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-107674", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-06T07:54:00Z", "trace_id": "2ad8fb79-7cdf-1ff0-4e6f-f9e4136e7f3f" }
{ "account_age_days": 22, "account_id": "ACCT-788285E38707", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.544 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 964, "timestamp": "2026-01-06T07:54:00Z", "transaction_amount_usd": 193.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1008.83, "financial_exposure_usd": 1647.65, "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-104561", "label": "fraudulent", "label_confidence": 0.628, "severity": "high", "timestamp": "2026-01-04T04:01:00Z", "trace_id": "57276233-5a14-499b-4116-89a6d486e60c" }
{ "account_age_days": 506, "account_id": "ACCT-D351CC22339E", "baseline_risk_score": 0.378, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 348, "timestamp": "2026-01-03T19:44:00Z", "transaction_amount_usd": 1.06 }, { "asset": "USDT", "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": 0.749, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2488050.6, "financial_exposure_usd": 3069453.89, "recoverable_pct": 0.745 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103094", "label": "fraudulent", "label_confidence": 0.839, "severity": "critical", "timestamp": "2026-01-03T03:34:00Z", "trace_id": "83aca404-39f8-c8de-4531-ffd8d7ef850f" }
{ "account_age_days": 647, "account_id": "ACCT-BF0CF56CC50F", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.351 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 313, "timestamp": "2026-01-02T23:41:00Z", "transaction_amount_usd": 12.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.448, "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": 609725.54, "financial_exposure_usd": 632933.59, "recoverable_pct": 0.222 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101335", "label": "fraudulent", "label_confidence": 0.906, "severity": "critical", "timestamp": "2026-01-01T22:15:00Z", "trace_id": "3dc60420-16a9-79fa-5b07-3c0df17d7d20" }
{ "account_age_days": 909, "account_id": "ACCT-C2CCDB88741C", "baseline_risk_score": 0.504, "kyc_tier": "tier_1", "session_entropy": 0.555 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 289, "timestamp": "2026-01-01T22:15:00Z", "transaction_amount_usd": 10455.87 }, { "asset": "ETH", "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": 0.755, "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": 547093.71, "financial_exposure_usd": 862064.45, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102735", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-02T21:35:00Z", "trace_id": "479e454d-df37-daa5-afc4-1d40399704e9" }
{ "account_age_days": 556, "account_id": "ACCT-470B974A9FA3", "baseline_risk_score": 0.379, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 622, "timestamp": "2026-01-02T21:35:00Z", "transaction_amount_usd": 86658.8 }, { "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": 0.589, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 969716.62, "financial_exposure_usd": 1217356.66, "recoverable_pct": 0.816 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100605", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-01T10:05:00Z", "trace_id": "e3c03b6f-8e59-de43-a449-bb3ae78bfdbd" }
{ "account_age_days": 972, "account_id": "ACCT-A2262E37E885", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.103 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 971, "timestamp": "2026-01-01T10:05:00Z", "transaction_amount_usd": 58634.58 }, { "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": 0.366, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 588901.61, "financial_exposure_usd": 641100.85, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106867", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-05T18:27:00Z", "trace_id": "a5f9e26b-5308-1fd7-ae89-9ed7dfda72e0" }
{ "account_age_days": 1393, "account_id": "ACCT-84A11322E7CB", "baseline_risk_score": 0.125, "kyc_tier": "tier_3", "session_entropy": 0.561 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 109, "timestamp": "2026-01-05T18:27:00Z", "transaction_amount_usd": 288.16 }, { "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": 0.634, "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": 1592.16, "financial_exposure_usd": 1990.13, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102608", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-02T19:28:00Z", "trace_id": "ac15c208-e666-5495-f2f9-862dff36556c" }
{ "account_age_days": 1995, "account_id": "ACCT-14891C911524", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.207 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 825, "timestamp": "2026-01-02T19:28:00Z", "transaction_amount_usd": 31696.55 }, { "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": 0.466, "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": 192296.3, "financial_exposure_usd": 396179.08, "recoverable_pct": 0.308 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103150", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-03T04:30:00Z", "trace_id": "ffef37be-e9c8-16e0-ceaa-8c7970bff454" }
{ "account_age_days": 447, "account_id": "ACCT-7A3557598350", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.764 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1175, "timestamp": "2026-01-03T04:30:00Z", "transaction_amount_usd": 38840.83 }, { "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": 0.754, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "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": 283681.13, "financial_exposure_usd": 581837.35, "recoverable_pct": 0.522 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100539", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-01T08:59:00Z", "trace_id": "94167854-bf05-c5cc-c50d-751e6b112953" }
{ "account_age_days": 3, "account_id": "ACCT-8B4AD6256977", "baseline_risk_score": 0.582, "kyc_tier": "tier_3", "session_entropy": 0.709 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 330, "timestamp": "2026-01-01T04:45:00Z", "transaction_amount_usd": 3.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.633, "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": 512952.83, "financial_exposure_usd": 1231545.38, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108286", "label": "benign", "label_confidence": 0.624, "severity": "critical", "timestamp": "2026-01-06T18:06:00Z", "trace_id": "22141c66-85ef-6f5b-6c09-ce2fc90f71f8" }
{ "account_age_days": 1832, "account_id": "ACCT-14E71A0C3A28", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 559, "timestamp": "2026-01-06T18:06:00Z", "transaction_amount_usd": 9951.52 }, { "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": 0.574, "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": 984.04, "financial_exposure_usd": 1306.49, "recoverable_pct": 0.442 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109561", "label": "benign", "label_confidence": 0.46, "severity": "high", "timestamp": "2026-01-07T15:21:00Z", "trace_id": "66b09b41-c2ad-c4fe-1210-eae98f7f8801" }
{ "account_age_days": 1466, "account_id": "ACCT-8E568F9DF408", "baseline_risk_score": 0.075, "kyc_tier": "tier_2", "session_entropy": 0.641 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 749, "timestamp": "2026-01-07T15:21:00Z", "transaction_amount_usd": 11720.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.522, "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": 1370.41, "financial_exposure_usd": 1433.4, "recoverable_pct": 0.674 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104327", "label": "fraudulent", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-04T00:07:00Z", "trace_id": "c2eda28a-551f-075a-12ca-639095c08a6e" }
{ "account_age_days": 1868, "account_id": "ACCT-A00DECEDD3DB", "baseline_risk_score": 0.247, "kyc_tier": "tier_1", "session_entropy": 0.283 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 290, "timestamp": "2026-01-04T00:07:00Z", "transaction_amount_usd": 2131053.48 }, { "asset": "GBP", "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": 0.904, "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": 447562.19, "financial_exposure_usd": 934484.52, "recoverable_pct": 0.984 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103309", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T07:09:00Z", "trace_id": "09df416c-b976-bbfb-ef03-d3cdd168e72b" }
{ "account_age_days": 1731, "account_id": "ACCT-0A3A0FA2D7F9", "baseline_risk_score": 0.592, "kyc_tier": "tier_1", "session_entropy": 0.627 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 295, "timestamp": "2026-01-02T23:08:00Z", "transaction_amount_usd": 9.37 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 263776.05, "financial_exposure_usd": 587478.29, "recoverable_pct": 0.149 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106246", "label": "fraudulent", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-05T08:06:00Z", "trace_id": "e842c3b7-f65d-bd74-18b2-2608f12ea333" }
{ "account_age_days": 743, "account_id": "ACCT-17E1ED221BF5", "baseline_risk_score": 0.348, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 119, "timestamp": "2026-01-05T04:38:00Z", "transaction_amount_usd": 8.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.904, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2467692.66, "financial_exposure_usd": 2951561.28, "recoverable_pct": 0.779 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103143", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-03T04:23:00Z", "trace_id": "55fda0e5-d5d7-bae9-5a0b-7c23f9c0f03e" }
{ "account_age_days": 1017, "account_id": "ACCT-EE07F5EADCDB", "baseline_risk_score": 0.638, "kyc_tier": "tier_2", "session_entropy": 0.325 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 94, "timestamp": "2026-01-03T04:23:00Z", "transaction_amount_usd": 4854.55 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.937, "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": 890839.47, "financial_exposure_usd": 1204190.84, "recoverable_pct": 0.751 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101981", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-02T09:01:00Z", "trace_id": "27906225-7532-5e0a-51d8-f93702c244b0" }
{ "account_age_days": 463, "account_id": "ACCT-92C6C3877D7E", "baseline_risk_score": 0.459, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 293, "timestamp": "2026-01-01T21:24:00Z", "transaction_amount_usd": 16.93 }, { "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": 0.408, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 338668.08, "financial_exposure_usd": 384978.16, "recoverable_pct": 0.776 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106435", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-05T11:15:00Z", "trace_id": "e27b2ebb-94f7-4a74-f4db-f4e38e1af9d6" }
{ "account_age_days": 1416, "account_id": "ACCT-A0DBC657D6A7", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.339 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 120, "timestamp": "2026-01-04T22:47:00Z", "transaction_amount_usd": 10.51 }, { "asset": "BTC", "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": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3480250.22, "financial_exposure_usd": 6267587.04, "recoverable_pct": 0.564 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109778", "label": "benign", "label_confidence": 0.51, "severity": "high", "timestamp": "2026-01-07T18:58:00Z", "trace_id": "2986e1b1-e346-9bf3-6c40-36511b0f432e" }
{ "account_age_days": 1487, "account_id": "ACCT-C642A52EC4FF", "baseline_risk_score": 0.071, "kyc_tier": "tier_1", "session_entropy": 0.704 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 694, "timestamp": "2026-01-07T18:58:00Z", "transaction_amount_usd": 2551.78 }, { "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 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": 1718.93, "financial_exposure_usd": 2712.43, "recoverable_pct": 0.693 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104221", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-03T22:21:00Z", "trace_id": "7f67aca7-136a-a200-e138-ca5289f086fe" }
{ "account_age_days": 1677, "account_id": "ACCT-067D4552A15F", "baseline_risk_score": 0.427, "kyc_tier": "tier_2", "session_entropy": 0.674 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 527, "timestamp": "2026-01-03T22:21:00Z", "transaction_amount_usd": 261993.03 }, { "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": 0.45, "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 p...
{ "customer_funds_at_risk_usd": 2524810.73, "financial_exposure_usd": 4654150.4, "recoverable_pct": 0.828 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109659", "label": "benign", "label_confidence": 0.498, "severity": "medium", "timestamp": "2026-01-07T16:59:00Z", "trace_id": "999c6755-7bdb-8096-2aed-cf239c6f5d7c" }
{ "account_age_days": 124, "account_id": "ACCT-D9A890A5B875", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.218 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 115, "timestamp": "2026-01-07T06:31:00Z", "transaction_amount_usd": 0.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.744, "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": 1745.47, "financial_exposure_usd": 3836.16, "recoverable_pct": 0.454 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104123", "label": "fraudulent", "label_confidence": 0.62, "severity": "critical", "timestamp": "2026-01-03T20:43:00Z", "trace_id": "3e09d009-36ec-2032-8bcf-285c71c644d1" }
{ "account_age_days": 3, "account_id": "ACCT-B54DF448B4E9", "baseline_risk_score": 0.157, "kyc_tier": "tier_3", "session_entropy": 0.827 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 698, "timestamp": "2026-01-03T20:43:00Z", "transaction_amount_usd": 119181.48 }, { "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": 0.468, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3526239.99, "financial_exposure_usd": 3572591.16, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109842", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-07T20:02:00Z", "trace_id": "a643547a-9981-1acc-9bb3-06c31df7fa4d" }
{ "account_age_days": 781, "account_id": "ACCT-C48ECC8BF84D", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.612 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 313, "timestamp": "2026-01-07T10:06:00Z", "transaction_amount_usd": 22.53 }, { "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": 0.53, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 4271.38, "financial_exposure_usd": 4526.69, "recoverable_pct": 0.893 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100140", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-01T02:20:00Z", "trace_id": "66ba7e51-21de-2360-1ed6-8b713ab8ec3f" }
{ "account_age_days": 398, "account_id": "ACCT-A783D1C8E250", "baseline_risk_score": 0.491, "kyc_tier": "tier_3", "session_entropy": 0.795 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 106, "timestamp": "2026-01-01T00:40:00Z", "transaction_amount_usd": 15.41 }, { "asset": "SOL", "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": 0.905, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 668215.26, "financial_exposure_usd": 692385.9, "recoverable_pct": 0.526 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106439", "label": "fraudulent", "label_confidence": 0.859, "severity": "low", "timestamp": "2026-01-05T11:19:00Z", "trace_id": "f52ec3d5-cebb-538b-02da-6a91a9f64770" }
{ "account_age_days": 608, "account_id": "ACCT-703BA07AD78B", "baseline_risk_score": 0.267, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 135, "timestamp": "2026-01-05T11:19:00Z", "transaction_amount_usd": 1399320.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.852, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4232715.65, "financial_exposure_usd": 5264190.16, "recoverable_pct": 0.428 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108345", "label": "benign", "label_confidence": 0.575, "severity": "medium", "timestamp": "2026-01-06T19:05:00Z", "trace_id": "c0ec987e-1637-c1cd-decc-dc57f3b999ae" }
{ "account_age_days": 1442, "account_id": "ACCT-E1F1F240FB10", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.906 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 301, "timestamp": "2026-01-06T17:34:00Z", "transaction_amount_usd": 8.49 }, { "asset": "USD", "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": 0.459, "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": 1197.13, "financial_exposure_usd": 2629.47, "recoverable_pct": 0.892 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109010", "label": "benign", "label_confidence": 0.642, "severity": "critical", "timestamp": "2026-01-07T06:10:00Z", "trace_id": "1e0ac96c-3aa4-8ff4-665e-47fc8f174d0f" }
{ "account_age_days": 510, "account_id": "ACCT-CABA3DA4930C", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.295 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 220, "timestamp": "2026-01-07T06:10:00Z", "transaction_amount_usd": 3294.27 }, { "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": 0.729, "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": 1672.73, "financial_exposure_usd": 2784.85, "recoverable_pct": 0.827 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104311", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-03T23:51:00Z", "trace_id": "ac72f17c-1105-8154-9ab6-ab9752320822" }
{ "account_age_days": 161, "account_id": "ACCT-3C3FAE32F9AD", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.218 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 753, "timestamp": "2026-01-03T23:51:00Z", "transaction_amount_usd": 1155223.79 }, { "asset": "USDC", "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": 0.694, "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": 544899.01, "financial_exposure_usd": 1359142.98, "recoverable_pct": 0.665 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102576", "label": "fraudulent", "label_confidence": 0.81, "severity": "low", "timestamp": "2026-01-02T18:56:00Z", "trace_id": "661dc661-8f45-6f16-bb70-602dff4aabcc" }
{ "account_age_days": 1041, "account_id": "ACCT-67B3FF6A6425", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.704 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 1075, "timestamp": "2026-01-02T18:56:00Z", "transaction_amount_usd": 69902.35 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.429, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 860768.54, "financial_exposure_usd": 1084509.6, "recoverable_pct": 0.194 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109557", "label": "benign", "label_confidence": 0.578, "severity": "low", "timestamp": "2026-01-07T15:17:00Z", "trace_id": "c3b6e089-4511-8f05-fe37-e496058d6c21" }
{ "account_age_days": 1837, "account_id": "ACCT-A121CC878ABF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.231 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 231, "timestamp": "2026-01-07T15:17:00Z", "transaction_amount_usd": 4012.89 }, { "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": 0.672, "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": 2315.3, "financial_exposure_usd": 3483.46, "recoverable_pct": 0.682 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104170", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-03T21:30:00Z", "trace_id": "2d813881-619b-2985-d052-91945db42969" }
{ "account_age_days": 1856, "account_id": "ACCT-68C1B7B6952E", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1015, "timestamp": "2026-01-03T21:30:00Z", "transaction_amount_usd": 2744087.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.681, "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": 1183679.71, "financial_exposure_usd": 2226144.53, "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-108563", "label": "benign", "label_confidence": 0.473, "severity": "medium", "timestamp": "2026-01-06T22:43:00Z", "trace_id": "77ec9336-91cd-de4c-eca5-e831fd43595a" }
{ "account_age_days": 1957, "account_id": "ACCT-5524B1B67318", "baseline_risk_score": 0.144, "kyc_tier": "tier_1", "session_entropy": 0.433 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 863, "timestamp": "2026-01-06T22:43:00Z", "transaction_amount_usd": 6330.11 }, { "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": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 289.29, "financial_exposure_usd": 513.22, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106206", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-05T07:26:00Z", "trace_id": "82bd2102-7125-6be2-8813-f935f5e8db36" }
{ "account_age_days": 715, "account_id": "ACCT-AB0D3A8B7FAE", "baseline_risk_score": 0.166, "kyc_tier": "tier_3", "session_entropy": 0.517 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 573, "timestamp": "2026-01-05T07:26:00Z", "transaction_amount_usd": 854862.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.695, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5034172.2, "financial_exposure_usd": 6941904.11, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100807", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-01T13:27:00Z", "trace_id": "e9f11fa5-dde5-9153-5ba2-80323f30ba99" }
{ "account_age_days": 1420, "account_id": "ACCT-8A151E9AFCA7", "baseline_risk_score": 0.488, "kyc_tier": "tier_2", "session_entropy": 0.738 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 516, "timestamp": "2026-01-01T13:27:00Z", "transaction_amount_usd": 82511.49 }, { "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": 0.435, "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": 335127.45, "financial_exposure_usd": 646342.14, "recoverable_pct": 0.313 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103973", "label": "fraudulent", "label_confidence": 0.776, "severity": "low", "timestamp": "2026-01-03T18:13:00Z", "trace_id": "5f6e7d94-d14e-d2df-f29c-4b4286c50ee4" }
{ "account_age_days": 1198, "account_id": "ACCT-D37F1C1953F5", "baseline_risk_score": 0.095, "kyc_tier": "tier_3", "session_entropy": 0.802 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 877, "timestamp": "2026-01-03T18:13:00Z", "transaction_amount_usd": 1930555.52 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.801, "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": 2784712.29, "financial_exposure_usd": 6596835.88, "recoverable_pct": 0.513 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101107", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-01T18:27:00Z", "trace_id": "5d21854e-5564-248f-6dc7-07c8f4d34a04" }
{ "account_age_days": 129, "account_id": "ACCT-82888ADAE72D", "baseline_risk_score": 0.453, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 253, "timestamp": "2026-01-01T10:58:00Z", "transaction_amount_usd": 20.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.911, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 323024.78, "financial_exposure_usd": 565934.84, "recoverable_pct": 0.256 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101330", "label": "fraudulent", "label_confidence": 0.977, "severity": "critical", "timestamp": "2026-01-01T22:10:00Z", "trace_id": "e3e5ef84-49d0-c69c-0686-514a3508b646" }
{ "account_age_days": 12, "account_id": "ACCT-9CEBEE3EFAE4", "baseline_risk_score": 0.479, "kyc_tier": "tier_3", "session_entropy": 0.481 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 715, "timestamp": "2026-01-01T22:10:00Z", "transaction_amount_usd": 4900.25 }, { "asset": "GBP", "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": 0.799, "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": 1250217.47, "financial_exposure_usd": 1277102.93, "recoverable_pct": 0.093 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108928", "label": "benign", "label_confidence": 0.607, "severity": "low", "timestamp": "2026-01-07T04:48:00Z", "trace_id": "caeea655-568a-2c63-80ec-2fd298b12655" }
{ "account_age_days": 351, "account_id": "ACCT-2E8A92B0BBB3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.381 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1055, "timestamp": "2026-01-07T04:48:00Z", "transaction_amount_usd": 5228.33 }, { "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": 0.515, "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": 4180.68, "financial_exposure_usd": 6053.97, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101439", "label": "fraudulent", "label_confidence": 0.893, "severity": "critical", "timestamp": "2026-01-01T23:59:00Z", "trace_id": "e3039b08-641c-d39a-2ad2-fc4e6fd9c9f8" }
{ "account_age_days": 1984, "account_id": "ACCT-96FDB439AC16", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.72 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 358, "timestamp": "2026-01-01T19:01:00Z", "transaction_amount_usd": 24.76 }, { "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": 0.802, "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": 1147280.81, "financial_exposure_usd": 1356532.46, "recoverable_pct": 0.187 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108403", "label": "benign", "label_confidence": 0.484, "severity": "low", "timestamp": "2026-01-06T20:03:00Z", "trace_id": "3dc00c23-8b6d-4c09-b303-aff76dfec5da" }
{ "account_age_days": 931, "account_id": "ACCT-F740CD4835D8", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1021, "timestamp": "2026-01-06T20:03:00Z", "transaction_amount_usd": 10527.43 }, { "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 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2418.52, "financial_exposure_usd": 2750.34, "recoverable_pct": 0.967 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101405", "label": "fraudulent", "label_confidence": 0.815, "severity": "medium", "timestamp": "2026-01-01T23:25:00Z", "trace_id": "16267c74-2678-9663-c800-40ea8f21656e" }
{ "account_age_days": 330, "account_id": "ACCT-6E1A33AE16B3", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 305, "timestamp": "2026-01-01T12:10:00Z", "transaction_amount_usd": 7.13 }, { "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": 0.515, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 783309.86, "financial_exposure_usd": 894232.6, "recoverable_pct": 0.757 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102462", "label": "fraudulent", "label_confidence": 0.956, "severity": "high", "timestamp": "2026-01-02T17:02:00Z", "trace_id": "7cea323d-debb-9909-4b75-9a47ee9101c0" }
{ "account_age_days": 208, "account_id": "ACCT-73097BA1A619", "baseline_risk_score": 0.55, "kyc_tier": "tier_1", "session_entropy": 0.631 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 516, "timestamp": "2026-01-02T17:02:00Z", "transaction_amount_usd": 4782.36 }, { "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": 0.599, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 472007.24, "financial_exposure_usd": 1130213.06, "recoverable_pct": 0.338 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107185", "label": "benign", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-05T23:45:00Z", "trace_id": "ed6c4e67-419f-24cf-4c28-05c0f1a9fd50" }
{ "account_age_days": 755, "account_id": "ACCT-AA233B96EB89", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 477, "timestamp": "2026-01-05T23:45:00Z", "transaction_amount_usd": 7197.6 }, { "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": 0.781, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 626.81, "financial_exposure_usd": 1086.68, "recoverable_pct": 0.538 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104725", "label": "fraudulent", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-04T06:45:00Z", "trace_id": "7a989ace-9e57-e21e-07f6-202fac452c99" }
{ "account_age_days": 548, "account_id": "ACCT-B0ECB766611A", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.579 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 548, "timestamp": "2026-01-04T06:45:00Z", "transaction_amount_usd": 2632333.68 }, { "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": 0.7, "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 po...
{ "customer_funds_at_risk_usd": 3561484.43, "financial_exposure_usd": 7857063.36, "recoverable_pct": 0.435 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102791", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-02T22:31:00Z", "trace_id": "96f63af8-3730-3c38-9b68-95f1c11dd196" }
{ "account_age_days": 1791, "account_id": "ACCT-73D9E9671308", "baseline_risk_score": 0.605, "kyc_tier": "tier_2", "session_entropy": 0.761 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 967, "timestamp": "2026-01-02T22:31:00Z", "transaction_amount_usd": 60283.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.445, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 22198.29, "financial_exposure_usd": 33473.44, "recoverable_pct": 0.306 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107181", "label": "benign", "label_confidence": 0.582, "severity": "high", "timestamp": "2026-01-05T23:41:00Z", "trace_id": "453e1669-3b04-6dd3-e31a-71c326a49feb" }
{ "account_age_days": 1158, "account_id": "ACCT-9A2D7E5CD8F4", "baseline_risk_score": 0.158, "kyc_tier": "tier_1", "session_entropy": 0.556 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 230, "timestamp": "2026-01-05T23:41:00Z", "transaction_amount_usd": 14996.76 }, { "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": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1903.38, "financial_exposure_usd": 3267.35, "recoverable_pct": 0.647 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102368", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-02T15:28:00Z", "trace_id": "e90af85f-2239-ff51-d332-d008b585b1b6" }
{ "account_age_days": 777, "account_id": "ACCT-14B4D58008AF", "baseline_risk_score": 0.605, "kyc_tier": "tier_2", "session_entropy": 0.576 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 239, "timestamp": "2026-01-02T13:16:00Z", "transaction_amount_usd": 19.69 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.95, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.618 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103317", "label": "fraudulent", "label_confidence": 0.954, "severity": "medium", "timestamp": "2026-01-03T07:17:00Z", "trace_id": "ed3f65d1-5d0c-9795-9326-2cfe2b7706c4" }
{ "account_age_days": 171, "account_id": "ACCT-000F1F742BF2", "baseline_risk_score": 0.535, "kyc_tier": "tier_2", "session_entropy": 0.463 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 346, "timestamp": "2026-01-02T21:09:00Z", "transaction_amount_usd": 5.68 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "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": 608345.02, "financial_exposure_usd": 1306866.61, "recoverable_pct": 0.349 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108356", "label": "benign", "label_confidence": 0.518, "severity": "low", "timestamp": "2026-01-06T19:16:00Z", "trace_id": "38ff5637-c137-432e-19da-62db4cdd0a4b" }
{ "account_age_days": 836, "account_id": "ACCT-EBE3F8A78189", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.489 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 591, "timestamp": "2026-01-06T19:16:00Z", "transaction_amount_usd": 3890.81 }, { "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": 0.768, "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": 1929.91, "financial_exposure_usd": 2790.21, "recoverable_pct": 0.684 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101262", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-01T21:02:00Z", "trace_id": "a75d9819-302f-fa44-c4f8-cb17dde6af33" }
{ "account_age_days": 580, "account_id": "ACCT-F241DA4D0695", "baseline_risk_score": 0.335, "kyc_tier": "tier_1", "session_entropy": 0.896 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 128, "timestamp": "2026-01-01T19:10:00Z", "transaction_amount_usd": 14.34 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.813, "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": 536144.02, "financial_exposure_usd": 974313.65, "recoverable_pct": 0.091 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100042", "label": "fraudulent", "label_confidence": 0.766, "severity": "medium", "timestamp": "2026-01-01T00:42:00Z", "trace_id": "71efe72a-ae13-591e-84fa-4c7239e7a4f1" }
{ "account_age_days": 651, "account_id": "ACCT-FCA455670316", "baseline_risk_score": 0.505, "kyc_tier": "tier_1", "session_entropy": 0.407 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 324, "timestamp": "2026-01-01T00:15:00Z", "transaction_amount_usd": 21.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "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": 513863.88, "financial_exposure_usd": 829819.9, "recoverable_pct": 0.581 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105565", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-04T20:45:00Z", "trace_id": "cd53008e-a9d9-75de-ab26-a4139972ffaf" }
{ "account_age_days": 1743, "account_id": "ACCT-44089414E73C", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.827 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 328, "timestamp": "2026-01-04T20:45:00Z", "transaction_amount_usd": 514328.38 }, { "asset": "USDC", "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": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3572341.18, "financial_exposure_usd": 6832673.11, "recoverable_pct": 0.518 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100547", "label": "fraudulent", "label_confidence": 0.846, "severity": "critical", "timestamp": "2026-01-01T09:07:00Z", "trace_id": "ef2c6b0d-6cb0-80bd-dc57-97c943844449" }
{ "account_age_days": 873, "account_id": "ACCT-180695CB0920", "baseline_risk_score": 0.539, "kyc_tier": "tier_2", "session_entropy": 0.432 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 885, "timestamp": "2026-01-01T09:07:00Z", "transaction_amount_usd": 56727.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 496981.47, "financial_exposure_usd": 653084.84, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109670", "label": "benign", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-07T17:10:00Z", "trace_id": "68548101-71e9-37d1-c1aa-9c121e9062c5" }
{ "account_age_days": 160, "account_id": "ACCT-2E3792C8C06F", "baseline_risk_score": 0.054, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 152, "timestamp": "2026-01-07T10:26:00Z", "transaction_amount_usd": 15.65 }, { "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": 0.485, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2278.84, "financial_exposure_usd": 2423.7, "recoverable_pct": 0.438 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106923", "label": "benign", "label_confidence": 0.533, "severity": "low", "timestamp": "2026-01-05T19:23:00Z", "trace_id": "bb2fb6fc-b039-adc9-0fc6-d062b34d47d5" }
{ "account_age_days": 1751, "account_id": "ACCT-513C22B0055D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.507 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 771, "timestamp": "2026-01-05T19:23:00Z", "transaction_amount_usd": 11987.42 }, { "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": 0.746, "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": 2527.88, "financial_exposure_usd": 6230.31, "recoverable_pct": 0.727 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108065", "label": "benign", "label_confidence": 0.487, "severity": "low", "timestamp": "2026-01-06T14:25:00Z", "trace_id": "e0ab7fe5-1e74-3521-3ce3-ff1a9320561e" }
{ "account_age_days": 368, "account_id": "ACCT-33FBBE033408", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.906 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 454, "timestamp": "2026-01-06T14:25:00Z", "transaction_amount_usd": 12712 }, { "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": 0.785, "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": 3579.43, "financial_exposure_usd": 4442.1, "recoverable_pct": 0.871 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104014", "label": "fraudulent", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-03T18:54:00Z", "trace_id": "a949afd6-e0cd-1042-0b06-9fe4eaab5c42" }
{ "account_age_days": 1740, "account_id": "ACCT-F7A20CF488F9", "baseline_risk_score": 0.071, "kyc_tier": "tier_1", "session_entropy": 0.196 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 723, "timestamp": "2026-01-03T18:54:00Z", "transaction_amount_usd": 1302485.18 }, { "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": 0.402, "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": 2242966.13, "financial_exposure_usd": 4649094.66, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106620", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-05T14:20:00Z", "trace_id": "1f14d85e-b4cc-11a8-a331-7a11ccb9fe3c" }
{ "account_age_days": 768, "account_id": "ACCT-D5D951180924", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.198 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 498, "timestamp": "2026-01-05T14:20:00Z", "transaction_amount_usd": 2075187.08 }, { "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": 0.703, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1731004.69, "financial_exposure_usd": 3467952.17, "recoverable_pct": 0.647 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106048", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-05T04:48:00Z", "trace_id": "cabce121-f96e-5185-9667-67af46a6c119" }
{ "account_age_days": 472, "account_id": "ACCT-3952DB108E06", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.293 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 945, "timestamp": "2026-01-05T04:48:00Z", "transaction_amount_usd": 701886.49 }, { "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": 0.421, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5687836.79, "financial_exposure_usd": 6879122.72, "recoverable_pct": 0.902 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108566", "label": "benign", "label_confidence": 0.481, "severity": "medium", "timestamp": "2026-01-06T22:46:00Z", "trace_id": "660878c3-2ceb-f299-efc2-0fe6ab8b576f" }
{ "account_age_days": 1145, "account_id": "ACCT-1858A13E6D9D", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.716 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 243, "timestamp": "2026-01-06T17:17:00Z", "transaction_amount_usd": 11.6 }, { "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": 0.797, "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": 418.85, "financial_exposure_usd": 1044.04, "recoverable_pct": 0.836 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101275", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-01T21:15:00Z", "trace_id": "2ecdf591-3733-0290-13b4-40df7a7a389a" }
{ "account_age_days": 622, "account_id": "ACCT-44FF7982CCFF", "baseline_risk_score": 0.342, "kyc_tier": "tier_3", "session_entropy": 0.428 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1194, "timestamp": "2026-01-01T21:15:00Z", "transaction_amount_usd": 109601.95 }, { "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": 0.682, "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": 612180.52, "financial_exposure_usd": 1036694.12, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106264", "label": "fraudulent", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-05T08:24:00Z", "trace_id": "76ff7d97-f867-acf4-c4e8-45639c292c56" }
{ "account_age_days": 1404, "account_id": "ACCT-9686049FDBCB", "baseline_risk_score": 0.323, "kyc_tier": "tier_2", "session_entropy": 0.599 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 362, "timestamp": "2026-01-04T20:49:00Z", "transaction_amount_usd": 24.19 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.934, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4162581.77, "financial_exposure_usd": 7013197.45, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101133", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-01T18:53:00Z", "trace_id": "5732af79-b7d3-447f-4fe2-6f045847367b" }
{ "account_age_days": 1411, "account_id": "ACCT-E6150ED57F68", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.665 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 175, "timestamp": "2026-01-01T15:29:00Z", "transaction_amount_usd": 9.89 }, { "asset": "EUR", "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": 0.689, "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": 200718.78, "financial_exposure_usd": 247231.3, "recoverable_pct": 0.535 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109221", "label": "benign", "label_confidence": 0.723, "severity": "low", "timestamp": "2026-01-07T09:41:00Z", "trace_id": "337466d0-45cc-db29-7cb3-9a15d704ff92" }
{ "account_age_days": 510, "account_id": "ACCT-A10EB12F3F74", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.141 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 211, "timestamp": "2026-01-07T09:41:00Z", "transaction_amount_usd": 11115.25 }, { "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": 0.669, "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": 2491.86, "financial_exposure_usd": 3825.74, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106479", "label": "fraudulent", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-05T11:59:00Z", "trace_id": "11a02e94-f2f5-6d42-c890-c39e7eec460d" }
{ "account_age_days": 967, "account_id": "ACCT-91631553331F", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 180, "timestamp": "2026-01-05T11:59:00Z", "transaction_amount_usd": 793957.14 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.821, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4595736.75, "financial_exposure_usd": 7397192.12, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107045", "label": "benign", "label_confidence": 0.492, "severity": "low", "timestamp": "2026-01-05T21:25:00Z", "trace_id": "08da8797-7a16-430b-71b2-66bd707275b3" }
{ "account_age_days": 1272, "account_id": "ACCT-476DAC21C17E", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.898 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 712, "timestamp": "2026-01-05T21:25:00Z", "transaction_amount_usd": 13573.89 }, { "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": 0.633, "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": 635.2, "financial_exposure_usd": 1546.73, "recoverable_pct": 0.813 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109346", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-07T11:46:00Z", "trace_id": "f1978ce6-b2bb-3334-f0be-074bd9faec8c" }
{ "account_age_days": 896, "account_id": "ACCT-F8B1068B0801", "baseline_risk_score": 0.125, "kyc_tier": "tier_1", "session_entropy": 0.621 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 213, "timestamp": "2026-01-07T02:02:00Z", "transaction_amount_usd": 17.32 }, { "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": 0.766, "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": 2272.53, "financial_exposure_usd": 3995.46, "recoverable_pct": 0.448 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102561", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-02T18:41:00Z", "trace_id": "de4ea788-f6ee-3981-0c8b-ba43d412f3dc" }
{ "account_age_days": 1688, "account_id": "ACCT-6D34ED17825A", "baseline_risk_score": 0.47, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 194, "timestamp": "2026-01-02T13:56:00Z", "transaction_amount_usd": 10.63 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.471, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 804062.73, "financial_exposure_usd": 952610.64, "recoverable_pct": 0.138 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102768", "label": "fraudulent", "label_confidence": 0.957, "severity": "low", "timestamp": "2026-01-02T22:08:00Z", "trace_id": "53572be4-3add-9c77-a318-18db5096f2fe" }
{ "account_age_days": 1695, "account_id": "ACCT-87B324F84B01", "baseline_risk_score": 0.505, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 284, "timestamp": "2026-01-02T19:28:00Z", "transaction_amount_usd": 18.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 833126.03, "financial_exposure_usd": 1134681.77, "recoverable_pct": 0.696 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100780", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-01T13:00:00Z", "trace_id": "6fbd6f6b-df4f-43c0-6759-19e1d574cbe1" }
{ "account_age_days": 972, "account_id": "ACCT-66F9F4654883", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.111 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 250, "timestamp": "2026-01-01T13:00:00Z", "transaction_amount_usd": 10110.78 }, { "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": 0.599, "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": 328067.57, "financial_exposure_usd": 550949.81, "recoverable_pct": 0.256 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107041", "label": "benign", "label_confidence": 0.469, "severity": "low", "timestamp": "2026-01-05T21:21:00Z", "trace_id": "ddbea0e4-bd8d-fb00-1985-c6ed8739ce1a" }
{ "account_age_days": 1874, "account_id": "ACCT-5BA2AC470472", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.741 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1178, "timestamp": "2026-01-05T21:21:00Z", "transaction_amount_usd": 4887.76 }, { "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 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3621.71, "financial_exposure_usd": 4269.45, "recoverable_pct": 0.567 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101899", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-02T07:39:00Z", "trace_id": "6cf09c90-a58f-70fc-6a4f-ccf17d8d5979" }
{ "account_age_days": 417, "account_id": "ACCT-5D38FE840B8D", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.315 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1146, "timestamp": "2026-01-02T07:39:00Z", "transaction_amount_usd": 93861.45 }, { "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": 0.71, "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 HAVING...
{ "customer_funds_at_risk_usd": 1452596.67, "financial_exposure_usd": 1493834.18, "recoverable_pct": 0.556 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102382", "label": "fraudulent", "label_confidence": 0.77, "severity": "low", "timestamp": "2026-01-02T15:42:00Z", "trace_id": "afe5018d-0b05-167d-3c81-5e872e8cb40b" }
{ "account_age_days": 1243, "account_id": "ACCT-5DAAA6D51C91", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.121 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 476, "timestamp": "2026-01-02T15:42:00Z", "transaction_amount_usd": 109700.94 }, { "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": 0.861, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 358575.75, "financial_exposure_usd": 454923.16, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106457", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-05T11:37:00Z", "trace_id": "9b7c51d2-4857-7e84-374d-49d5b48612f9" }
{ "account_age_days": 1638, "account_id": "ACCT-CA66937FB303", "baseline_risk_score": 0.192, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 231, "timestamp": "2026-01-05T11:37:00Z", "transaction_amount_usd": 2620348.51 }, { "asset": "USDC", "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": 0.762, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1475777.66, "financial_exposure_usd": 1533602.93, "recoverable_pct": 0.875 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108962", "label": "benign", "label_confidence": 0.621, "severity": "medium", "timestamp": "2026-01-07T05:22:00Z", "trace_id": "ec98bdf2-f1f5-3199-e85b-1904d50a1738" }
{ "account_age_days": 861, "account_id": "ACCT-C97141C05621", "baseline_risk_score": 0.093, "kyc_tier": "tier_3", "session_entropy": 0.672 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1089, "timestamp": "2026-01-07T05:22:00Z", "transaction_amount_usd": 14406.49 }, { "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": 0.574, "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": 1728.22, "financial_exposure_usd": 1968.54, "recoverable_pct": 0.602 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106631", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-05T14:31:00Z", "trace_id": "b301a2d4-76e7-8368-6027-d18f5cc1507f" }
{ "account_age_days": 67, "account_id": "ACCT-DAF2F0830E01", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 344, "timestamp": "2026-01-05T12:17:00Z", "transaction_amount_usd": 23.98 }, { "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": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 3446842.14, "financial_exposure_usd": 4525466.32, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108351", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-06T19:11:00Z", "trace_id": "094a6618-5785-a6f2-4fa3-a440e6ab492f" }
{ "account_age_days": 1067, "account_id": "ACCT-5C4455696F93", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.197 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 219, "timestamp": "2026-01-06T15:42:00Z", "transaction_amount_usd": 0.72 }, { "asset": "BTC", "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": 0.499, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 571.4, "financial_exposure_usd": 908.66, "recoverable_pct": 0.796 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105885", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-05T02:05:00Z", "trace_id": "66f607a8-d71b-53f0-1521-0aee2f6dc178" }
{ "account_age_days": 1794, "account_id": "ACCT-36E65E5EAE8A", "baseline_risk_score": 0.231, "kyc_tier": "tier_2", "session_entropy": 0.779 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 903, "timestamp": "2026-01-05T02:05:00Z", "transaction_amount_usd": 1707199.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.396, "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": 3617754.41, "financial_exposure_usd": 5722131.99, "recoverable_pct": 0.811 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106974", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-05T20:14:00Z", "trace_id": "9b4b1975-103a-0df0-4cae-20cae016d2b7" }
{ "account_age_days": 369, "account_id": "ACCT-5EC969075E1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.358 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 410, "timestamp": "2026-01-05T20:14:00Z", "transaction_amount_usd": 12786.45 }, { "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": 0.763, "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": 488.32, "financial_exposure_usd": 1086.61, "recoverable_pct": 0.877 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103749", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-03T14:29:00Z", "trace_id": "91d6dff7-4614-01a3-53a2-1cbf5e602634" }
{ "account_age_days": 1762, "account_id": "ACCT-9CEC5771942E", "baseline_risk_score": 0.434, "kyc_tier": "tier_3", "session_entropy": 0.79 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 958, "timestamp": "2026-01-03T14:29:00Z", "transaction_amount_usd": 2177590 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.547, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3752861.03, "financial_exposure_usd": 6256885.5, "recoverable_pct": 0.861 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102617", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-02T19:37:00Z", "trace_id": "30e07f02-b3c7-eb8c-31f2-f886d55f9219" }
{ "account_age_days": 1217, "account_id": "ACCT-F5E9C1E4090E", "baseline_risk_score": 0.341, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 1141, "timestamp": "2026-01-02T19:37:00Z", "transaction_amount_usd": 107482.16 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.448, "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": 743401.97, "financial_exposure_usd": 1357493.6, "recoverable_pct": 0.084 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107826", "label": "benign", "label_confidence": 0.634, "severity": "medium", "timestamp": "2026-01-06T10:26:00Z", "trace_id": "92027f2a-337c-4f7c-c7d5-5fea7e43d78d" }
{ "account_age_days": 853, "account_id": "ACCT-A37A7D879293", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 106, "timestamp": "2026-01-06T05:37:00Z", "transaction_amount_usd": 20.87 }, { "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": 0.769, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2488.97, "financial_exposure_usd": 2849.84, "recoverable_pct": 0.922 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109114", "label": "benign", "label_confidence": 0.663, "severity": "high", "timestamp": "2026-01-07T07:54:00Z", "trace_id": "c8730d80-e808-fdb8-c829-69fecc01c7fb" }
{ "account_age_days": 449, "account_id": "ACCT-8E040869D609", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.869 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 392, "timestamp": "2026-01-07T07:54:00Z", "transaction_amount_usd": 6645.58 }, { "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": 0.544, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3508.43, "financial_exposure_usd": 4533, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103719", "label": "fraudulent", "label_confidence": 0.678, "severity": "high", "timestamp": "2026-01-03T13:59:00Z", "trace_id": "7b5b8a7f-855b-f9fd-65f6-65c2f4fbca18" }
{ "account_age_days": 1116, "account_id": "ACCT-53ADC036DE2C", "baseline_risk_score": 0.126, "kyc_tier": "tier_1", "session_entropy": 0.655 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 170, "timestamp": "2026-01-03T13:59:00Z", "transaction_amount_usd": 1156387.16 }, { "asset": "USDC", "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": 0.85, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1343055.17, "financial_exposure_usd": 2705210.32, "recoverable_pct": 0.968 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106859", "label": "benign", "label_confidence": 0.742, "severity": "medium", "timestamp": "2026-01-05T18:19:00Z", "trace_id": "ca73e48a-120e-f4df-bfe6-26f9edfebd33" }
{ "account_age_days": 628, "account_id": "ACCT-234C34BC2ABD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 826, "timestamp": "2026-01-05T18:19:00Z", "transaction_amount_usd": 526.77 }, { "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": 0.715, "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": 1204.17, "financial_exposure_usd": 1957.76, "recoverable_pct": 0.459 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101060", "label": "fraudulent", "label_confidence": 0.974, "severity": "high", "timestamp": "2026-01-01T17:40:00Z", "trace_id": "aba38e8f-971a-c8ee-0cc7-dd371f62b44a" }
{ "account_age_days": 109, "account_id": "ACCT-33C3B4F56350", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.314 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 279, "timestamp": "2026-01-01T05:39:00Z", "transaction_amount_usd": 3.42 }, { "asset": "USDC", "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": 0.608, "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": 522208.09, "financial_exposure_usd": 588244.37, "recoverable_pct": 0.436 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105701", "label": "fraudulent", "label_confidence": 0.62, "severity": "high", "timestamp": "2026-01-04T23:01:00Z", "trace_id": "306e9f38-c53a-b651-d1ba-24cd2e94fc4a" }
{ "account_age_days": 398, "account_id": "ACCT-5C5A811C5E72", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.237 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 515, "timestamp": "2026-01-04T23:01:00Z", "transaction_amount_usd": 1265272.87 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5863530.83, "financial_exposure_usd": 8240597.37, "recoverable_pct": 0.445 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106596", "label": "fraudulent", "label_confidence": 0.755, "severity": "critical", "timestamp": "2026-01-05T13:56:00Z", "trace_id": "23c6378c-c728-8698-8fcf-19cbf489cccd" }
{ "account_age_days": 1033, "account_id": "ACCT-88E6276E6B49", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.514 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 313, "timestamp": "2026-01-05T10:13:00Z", "transaction_amount_usd": 5.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1818997, "financial_exposure_usd": 2291911.16, "recoverable_pct": 0.95 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104896", "label": "fraudulent", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-04T09:36:00Z", "trace_id": "9a48d757-b103-fe98-e51b-fcb9ac592560" }
{ "account_age_days": 994, "account_id": "ACCT-6E157CBA0C7C", "baseline_risk_score": 0.379, "kyc_tier": "tier_1", "session_entropy": 0.348 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 184, "timestamp": "2026-01-04T09:36:00Z", "transaction_amount_usd": 1606974.58 }, { "asset": "EUR", "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": 0.699, "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": 1254687.67, "financial_exposure_usd": 1963024.25, "recoverable_pct": 0.732 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105974", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-05T03:34:00Z", "trace_id": "c1531a14-e886-b0ed-dd48-a1e64cc86db2" }
{ "account_age_days": 1500, "account_id": "ACCT-3E49BDE6EBE5", "baseline_risk_score": 0.211, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1055, "timestamp": "2026-01-05T03:34:00Z", "transaction_amount_usd": 1684992.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.875, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3397242.85, "financial_exposure_usd": 5474629.66, "recoverable_pct": 0.691 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100315", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-01T05:15:00Z", "trace_id": "3e4f22ba-7eb3-eae7-1885-048a0f57bc75" }
{ "account_age_days": 298, "account_id": "ACCT-A5DFC68A17C4", "baseline_risk_score": 0.622, "kyc_tier": "tier_2", "session_entropy": 0.438 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 522, "timestamp": "2026-01-01T05:15:00Z", "transaction_amount_usd": 95853.99 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.479, "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": 1355110.29, "financial_exposure_usd": 1588273.09, "recoverable_pct": 0.121 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101185", "label": "fraudulent", "label_confidence": 0.939, "severity": "critical", "timestamp": "2026-01-01T19:45:00Z", "trace_id": "5ce19b63-1b02-f4bc-e310-0a2e5e4db563" }
{ "account_age_days": 1481, "account_id": "ACCT-1F6CF1C6F685", "baseline_risk_score": 0.303, "kyc_tier": "tier_3", "session_entropy": 0.617 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 656, "timestamp": "2026-01-01T19:45:00Z", "transaction_amount_usd": 59296.03 }, { "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": 0.765, "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": 541470.79, "financial_exposure_usd": 1000149.39, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101737", "label": "fraudulent", "label_confidence": 0.773, "severity": "critical", "timestamp": "2026-01-02T04:57:00Z", "trace_id": "87a090ac-0b31-4ef1-cab3-5400686af015" }
{ "account_age_days": 841, "account_id": "ACCT-6C329E2394DD", "baseline_risk_score": 0.48, "kyc_tier": "tier_3", "session_entropy": 0.443 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 454, "timestamp": "2026-01-02T04:57:00Z", "transaction_amount_usd": 19571.26 }, { "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": 0.706, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 85531.83, "financial_exposure_usd": 161651.09, "recoverable_pct": 0.374 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101585", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-02T02:25:00Z", "trace_id": "e3593376-34c5-058f-b161-c41fa5e7a5ab" }
{ "account_age_days": 477, "account_id": "ACCT-354F3B4EECB6", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.692 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 185, "timestamp": "2026-01-01T13:54:00Z", "transaction_amount_usd": 2.12 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.554, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 879969.4, "financial_exposure_usd": 1130332.92, "recoverable_pct": 0.779 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109184", "label": "benign", "label_confidence": 0.571, "severity": "low", "timestamp": "2026-01-07T09:04:00Z", "trace_id": "49facd7f-e85d-e728-8ec9-5a3f329048c4" }
{ "account_age_days": 596, "account_id": "ACCT-3CD8410C6AD8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.27 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1033, "timestamp": "2026-01-07T09:04:00Z", "transaction_amount_usd": 899.94 }, { "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": 0.718, "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": 1414.96, "financial_exposure_usd": 1609.48, "recoverable_pct": 0.408 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100247", "label": "fraudulent", "label_confidence": 0.791, "severity": "low", "timestamp": "2026-01-01T04:07:00Z", "trace_id": "e1dd8d91-af88-239f-d4a3-218dac08f401" }
{ "account_age_days": 910, "account_id": "ACCT-DF30F2F53226", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.595 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 326, "timestamp": "2026-01-01T04:07:00Z", "transaction_amount_usd": 96964.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "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": 784674.28, "financial_exposure_usd": 936381.32, "recoverable_pct": 0.187 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109408", "label": "benign", "label_confidence": 0.486, "severity": "medium", "timestamp": "2026-01-07T12:48:00Z", "trace_id": "4e605b3b-ff08-a38e-2881-6fc50d762954" }
{ "account_age_days": 1043, "account_id": "ACCT-3FA11C4DBB6C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 313, "timestamp": "2026-01-07T12:48:00Z", "transaction_amount_usd": 9045.72 }, { "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": 0.485, "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": 1479.36, "financial_exposure_usd": 3548.66, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102143", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-02T11:43:00Z", "trace_id": "2c2056aa-e0e3-c2ca-6dab-69dd84ca0724" }
{ "account_age_days": 1328, "account_id": "ACCT-AEE646EF485A", "baseline_risk_score": 0.441, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 968, "timestamp": "2026-01-02T11:43:00Z", "transaction_amount_usd": 6974.63 }, { "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": 0.876, "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": 847728.2, "financial_exposure_usd": 878773.43, "recoverable_pct": 0.268 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106542", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-05T13:02:00Z", "trace_id": "33597a05-f54a-36bd-7339-17b0df73553c" }
{ "account_age_days": 1007, "account_id": "ACCT-AE1D1AA6F5D3", "baseline_risk_score": 0.446, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1170, "timestamp": "2026-01-05T13:02:00Z", "transaction_amount_usd": 1898682.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.361, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2945565.32, "financial_exposure_usd": 4496904.02, "recoverable_pct": 0.487 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103735", "label": "fraudulent", "label_confidence": 0.689, "severity": "high", "timestamp": "2026-01-03T14:15:00Z", "trace_id": "9a2a2d99-6b92-16b9-d588-cf8fef6a76df" }
{ "account_age_days": 999, "account_id": "ACCT-F71B6709C9C6", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.206 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 255, "timestamp": "2026-01-03T10:08:00Z", "transaction_amount_usd": 22.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.556, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4356174.44, "financial_exposure_usd": 6477296.42, "recoverable_pct": 0.834 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }