "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": 94.92, "financial_exposure_usd": 141.7, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100270", "label": "fraudulent", "label_confidence": 0.949, "severity": "low", "timestamp": "2026-01-01T04:30:00Z", "trace_id": "e14b400f-d873-56e9-3262-188fdeafd27f" }
{ "account_age_days": 1467, "account_id": "ACCT-1A950F3EBD84", "baseline_risk_score": 0.593, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 355, "timestamp": "2026-01-01T02:11:00Z", "transaction_amount_usd": 24.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "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": 488911.52, "financial_exposure_usd": 690052.85, "recoverable_pct": 0.057 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105609", "label": "fraudulent", "label_confidence": 0.725, "severity": "critical", "timestamp": "2026-01-04T21:29:00Z", "trace_id": "1be06f04-2fa5-0952-ec44-0c963f2f1404" }
{ "account_age_days": 1496, "account_id": "ACCT-175AE887DF47", "baseline_risk_score": 0.421, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 109, "timestamp": "2026-01-04T21:29:00Z", "transaction_amount_usd": 1332499.47 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.614, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2814155.78, "financial_exposure_usd": 5272641.74, "recoverable_pct": 0.887 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103085", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-03T03:25:00Z", "trace_id": "ea37ad59-d923-993e-7902-53e1138fcee7" }
{ "account_age_days": 1426, "account_id": "ACCT-BEC21AEFCDF1", "baseline_risk_score": 0.357, "kyc_tier": "tier_3", "session_entropy": 0.408 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1179, "timestamp": "2026-01-03T03:25:00Z", "transaction_amount_usd": 70808.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.629, "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": 402943.13, "financial_exposure_usd": 739004.35, "recoverable_pct": 0.183 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102280", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-02T14:00:00Z", "trace_id": "756c7602-5e26-9964-9d62-bbb4b42efd43" }
{ "account_age_days": 1658, "account_id": "ACCT-E5ECA32A3983", "baseline_risk_score": 0.349, "kyc_tier": "tier_1", "session_entropy": 0.441 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 191, "timestamp": "2026-01-02T11:38:00Z", "transaction_amount_usd": 16.68 }, { "asset": "USDC", "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": 0.827, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 866028.63, "financial_exposure_usd": 1014773.43, "recoverable_pct": 0.604 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101581", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-02T02:21:00Z", "trace_id": "6148d71a-2ff3-e0b2-560d-0f8bb6b202d8" }
{ "account_age_days": 461, "account_id": "ACCT-33C3AB78AFAE", "baseline_risk_score": 0.505, "kyc_tier": "tier_1", "session_entropy": 0.939 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 835, "timestamp": "2026-01-02T02:21:00Z", "transaction_amount_usd": 118631.01 }, { "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": 0.35, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 475857.79, "financial_exposure_usd": 708825.74, "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-107206", "label": "benign", "label_confidence": 0.463, "severity": "medium", "timestamp": "2026-01-06T00:06:00Z", "trace_id": "a9065b8c-3e22-478b-0ff7-ce525385f798" }
{ "account_age_days": 1924, "account_id": "ACCT-A4B2938BC5F7", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.444 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 423, "timestamp": "2026-01-06T00:06:00Z", "transaction_amount_usd": 14475.93 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.515, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 3716.96, "financial_exposure_usd": 4576.59, "recoverable_pct": 0.944 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104854", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-04T08:54:00Z", "trace_id": "5ed2f225-7af7-3346-8778-5e6cc0c11110" }
{ "account_age_days": 638, "account_id": "ACCT-1FBBB9D537EC", "baseline_risk_score": 0.134, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 818, "timestamp": "2026-01-04T08:54:00Z", "transaction_amount_usd": 1943012.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.618, "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": 4353394.41, "financial_exposure_usd": 4483504.57, "recoverable_pct": 0.421 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104432", "label": "fraudulent", "label_confidence": 0.706, "severity": "critical", "timestamp": "2026-01-04T01:52:00Z", "trace_id": "b70a999c-ffa8-43ee-9111-4ee223c898c7" }
{ "account_age_days": 157, "account_id": "ACCT-224CDC1AA7F1", "baseline_risk_score": 0.173, "kyc_tier": "tier_2", "session_entropy": 0.156 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1047, "timestamp": "2026-01-04T01:52:00Z", "transaction_amount_usd": 1703164.32 }, { "asset": "GBP", "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": 0.672, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3703036.45, "financial_exposure_usd": 4260141.98, "recoverable_pct": 0.953 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104323", "label": "fraudulent", "label_confidence": 0.794, "severity": "critical", "timestamp": "2026-01-04T00:03:00Z", "trace_id": "3f81553c-bcc0-a215-966a-2a5a39c6e81b" }
{ "account_age_days": 1613, "account_id": "ACCT-4B0EA983E607", "baseline_risk_score": 0.44, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 249, "timestamp": "2026-01-04T00:03:00Z", "transaction_amount_usd": 1824687.41 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.608, "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": 2552114.17, "financial_exposure_usd": 4322884.78, "recoverable_pct": 0.651 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107497", "label": "benign", "label_confidence": 0.724, "severity": "low", "timestamp": "2026-01-06T04:57:00Z", "trace_id": "53f268b9-b5a2-c5f0-2db3-e1767d7a9039" }
{ "account_age_days": 1436, "account_id": "ACCT-596C7002ECA4", "baseline_risk_score": 0.059, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 387, "timestamp": "2026-01-06T04:10:00Z", "transaction_amount_usd": 24.3 }, { "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": 0.681, "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": 3603.73, "financial_exposure_usd": 5597.69, "recoverable_pct": 0.635 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102117", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T11:17:00Z", "trace_id": "9984269a-2d1b-f40c-8b2d-75bd823b1b83" }
{ "account_age_days": 468, "account_id": "ACCT-155994233B2E", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.926 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 911, "timestamp": "2026-01-02T11:17:00Z", "transaction_amount_usd": 94347.91 }, { "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": 0.456, "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": 329235.7, "financial_exposure_usd": 633357.51, "recoverable_pct": 0.646 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101257", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-01T20:57:00Z", "trace_id": "0f6c819d-4732-fbbf-41fb-bfe4e20247fe" }
{ "account_age_days": 1002, "account_id": "ACCT-D25736A52E99", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.779 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 108, "timestamp": "2026-01-01T14:55:00Z", "transaction_amount_usd": 13.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.468, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 306115.42, "financial_exposure_usd": 339759.07, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107187", "label": "benign", "label_confidence": 0.622, "severity": "low", "timestamp": "2026-01-05T23:47:00Z", "trace_id": "2eaea54c-9c0a-0f4c-1a47-0ef2519a6868" }
{ "account_age_days": 1421, "account_id": "ACCT-D22B4C9E3763", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.706 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 152, "timestamp": "2026-01-05T23:47:00Z", "transaction_amount_usd": 11747.99 }, { "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": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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_tra...
{ "customer_funds_at_risk_usd": 3907.95, "financial_exposure_usd": 6553.98, "recoverable_pct": 0.583 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109983", "label": "benign", "label_confidence": 0.51, "severity": "low", "timestamp": "2026-01-07T22:23:00Z", "trace_id": "6f51f761-7781-fe04-d574-f0b8eeeff7e8" }
{ "account_age_days": 530, "account_id": "ACCT-4DEE89410356", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.186 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 298, "timestamp": "2026-01-07T12:59:00Z", "transaction_amount_usd": 6.78 }, { "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": 0.629, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1673.91, "financial_exposure_usd": 1694.38, "recoverable_pct": 0.414 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103325", "label": "fraudulent", "label_confidence": 0.805, "severity": "medium", "timestamp": "2026-01-03T07:25:00Z", "trace_id": "e62f4a8f-e6c6-834f-169a-43f01a11f76b" }
{ "account_age_days": 442, "account_id": "ACCT-440001E0B82D", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.913 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 207, "timestamp": "2026-01-03T07:25:00Z", "transaction_amount_usd": 32409.4 }, { "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": 0.604, "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": 481006.05, "financial_exposure_usd": 521184.07, "recoverable_pct": 0.171 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103033", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-03T02:33:00Z", "trace_id": "30bf8757-7bb8-4553-5f89-bd719b035c77" }
{ "account_age_days": 598, "account_id": "ACCT-C291A2C588FF", "baseline_risk_score": 0.264, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1178, "timestamp": "2026-01-03T02:33:00Z", "transaction_amount_usd": 11174.03 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.681, "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": 207622.68, "financial_exposure_usd": 301434.43, "recoverable_pct": 0.634 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106372", "label": "fraudulent", "label_confidence": 0.885, "severity": "critical", "timestamp": "2026-01-05T10:12:00Z", "trace_id": "9a350657-fe8e-6b11-986d-7edff6641221" }
{ "account_age_days": 598, "account_id": "ACCT-F08198ED4D92", "baseline_risk_score": 0.236, "kyc_tier": "tier_1", "session_entropy": 0.117 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 492, "timestamp": "2026-01-05T10:12:00Z", "transaction_amount_usd": 716594.04 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.707, "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": 4379577.52, "financial_exposure_usd": 5575582.36, "recoverable_pct": 0.904 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108184", "label": "benign", "label_confidence": 0.75, "severity": "critical", "timestamp": "2026-01-06T16:24:00Z", "trace_id": "18fae62b-4a79-2f16-fc8d-dc522c6e5579" }
{ "account_age_days": 1285, "account_id": "ACCT-36CC9612121A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.473 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1066, "timestamp": "2026-01-06T16:24:00Z", "transaction_amount_usd": 5185.67 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.742, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 188.63, "financial_exposure_usd": 196.58, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102611", "label": "fraudulent", "label_confidence": 0.836, "severity": "high", "timestamp": "2026-01-02T19:31:00Z", "trace_id": "8c7bccc6-1071-5293-308a-7be61753e7d1" }
{ "account_age_days": 1952, "account_id": "ACCT-36EE4F6A520B", "baseline_risk_score": 0.58, "kyc_tier": "tier_3", "session_entropy": 0.446 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 394, "timestamp": "2026-01-02T15:45:00Z", "transaction_amount_usd": 18.87 }, { "asset": "EUR", "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": 0.717, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 373021.35, "financial_exposure_usd": 910213.36, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104194", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-03T21:54:00Z", "trace_id": "f3c014d6-5534-736c-6121-e2d8eea064d3" }
{ "account_age_days": 82, "account_id": "ACCT-9B449180DA0C", "baseline_risk_score": 0.414, "kyc_tier": "tier_1", "session_entropy": 0.636 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 397, "timestamp": "2026-01-03T13:11:00Z", "transaction_amount_usd": 23.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.892, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2444082.4, "financial_exposure_usd": 3578680.43, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107419", "label": "benign", "label_confidence": 0.699, "severity": "medium", "timestamp": "2026-01-06T03:39:00Z", "trace_id": "ec8dc737-77e3-ea0f-c89f-025bc23af91e" }
{ "account_age_days": 192, "account_id": "ACCT-0F1AAC9DFC88", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 845, "timestamp": "2026-01-06T03:39:00Z", "transaction_amount_usd": 13698.14 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1895.55, "financial_exposure_usd": 4442.96, "recoverable_pct": 0.766 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105062", "label": "fraudulent", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-04T12:22:00Z", "trace_id": "457c32fa-d233-c523-557f-c72d812346b3" }
{ "account_age_days": 1129, "account_id": "ACCT-5EF37C8A1164", "baseline_risk_score": 0.258, "kyc_tier": "tier_1", "session_entropy": 0.155 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 558, "timestamp": "2026-01-04T12:22:00Z", "transaction_amount_usd": 1096646.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.528, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2714299.99, "financial_exposure_usd": 2946385.47, "recoverable_pct": 0.989 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106041", "label": "fraudulent", "label_confidence": 0.772, "severity": "medium", "timestamp": "2026-01-05T04:41:00Z", "trace_id": "bfd128de-89a3-5a7d-72d0-0de7fbbc1c55" }
{ "account_age_days": 1076, "account_id": "ACCT-F8C009E85FC2", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 240, "timestamp": "2026-01-05T02:52:00Z", "transaction_amount_usd": 19.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.506, "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": 2385280.84, "financial_exposure_usd": 3890624.31, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107056", "label": "benign", "label_confidence": 0.477, "severity": "medium", "timestamp": "2026-01-05T21:36:00Z", "trace_id": "fd49cb77-632b-417d-9503-c0ba93784f70" }
{ "account_age_days": 115, "account_id": "ACCT-AFB9DBCC3BF2", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.721 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1065, "timestamp": "2026-01-05T21:36:00Z", "transaction_amount_usd": 13779.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1475.02, "financial_exposure_usd": 3475.42, "recoverable_pct": 0.722 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101511", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-02T01:11:00Z", "trace_id": "27880195-1e51-d369-a89e-6ee63fc56289" }
{ "account_age_days": 1136, "account_id": "ACCT-678FB8AF4E7F", "baseline_risk_score": 0.635, "kyc_tier": "tier_3", "session_entropy": 0.872 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 339, "timestamp": "2026-01-01T22:18:00Z", "transaction_amount_usd": 6.57 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 364635.03, "financial_exposure_usd": 668044.11, "recoverable_pct": 0.581 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101575", "label": "fraudulent", "label_confidence": 0.825, "severity": "low", "timestamp": "2026-01-02T02:15:00Z", "trace_id": "4b4dd19c-8f7c-ac8e-38d9-b60a70e84a92" }
{ "account_age_days": 1235, "account_id": "ACCT-1DFDBB2937F9", "baseline_risk_score": 0.497, "kyc_tier": "tier_1", "session_entropy": 0.246 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 273, "timestamp": "2026-01-02T00:03:00Z", "transaction_amount_usd": 3.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.784, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 101746.98, "financial_exposure_usd": 157563.49, "recoverable_pct": 0.801 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101260", "label": "fraudulent", "label_confidence": 0.863, "severity": "low", "timestamp": "2026-01-01T21:00:00Z", "trace_id": "c7414763-7348-4b47-c9fb-cfd6c6abccbd" }
{ "account_age_days": 1536, "account_id": "ACCT-8024B48D482D", "baseline_risk_score": 0.612, "kyc_tier": "tier_1", "session_entropy": 0.559 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 789, "timestamp": "2026-01-01T21:00:00Z", "transaction_amount_usd": 107888.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.576, "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": 869254.63, "financial_exposure_usd": 1092319.45, "recoverable_pct": 0.17 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107615", "label": "benign", "label_confidence": 0.563, "severity": "low", "timestamp": "2026-01-06T06:55:00Z", "trace_id": "d798ea69-f6af-c137-9a77-7ad3899994f2" }
{ "account_age_days": 1413, "account_id": "ACCT-74E7C1861A49", "baseline_risk_score": 0.104, "kyc_tier": "tier_3", "session_entropy": 0.289 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1014, "timestamp": "2026-01-06T06:55:00Z", "transaction_amount_usd": 14150.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.584, "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": 1204.32, "financial_exposure_usd": 1906.95, "recoverable_pct": 0.737 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108009", "label": "benign", "label_confidence": 0.51, "severity": "medium", "timestamp": "2026-01-06T13:29:00Z", "trace_id": "8546890a-10e2-7e06-b57d-130126508755" }
{ "account_age_days": 524, "account_id": "ACCT-7556F2292A19", "baseline_risk_score": 0.159, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 323, "timestamp": "2026-01-06T13:29:00Z", "transaction_amount_usd": 11349.42 }, { "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": 0.506, "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": 3518.65, "financial_exposure_usd": 5023.75, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103233", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-03T05:53:00Z", "trace_id": "8ad06588-091b-355a-7c58-24c34d31ca6b" }
{ "account_age_days": 373, "account_id": "ACCT-C8B51C70C1ED", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.825 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 597, "timestamp": "2026-01-03T05:53:00Z", "transaction_amount_usd": 35882.6 }, { "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": 0.812, "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": 930665, "financial_exposure_usd": 1021067.68, "recoverable_pct": 0.814 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102316", "label": "fraudulent", "label_confidence": 0.884, "severity": "low", "timestamp": "2026-01-02T14:36:00Z", "trace_id": "b6a84108-9fe6-c462-270e-f3fe839e0b94" }
{ "account_age_days": 1855, "account_id": "ACCT-9FDCD7638A5D", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.124 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 515, "timestamp": "2026-01-02T14:36:00Z", "transaction_amount_usd": 25314.06 }, { "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": 0.822, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 890579.67, "financial_exposure_usd": 1255317.11, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106814", "label": "benign", "label_confidence": 0.517, "severity": "high", "timestamp": "2026-01-05T17:34:00Z", "trace_id": "7e1d0ebc-5fb5-5aad-51ae-2dd22978d71b" }
{ "account_age_days": 529, "account_id": "ACCT-1A2DB3DEF15A", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.492 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 474, "timestamp": "2026-01-05T17:34:00Z", "transaction_amount_usd": 5057.59 }, { "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": 0.483, "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": 1549.34, "financial_exposure_usd": 3571.62, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108926", "label": "benign", "label_confidence": 0.484, "severity": "low", "timestamp": "2026-01-07T04:46:00Z", "trace_id": "70809600-9334-e39e-2a24-00e0e090c480" }
{ "account_age_days": 1535, "account_id": "ACCT-814B19F5A269", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 100, "timestamp": "2026-01-06T23:38:00Z", "transaction_amount_usd": 23.17 }, { "asset": "SOL", "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": 0.525, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2088.84, "financial_exposure_usd": 2583.52, "recoverable_pct": 0.979 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109137", "label": "benign", "label_confidence": 0.69, "severity": "low", "timestamp": "2026-01-07T08:17:00Z", "trace_id": "3fd59862-4ffe-b4f0-4e3c-2c06eada7749" }
{ "account_age_days": 719, "account_id": "ACCT-F6A8CA12667C", "baseline_risk_score": 0.143, "kyc_tier": "tier_1", "session_entropy": 0.778 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1027, "timestamp": "2026-01-07T08:17:00Z", "transaction_amount_usd": 5120.21 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.569, "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": 2338.48, "financial_exposure_usd": 3314.94, "recoverable_pct": 0.446 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106499", "label": "fraudulent", "label_confidence": 0.941, "severity": "high", "timestamp": "2026-01-05T12:19:00Z", "trace_id": "5061c7dc-ab23-7c05-8b31-afa60b7f9446" }
{ "account_age_days": 1406, "account_id": "ACCT-2A8A829C986B", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.739 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 365, "timestamp": "2026-01-05T12:19:00Z", "transaction_amount_usd": 2087601.14 }, { "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": 0.642, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1527559.41, "financial_exposure_usd": 3049809.65, "recoverable_pct": 0.633 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101361", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-01T22:41:00Z", "trace_id": "88c562f6-7300-3887-db91-b65f90b0fcd3" }
{ "account_age_days": 1694, "account_id": "ACCT-A132A3B52A54", "baseline_risk_score": 0.436, "kyc_tier": "tier_2", "session_entropy": 0.605 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 214, "timestamp": "2026-01-01T15:38:00Z", "transaction_amount_usd": 6.1 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.724, "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": 738843.28, "financial_exposure_usd": 852244.03, "recoverable_pct": 0.052 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100770", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-01T12:50:00Z", "trace_id": "ca9e90b6-14e1-521c-1450-b8074e0ef21b" }
{ "account_age_days": 258, "account_id": "ACCT-715055A780D0", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.523 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 370, "timestamp": "2026-01-01T05:00:00Z", "transaction_amount_usd": 3.8 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.442, "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": 258350.04, "financial_exposure_usd": 630153.51, "recoverable_pct": 0.077 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107980", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-06T13:00:00Z", "trace_id": "88a29418-2a0e-d895-196d-ea4f3341d63d" }
{ "account_age_days": 147, "account_id": "ACCT-76FFD3A61901", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.218 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 571, "timestamp": "2026-01-06T13:00:00Z", "transaction_amount_usd": 14613.15 }, { "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": 0.614, "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": 771.18, "financial_exposure_usd": 1377.11, "recoverable_pct": 0.706 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102180", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-02T12:20:00Z", "trace_id": "a1998f28-9e86-0d59-94c6-35062b3a5e70" }
{ "account_age_days": 276, "account_id": "ACCT-656C38A78124", "baseline_risk_score": 0.525, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 917, "timestamp": "2026-01-02T12:20:00Z", "transaction_amount_usd": 10834.01 }, { "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": 0.715, "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": 816739.43, "financial_exposure_usd": 921612.17, "recoverable_pct": 0.081 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102760", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-02T22:00:00Z", "trace_id": "36b7f25b-6324-6a10-63df-bf2fae74a01b" }
{ "account_age_days": 278, "account_id": "ACCT-5292C1B388FA", "baseline_risk_score": 0.281, "kyc_tier": "tier_1", "session_entropy": 0.103 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 344, "timestamp": "2026-01-02T20:08:00Z", "transaction_amount_usd": 24.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.571, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 435731.3, "financial_exposure_usd": 939304.97, "recoverable_pct": 0.413 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104205", "label": "fraudulent", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-03T22:05:00Z", "trace_id": "3014e35a-eb14-8112-de7f-b47f69428370" }
{ "account_age_days": 1620, "account_id": "ACCT-FB62287B62C5", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.657 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 397, "timestamp": "2026-01-03T12:10:00Z", "transaction_amount_usd": 10.89 }, { "asset": "ETH", "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": 0.796, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4280033.42, "financial_exposure_usd": 5240061.73, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109546", "label": "benign", "label_confidence": 0.53, "severity": "medium", "timestamp": "2026-01-07T15:06:00Z", "trace_id": "9ff51a43-0818-93d1-ec23-10d04805b796" }
{ "account_age_days": 1693, "account_id": "ACCT-974F36BD176E", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.858 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1093, "timestamp": "2026-01-07T15:06:00Z", "transaction_amount_usd": 12477.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.721, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1295.24, "financial_exposure_usd": 1629.71, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109100", "label": "benign", "label_confidence": 0.499, "severity": "low", "timestamp": "2026-01-07T07:40:00Z", "trace_id": "d7d02e5b-e6a2-e86f-1671-1ae3af75053c" }
{ "account_age_days": 509, "account_id": "ACCT-B0E74C8950DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.779 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1138, "timestamp": "2026-01-07T07:40:00Z", "transaction_amount_usd": 14057.94 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "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": 1558.45, "financial_exposure_usd": 2525.75, "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-100986", "label": "fraudulent", "label_confidence": 0.98, "severity": "high", "timestamp": "2026-01-01T16:26:00Z", "trace_id": "3e5d9f2a-366e-b52b-65bf-a0d1037d94a7" }
{ "account_age_days": 1418, "account_id": "ACCT-EE4E8CF15406", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.565 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 945, "timestamp": "2026-01-01T16:26:00Z", "transaction_amount_usd": 61296.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 689820.46, "financial_exposure_usd": 724320.18, "recoverable_pct": 0.519 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101022", "label": "fraudulent", "label_confidence": 0.962, "severity": "critical", "timestamp": "2026-01-01T17:02:00Z", "trace_id": "18316028-a3d9-b386-d14c-ec16bf365ea0" }
{ "account_age_days": 1599, "account_id": "ACCT-7EDDB12B154A", "baseline_risk_score": 0.577, "kyc_tier": "tier_3", "session_entropy": 0.894 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 386, "timestamp": "2026-01-01T16:00:00Z", "transaction_amount_usd": 22.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 1183587.18, "financial_exposure_usd": 1188993.75, "recoverable_pct": 0.008 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102457", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-02T16:57:00Z", "trace_id": "2287d035-4eda-7fd2-edc5-e2b5cf9e13a6" }
{ "account_age_days": 1014, "account_id": "ACCT-14CF89D5E78E", "baseline_risk_score": 0.627, "kyc_tier": "tier_2", "session_entropy": 0.784 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 172, "timestamp": "2026-01-02T10:10:00Z", "transaction_amount_usd": 11.58 }, { "asset": "BTC", "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": 0.659, "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": 561880.54, "financial_exposure_usd": 749410.8, "recoverable_pct": 0.154 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101488", "label": "fraudulent", "label_confidence": 0.839, "severity": "high", "timestamp": "2026-01-02T00:48:00Z", "trace_id": "4bb539b9-27d9-5f22-6ccb-53aeddcfbd70" }
{ "account_age_days": 1284, "account_id": "ACCT-419F5D673E22", "baseline_risk_score": 0.329, "kyc_tier": "tier_1", "session_entropy": 0.672 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 319, "timestamp": "2026-01-02T00:48:00Z", "transaction_amount_usd": 62524.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.576, "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": 365352.51, "financial_exposure_usd": 824956.46, "recoverable_pct": 0.557 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107469", "label": "benign", "label_confidence": 0.74, "severity": "high", "timestamp": "2026-01-06T04:29:00Z", "trace_id": "d58cfd88-861a-2592-8d91-2d9fd2d69d88" }
{ "account_age_days": 1437, "account_id": "ACCT-F2A46BD9FEDE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.229 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 255, "timestamp": "2026-01-06T01:15:00Z", "transaction_amount_usd": 21.45 }, { "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": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5135.55, "financial_exposure_usd": 5502.52, "recoverable_pct": 0.967 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101736", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-02T04:56:00Z", "trace_id": "f580e05e-3411-2977-4bb6-98c1448fa8d4" }
{ "account_age_days": 1703, "account_id": "ACCT-4986608E8613", "baseline_risk_score": 0.256, "kyc_tier": "tier_3", "session_entropy": 0.422 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 462, "timestamp": "2026-01-02T04:56:00Z", "transaction_amount_usd": 30620.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "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": 660896.99, "financial_exposure_usd": 850806.58, "recoverable_pct": 0.393 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103603", "label": "fraudulent", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-03T12:03:00Z", "trace_id": "314579e1-4d1e-f882-fb4d-e06e45e7bf08" }
{ "account_age_days": 1418, "account_id": "ACCT-7CFF894320FC", "baseline_risk_score": 0.358, "kyc_tier": "tier_2", "session_entropy": 0.503 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1100, "timestamp": "2026-01-03T12:03:00Z", "transaction_amount_usd": 2404548.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2205303.91, "financial_exposure_usd": 4716782.57, "recoverable_pct": 0.925 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }