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-101180", "label": "fraudulent", "label_confidence": 0.98, "severity": "medium", "timestamp": "2026-01-01T19:40:00Z", "trace_id": "67c333c6-b728-c96d-46d9-8a23dfa8b4bf" }
{ "account_age_days": 525, "account_id": "ACCT-FBEAA67290FA", "baseline_risk_score": 0.504, "kyc_tier": "tier_1", "session_entropy": 0.196 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 817, "timestamp": "2026-01-01T19:40:00Z", "transaction_amount_usd": 57412.15 }, { "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": 0.509, "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": 535918.23, "financial_exposure_usd": 762074.17, "recoverable_pct": 0.087 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101668", "label": "fraudulent", "label_confidence": 0.901, "severity": "low", "timestamp": "2026-01-02T03:48:00Z", "trace_id": "632baab4-2177-08b2-2b5f-dd4c9cb31f6b" }
{ "account_age_days": 335, "account_id": "ACCT-5D310895D30A", "baseline_risk_score": 0.44, "kyc_tier": "tier_3", "session_entropy": 0.47 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 262, "timestamp": "2026-01-02T03:48:00Z", "transaction_amount_usd": 18952.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.771, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 667523.51, "financial_exposure_usd": 1155792.37, "recoverable_pct": 0.422 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102923", "label": "fraudulent", "label_confidence": 0.811, "severity": "medium", "timestamp": "2026-01-03T00:43:00Z", "trace_id": "45f5e826-3ce4-5dd7-57c0-d1474548de16" }
{ "account_age_days": 1059, "account_id": "ACCT-8A3E0441A3B7", "baseline_risk_score": 0.635, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 231, "timestamp": "2026-01-03T00:43:00Z", "transaction_amount_usd": 107992.77 }, { "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": 0.5, "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 HAVING...
{ "customer_funds_at_risk_usd": 686353.3, "financial_exposure_usd": 1212267.68, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108061", "label": "benign", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-06T14:21:00Z", "trace_id": "c126dacf-78c0-8a87-f4c7-4529e0624da4" }
{ "account_age_days": 620, "account_id": "ACCT-142CB1E67913", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 157, "timestamp": "2026-01-06T14:21:00Z", "transaction_amount_usd": 11811.02 }, { "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 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2326.22, "financial_exposure_usd": 4566.15, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101938", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-02T08:18:00Z", "trace_id": "1a0cb119-7d8a-0541-136e-58e29e5ef2f5" }
{ "account_age_days": 599, "account_id": "ACCT-38AAE51B48A2", "baseline_risk_score": 0.486, "kyc_tier": "tier_2", "session_entropy": 0.234 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 331, "timestamp": "2026-01-02T05:12:00Z", "transaction_amount_usd": 18.79 }, { "asset": "USDT", "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": 0.466, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 131608.04, "financial_exposure_usd": 140171.93, "recoverable_pct": 0.396 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108435", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-06T20:35:00Z", "trace_id": "611fa2d0-324e-c3a9-9856-6002560ccd37" }
{ "account_age_days": 714, "account_id": "ACCT-9B9FC4E48E5E", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.128 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 583, "timestamp": "2026-01-06T20:35:00Z", "transaction_amount_usd": 1622.17 }, { "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": 0.673, "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": 1123.54, "financial_exposure_usd": 1401.41, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109502", "label": "benign", "label_confidence": 0.564, "severity": "medium", "timestamp": "2026-01-07T14:22:00Z", "trace_id": "a78afdfd-4588-a70c-e85c-2b2e39d4f84d" }
{ "account_age_days": 1747, "account_id": "ACCT-761268D875BB", "baseline_risk_score": 0.072, "kyc_tier": "tier_1", "session_entropy": 0.461 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 392, "timestamp": "2026-01-07T04:41:00Z", "transaction_amount_usd": 23.53 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2182.94, "financial_exposure_usd": 4190.52, "recoverable_pct": 0.789 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102410", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-02T16:10:00Z", "trace_id": "5a6b68d9-972f-6bca-75cc-1c9c3f954994" }
{ "account_age_days": 214, "account_id": "ACCT-26C1FB940FB4", "baseline_risk_score": 0.362, "kyc_tier": "tier_2", "session_entropy": 0.687 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 735, "timestamp": "2026-01-02T16:10:00Z", "transaction_amount_usd": 98278.78 }, { "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": 0.808, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 732501.09, "financial_exposure_usd": 801051.17, "recoverable_pct": 0.654 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103508", "label": "fraudulent", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-03T10:28:00Z", "trace_id": "0bc175eb-8d60-60d0-0575-f67ec0691a02" }
{ "account_age_days": 1524, "account_id": "ACCT-B8B65EB17594", "baseline_risk_score": 0.224, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 638, "timestamp": "2026-01-03T10:28:00Z", "transaction_amount_usd": 2617587.55 }, { "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": 0.552, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2874345.3, "financial_exposure_usd": 4779865.52, "recoverable_pct": 0.641 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102667", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-02T20:27:00Z", "trace_id": "a560cfce-08d9-3898-ecbf-5c24dd2e254f" }
{ "account_age_days": 1856, "account_id": "ACCT-E7318EBB5B5D", "baseline_risk_score": 0.373, "kyc_tier": "tier_3", "session_entropy": 0.705 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 535, "timestamp": "2026-01-02T20:27:00Z", "transaction_amount_usd": 15871.22 }, { "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": 0.887, "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": 770191.35, "financial_exposure_usd": 980702.82, "recoverable_pct": 0.833 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100466", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-01T07:46:00Z", "trace_id": "88c36fd7-f650-1bd7-1221-47abdc91f73a" }
{ "account_age_days": 606, "account_id": "ACCT-4E1791177265", "baseline_risk_score": 0.523, "kyc_tier": "tier_1", "session_entropy": 0.429 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 738, "timestamp": "2026-01-01T07:46:00Z", "transaction_amount_usd": 51202.76 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.499, "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": 266697.19, "financial_exposure_usd": 273522.55, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103628", "label": "fraudulent", "label_confidence": 0.742, "severity": "medium", "timestamp": "2026-01-03T12:28:00Z", "trace_id": "5befce15-bc4a-4656-62f7-668c54742a12" }
{ "account_age_days": 1969, "account_id": "ACCT-E706BE9E2193", "baseline_risk_score": 0.404, "kyc_tier": "tier_1", "session_entropy": 0.945 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 243, "timestamp": "2026-01-03T10:38:00Z", "transaction_amount_usd": 18.55 }, { "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": 0.767, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7929790.9, "financial_exposure_usd": 7969750.88, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103202", "label": "fraudulent", "label_confidence": 0.781, "severity": "medium", "timestamp": "2026-01-03T05:22:00Z", "trace_id": "bfaf1107-556c-aed8-4f4b-122aca09d427" }
{ "account_age_days": 67, "account_id": "ACCT-EE158EBED596", "baseline_risk_score": 0.589, "kyc_tier": "tier_3", "session_entropy": 0.729 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 595, "timestamp": "2026-01-03T05:22:00Z", "transaction_amount_usd": 114425.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.569, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 767114.38, "financial_exposure_usd": 811667.66, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101916", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-02T07:56:00Z", "trace_id": "ce88181c-4e17-7b55-1082-0c7dc214d184" }
{ "account_age_days": 633, "account_id": "ACCT-7D4EDDC9DED3", "baseline_risk_score": 0.269, "kyc_tier": "tier_3", "session_entropy": 0.26 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 145, "timestamp": "2026-01-01T22:49:00Z", "transaction_amount_usd": 23.78 }, { "asset": "BTC", "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": 0.819, "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": 685802.77, "financial_exposure_usd": 772864.9, "recoverable_pct": 0.21 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106205", "label": "fraudulent", "label_confidence": 0.845, "severity": "high", "timestamp": "2026-01-05T07:25:00Z", "trace_id": "1750bbec-f725-b033-60bc-f2e26d920b22" }
{ "account_age_days": 1271, "account_id": "ACCT-7C9BDE88B0AA", "baseline_risk_score": 0.28, "kyc_tier": "tier_3", "session_entropy": 0.425 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 803, "timestamp": "2026-01-05T07:25:00Z", "transaction_amount_usd": 924237.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.728, "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": 4842183.85, "financial_exposure_usd": 6927146.87, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102414", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-02T16:14:00Z", "trace_id": "6fd90600-baf9-a287-fcaf-ab8ce9c8fc77" }
{ "account_age_days": 1526, "account_id": "ACCT-763F9AB4809C", "baseline_risk_score": 0.479, "kyc_tier": "tier_1", "session_entropy": 0.744 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 341, "timestamp": "2026-01-02T16:14:00Z", "transaction_amount_usd": 104602.75 }, { "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": 0.804, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 353812.2, "financial_exposure_usd": 459791.93, "recoverable_pct": 0.408 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102977", "label": "fraudulent", "label_confidence": 0.835, "severity": "medium", "timestamp": "2026-01-03T01:37:00Z", "trace_id": "7ff0887b-8456-fbb2-ef8f-1356429ff065" }
{ "account_age_days": 572, "account_id": "ACCT-4E4AA949492C", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 273, "timestamp": "2026-01-02T15:42:00Z", "transaction_amount_usd": 18.16 }, { "asset": "EUR", "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": 0.879, "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": 115374.96, "financial_exposure_usd": 258372.53, "recoverable_pct": 0.699 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109135", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-07T08:15:00Z", "trace_id": "b86da261-b6f3-03f8-c9ff-905092fd9a3a" }
{ "account_age_days": 1158, "account_id": "ACCT-5C8F04DFC7E8", "baseline_risk_score": 0.065, "kyc_tier": "tier_2", "session_entropy": 0.164 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 322, "timestamp": "2026-01-06T20:30:00Z", "transaction_amount_usd": 14.21 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.645, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2216.48, "financial_exposure_usd": 2261.52, "recoverable_pct": 0.629 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103284", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-03T06:44:00Z", "trace_id": "0567a361-3c69-e888-f077-56b2ac475355" }
{ "account_age_days": 1437, "account_id": "ACCT-BF7F7354FC8B", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 186, "timestamp": "2026-01-03T06:44:00Z", "transaction_amount_usd": 15778.48 }, { "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": 0.601, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 551022.51, "financial_exposure_usd": 691146.73, "recoverable_pct": 0.722 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105839", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-05T01:19:00Z", "trace_id": "7e250bdc-08c5-3c1b-a137-ed28050bdd24" }
{ "account_age_days": 957, "account_id": "ACCT-9666674E515B", "baseline_risk_score": 0.369, "kyc_tier": "tier_3", "session_entropy": 0.869 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 677, "timestamp": "2026-01-05T01:19:00Z", "transaction_amount_usd": 2521311.73 }, { "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": 0.85, "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 post...
{ "customer_funds_at_risk_usd": 3146274.75, "financial_exposure_usd": 4065431.2, "recoverable_pct": 0.586 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105296", "label": "fraudulent", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-04T16:16:00Z", "trace_id": "9d18efa5-d37b-df51-9f8d-7b6d34356268" }
{ "account_age_days": 1708, "account_id": "ACCT-40B3E4BB950D", "baseline_risk_score": 0.399, "kyc_tier": "tier_3", "session_entropy": 0.385 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 345, "timestamp": "2026-01-04T08:12:00Z", "transaction_amount_usd": 10.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.381, "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": 708522.02, "financial_exposure_usd": 1454127.85, "recoverable_pct": 0.931 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108211", "label": "benign", "label_confidence": 0.595, "severity": "low", "timestamp": "2026-01-06T16:51:00Z", "trace_id": "850b4098-00b0-7a52-8ca9-99b958ba751a" }
{ "account_age_days": 1171, "account_id": "ACCT-E554EE620565", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.859 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 110, "timestamp": "2026-01-06T13:59:00Z", "transaction_amount_usd": 15.73 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 823.36, "financial_exposure_usd": 1161.86, "recoverable_pct": 0.555 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100749", "label": "fraudulent", "label_confidence": 0.972, "severity": "low", "timestamp": "2026-01-01T12:29:00Z", "trace_id": "c823bfc4-3c47-e0f6-69ba-bc6b89c2298e" }
{ "account_age_days": 659, "account_id": "ACCT-CFDA94A29201", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.617 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 646, "timestamp": "2026-01-01T12:29:00Z", "transaction_amount_usd": 87856.27 }, { "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": 0.7, "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 H...
{ "customer_funds_at_risk_usd": 527907.52, "financial_exposure_usd": 641914.14, "recoverable_pct": 0.301 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101609", "label": "fraudulent", "label_confidence": 0.958, "severity": "low", "timestamp": "2026-01-02T02:49:00Z", "trace_id": "166b14df-7da3-63c5-613f-926f9cd9ec1d" }
{ "account_age_days": 1834, "account_id": "ACCT-C7470F5827FA", "baseline_risk_score": 0.524, "kyc_tier": "tier_2", "session_entropy": 0.651 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 380, "timestamp": "2026-01-01T22:10:00Z", "transaction_amount_usd": 15.59 }, { "asset": "BTC", "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": 0.395, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "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": 345493.47, "financial_exposure_usd": 408043.51, "recoverable_pct": 0.388 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100391", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-01T06:31:00Z", "trace_id": "1b2e1e89-8913-f2f0-90cb-33095167dd70" }
{ "account_age_days": 1312, "account_id": "ACCT-E39515EAD5D4", "baseline_risk_score": 0.505, "kyc_tier": "tier_2", "session_entropy": 0.518 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1095, "timestamp": "2026-01-01T06:31:00Z", "transaction_amount_usd": 74887.18 }, { "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": 0.726, "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": 933217.93, "financial_exposure_usd": 1079657.42, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109804", "label": "benign", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-07T19:24:00Z", "trace_id": "b8bd9202-5a39-c83e-ca41-616a70fb321e" }
{ "account_age_days": 697, "account_id": "ACCT-5F8DA1379D54", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.106 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 376, "timestamp": "2026-01-07T15:54:00Z", "transaction_amount_usd": 21.51 }, { "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": 0.498, "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": 3530.77, "financial_exposure_usd": 5244.74, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100922", "label": "fraudulent", "label_confidence": 0.971, "severity": "high", "timestamp": "2026-01-01T15:22:00Z", "trace_id": "a61f48fc-3027-e4cb-1578-05746ca4c622" }
{ "account_age_days": 1617, "account_id": "ACCT-C597ED7B299D", "baseline_risk_score": 0.416, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 190, "timestamp": "2026-01-01T14:45:00Z", "transaction_amount_usd": 12.03 }, { "asset": "SOL", "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": 0.479, "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": 409833.49, "financial_exposure_usd": 653049.78, "recoverable_pct": 0.177 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105902", "label": "fraudulent", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-05T02:22:00Z", "trace_id": "e99f217d-4456-560a-adce-7b52b80772ae" }
{ "account_age_days": 628, "account_id": "ACCT-15392DF7BB1B", "baseline_risk_score": 0.275, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 379, "timestamp": "2026-01-04T15:18:00Z", "transaction_amount_usd": 20.67 }, { "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": 0.948, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2912439.39, "financial_exposure_usd": 2931967.86, "recoverable_pct": 0.526 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108711", "label": "benign", "label_confidence": 0.452, "severity": "low", "timestamp": "2026-01-07T01:11:00Z", "trace_id": "63b537cb-24f8-794b-5bbe-6456e6d49aad" }
{ "account_age_days": 1500, "account_id": "ACCT-CA2559B47697", "baseline_risk_score": 0.122, "kyc_tier": "tier_2", "session_entropy": 0.41 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 646, "timestamp": "2026-01-07T01:11:00Z", "transaction_amount_usd": 10872.96 }, { "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": 0.621, "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": 3934.06, "financial_exposure_usd": 4683.74, "recoverable_pct": 0.961 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108773", "label": "benign", "label_confidence": 0.568, "severity": "low", "timestamp": "2026-01-07T02:13:00Z", "trace_id": "bad02118-183f-31d5-fd83-c0026e7b9873" }
{ "account_age_days": 44, "account_id": "ACCT-A445F6E7BFE5", "baseline_risk_score": 0.155, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 636, "timestamp": "2026-01-07T02:13:00Z", "transaction_amount_usd": 12611.37 }, { "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": 0.785, "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": 2716.56, "financial_exposure_usd": 2777.76, "recoverable_pct": 0.562 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109178", "label": "benign", "label_confidence": 0.583, "severity": "critical", "timestamp": "2026-01-07T08:58:00Z", "trace_id": "17b95773-5172-561f-0874-46f41db61ec9" }
{ "account_age_days": 69, "account_id": "ACCT-48CD31DCC98E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1006, "timestamp": "2026-01-07T08:58:00Z", "transaction_amount_usd": 494.73 }, { "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": 0.773, "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": 730.1, "financial_exposure_usd": 1693.15, "recoverable_pct": 0.945 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103341", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-03T07:41:00Z", "trace_id": "224bb70b-3aab-4209-05bd-d354b16c959c" }
{ "account_age_days": 244, "account_id": "ACCT-517B42472702", "baseline_risk_score": 0.224, "kyc_tier": "tier_2", "session_entropy": 0.901 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 907, "timestamp": "2026-01-03T07:41:00Z", "transaction_amount_usd": 1438773.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.681, "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 A...
{ "customer_funds_at_risk_usd": 1722562.48, "financial_exposure_usd": 2775060.26, "recoverable_pct": 0.441 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108955", "label": "benign", "label_confidence": 0.585, "severity": "medium", "timestamp": "2026-01-07T05:15:00Z", "trace_id": "f736c4a5-2e99-b485-eba5-cd0202e4891d" }
{ "account_age_days": 303, "account_id": "ACCT-97E9E25C830B", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.926 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 178, "timestamp": "2026-01-07T05:15:00Z", "transaction_amount_usd": 14607.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.782, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "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": 1039.39, "financial_exposure_usd": 2571.64, "recoverable_pct": 0.614 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102061", "label": "fraudulent", "label_confidence": 0.967, "severity": "high", "timestamp": "2026-01-02T10:21:00Z", "trace_id": "e91e5870-f4f6-c034-2085-9c6ffc07cd8a" }
{ "account_age_days": 1147, "account_id": "ACCT-2C5294031A74", "baseline_risk_score": 0.638, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 116, "timestamp": "2026-01-02T04:57:00Z", "transaction_amount_usd": 13.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.478, "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": 541269.69, "financial_exposure_usd": 810855.58, "recoverable_pct": 0.395 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102906", "label": "fraudulent", "label_confidence": 0.891, "severity": "low", "timestamp": "2026-01-03T00:26:00Z", "trace_id": "9941f6eb-ebc3-c768-87da-750b83f61065" }
{ "account_age_days": 1932, "account_id": "ACCT-CEAA5323B20E", "baseline_risk_score": 0.481, "kyc_tier": "tier_2", "session_entropy": 0.682 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 413, "timestamp": "2026-01-03T00:26:00Z", "transaction_amount_usd": 21774.3 }, { "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": 0.511, "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": 600058.23, "financial_exposure_usd": 1139740.34, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104640", "label": "fraudulent", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-04T05:20:00Z", "trace_id": "6cefb2cc-8c9e-c1ca-ff5b-f3f9cc18adef" }
{ "account_age_days": 12, "account_id": "ACCT-2447ECC98B8B", "baseline_risk_score": 0.34, "kyc_tier": "tier_1", "session_entropy": 0.69 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 244, "timestamp": "2026-01-04T05:20:00Z", "transaction_amount_usd": 1541063.89 }, { "asset": "USD", "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": 0.686, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3313175.36, "financial_exposure_usd": 4435534.78, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103802", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-03T15:22:00Z", "trace_id": "a3654308-6b77-a7c5-53f7-5538774fb7be" }
{ "account_age_days": 570, "account_id": "ACCT-C75CA29E8D16", "baseline_risk_score": 0.35, "kyc_tier": "tier_1", "session_entropy": 0.86 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 99, "timestamp": "2026-01-03T08:09:00Z", "transaction_amount_usd": 8.49 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.821, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 2655617.25, "financial_exposure_usd": 5015003.99, "recoverable_pct": 0.83 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108867", "label": "benign", "label_confidence": 0.556, "severity": "critical", "timestamp": "2026-01-07T03:47:00Z", "trace_id": "43e16ff5-edfe-cead-be07-eab1a5b46aac" }
{ "account_age_days": 182, "account_id": "ACCT-83DCD3FFF1D9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 104, "timestamp": "2026-01-06T17:18:00Z", "transaction_amount_usd": 18.16 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.632, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1973.09, "financial_exposure_usd": 2209.58, "recoverable_pct": 0.924 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108655", "label": "benign", "label_confidence": 0.619, "severity": "low", "timestamp": "2026-01-07T00:15:00Z", "trace_id": "d5db8c31-5712-7390-6bec-21cd2a0cac3a" }
{ "account_age_days": 1676, "account_id": "ACCT-A71571569243", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.891 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 116, "timestamp": "2026-01-06T21:47:00Z", "transaction_amount_usd": 22.19 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.516, "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": 1933.82, "financial_exposure_usd": 3992.3, "recoverable_pct": 0.972 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101749", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-02T05:09:00Z", "trace_id": "679083ab-e519-59d4-e0ef-0377d8d08413" }
{ "account_age_days": 1486, "account_id": "ACCT-AE1B604A6FE5", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 519, "timestamp": "2026-01-02T05:09:00Z", "transaction_amount_usd": 74089.18 }, { "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": 0.469, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 213343.28, "financial_exposure_usd": 269259.93, "recoverable_pct": 0.699 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107794", "label": "benign", "label_confidence": 0.46, "severity": "medium", "timestamp": "2026-01-06T09:54:00Z", "trace_id": "1103415a-de47-de7c-b7f6-6c5353fd089a" }
{ "account_age_days": 1595, "account_id": "ACCT-49C78084025E", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.197 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 679, "timestamp": "2026-01-06T09:54:00Z", "transaction_amount_usd": 744 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", "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": 0.709, "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": 1203.26, "financial_exposure_usd": 1763.74, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101303", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-01T21:43:00Z", "trace_id": "cd7a3429-c524-0536-7d57-05605d8cd584" }
{ "account_age_days": 827, "account_id": "ACCT-F978E7E3AEE0", "baseline_risk_score": 0.625, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 162, "timestamp": "2026-01-01T21:43:00Z", "transaction_amount_usd": 13134.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "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": 602223.65, "financial_exposure_usd": 764731.83, "recoverable_pct": 0.11 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104795", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-04T07:55:00Z", "trace_id": "90ad8aa7-a9a5-766f-a79e-12b736550d94" }
{ "account_age_days": 499, "account_id": "ACCT-A0BE355C764D", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 505, "timestamp": "2026-01-04T07:55:00Z", "transaction_amount_usd": 1191586.28 }, { "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": 0.853, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 103783.5, "financial_exposure_usd": 234942.17, "recoverable_pct": 0.583 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102860", "label": "fraudulent", "label_confidence": 0.848, "severity": "medium", "timestamp": "2026-01-02T23:40:00Z", "trace_id": "998f79a7-7867-5a1d-d440-c83642867034" }
{ "account_age_days": 893, "account_id": "ACCT-58B3AD987DE6", "baseline_risk_score": 0.398, "kyc_tier": "tier_3", "session_entropy": 0.904 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 358, "timestamp": "2026-01-02T23:40:00Z", "transaction_amount_usd": 99626.29 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.568, "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": 910324.69, "financial_exposure_usd": 1105639.88, "recoverable_pct": 0.051 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108760", "label": "benign", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-07T02:00:00Z", "trace_id": "6d2c3b22-2ba6-8401-4c18-4bc46d492a7e" }
{ "account_age_days": 318, "account_id": "ACCT-776CE335C85B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.73 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1063, "timestamp": "2026-01-07T02:00:00Z", "transaction_amount_usd": 5945.51 }, { "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": 0.797, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 617.04, "financial_exposure_usd": 875.8, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106789", "label": "benign", "label_confidence": 0.52, "severity": "medium", "timestamp": "2026-01-05T17:09:00Z", "trace_id": "230356c6-06bc-0421-b483-6c3d6dd572e8" }
{ "account_age_days": 906, "account_id": "ACCT-A368E064ED3D", "baseline_risk_score": 0.184, "kyc_tier": "tier_1", "session_entropy": 0.494 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 122, "timestamp": "2026-01-05T17:09:00Z", "transaction_amount_usd": 13376.4 }, { "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": 0.632, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2993.61, "financial_exposure_usd": 6225.79, "recoverable_pct": 0.422 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103516", "label": "fraudulent", "label_confidence": 0.806, "severity": "high", "timestamp": "2026-01-03T10:36:00Z", "trace_id": "db151b40-cc26-87f3-1811-c76e68bd010f" }
{ "account_age_days": 674, "account_id": "ACCT-28DFF42E7BAC", "baseline_risk_score": 0.221, "kyc_tier": "tier_1", "session_entropy": 0.788 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 137, "timestamp": "2026-01-03T08:38:00Z", "transaction_amount_usd": 24.97 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.914, "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": 4553133.34, "financial_exposure_usd": 5800706.62, "recoverable_pct": 0.837 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106855", "label": "benign", "label_confidence": 0.705, "severity": "low", "timestamp": "2026-01-05T18:15:00Z", "trace_id": "f569f1ec-957f-caaf-f161-6fc868330ced" }
{ "account_age_days": 344, "account_id": "ACCT-1577A913302D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 837, "timestamp": "2026-01-05T18:15:00Z", "transaction_amount_usd": 12372.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4089.06, "financial_exposure_usd": 5519.39, "recoverable_pct": 0.506 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107754", "label": "benign", "label_confidence": 0.569, "severity": "medium", "timestamp": "2026-01-06T09:14:00Z", "trace_id": "4235857b-8df1-d972-3cef-a51bce2b70d7" }
{ "account_age_days": 817, "account_id": "ACCT-F975BE158D5A", "baseline_risk_score": 0.121, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 886, "timestamp": "2026-01-06T09:14:00Z", "transaction_amount_usd": 2407.83 }, { "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": 0.702, "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": 1453.89, "financial_exposure_usd": 2705.28, "recoverable_pct": 0.877 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104628", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-04T05:08:00Z", "trace_id": "464c6bd1-0b23-65e6-2707-c0f4ea25a2ff" }
{ "account_age_days": 102, "account_id": "ACCT-B36162B8AE93", "baseline_risk_score": 0.274, "kyc_tier": "tier_2", "session_entropy": 0.17 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 318, "timestamp": "2026-01-03T20:55:00Z", "transaction_amount_usd": 10.82 }, { "asset": "BTC", "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": 0.571, "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": 586443.31, "financial_exposure_usd": 587191.81, "recoverable_pct": 0.986 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101996", "label": "fraudulent", "label_confidence": 0.831, "severity": "high", "timestamp": "2026-01-02T09:16:00Z", "trace_id": "127730a8-5c50-ec23-8410-eb6d298dad1b" }
{ "account_age_days": 1142, "account_id": "ACCT-EFD439FF4000", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.902 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 622, "timestamp": "2026-01-02T09:16:00Z", "transaction_amount_usd": 79782.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.581, "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": 291230.09, "financial_exposure_usd": 589690.47, "recoverable_pct": 0.271 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105875", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-05T01:55:00Z", "trace_id": "cf56a68e-bd06-5a45-3d7b-8ffd19d51c5c" }
{ "account_age_days": 1851, "account_id": "ACCT-607D1393DE3A", "baseline_risk_score": 0.341, "kyc_tier": "tier_2", "session_entropy": 0.452 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 373, "timestamp": "2026-01-04T20:50:00Z", "transaction_amount_usd": 24.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.744, "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": 3811807.09, "financial_exposure_usd": 5278208.82, "recoverable_pct": 0.406 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106501", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-05T12:21:00Z", "trace_id": "dbce1a0e-cbf1-adee-54cd-4d105928082d" }
{ "account_age_days": 1916, "account_id": "ACCT-F1CE46D111FD", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1000, "timestamp": "2026-01-05T12:21:00Z", "transaction_amount_usd": 1498194.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.379, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2572994.74, "financial_exposure_usd": 3407251.4, "recoverable_pct": 0.83 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106223", "label": "fraudulent", "label_confidence": 0.761, "severity": "medium", "timestamp": "2026-01-05T07:43:00Z", "trace_id": "95dc7a76-916a-4219-a852-1a7dd6e29f96" }
{ "account_age_days": 1885, "account_id": "ACCT-B09A0EE9ECF8", "baseline_risk_score": 0.107, "kyc_tier": "tier_1", "session_entropy": 0.781 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 418, "timestamp": "2026-01-05T07:43:00Z", "transaction_amount_usd": 435803.54 }, { "asset": "USDC", "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": 0.604, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6441465.64, "financial_exposure_usd": 7122462.34, "recoverable_pct": 0.874 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100111", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-01T01:51:00Z", "trace_id": "1a482803-0204-0c81-5577-32970d093c73" }
{ "account_age_days": 1243, "account_id": "ACCT-2C5CCE54210C", "baseline_risk_score": 0.363, "kyc_tier": "tier_2", "session_entropy": 0.27 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 675, "timestamp": "2026-01-01T01:51:00Z", "transaction_amount_usd": 52098.66 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.826, "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": 582904.17, "financial_exposure_usd": 1001224.74, "recoverable_pct": 0.178 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109168", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-07T08:48:00Z", "trace_id": "dbfafd9e-0885-408e-7867-32bfecdfed5f" }
{ "account_age_days": 1323, "account_id": "ACCT-2C8E853CC6CB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.581 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 217, "timestamp": "2026-01-07T00:10:00Z", "transaction_amount_usd": 21.11 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.694, "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": 5153.37, "financial_exposure_usd": 10325.17, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103686", "label": "fraudulent", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-03T13:26:00Z", "trace_id": "81dad153-08e1-1e86-5eeb-fd6412173190" }
{ "account_age_days": 1536, "account_id": "ACCT-CC8FB316F2BB", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.634 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 85, "timestamp": "2026-01-03T03:04:00Z", "transaction_amount_usd": 10.72 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.677, "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": 5452571.62, "financial_exposure_usd": 5471321.07, "recoverable_pct": 0.408 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102485", "label": "fraudulent", "label_confidence": 0.92, "severity": "low", "timestamp": "2026-01-02T17:25:00Z", "trace_id": "0f17fb6f-6060-acfa-7952-e2a33dc30670" }
{ "account_age_days": 435, "account_id": "ACCT-1E8933030D23", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.238 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 726, "timestamp": "2026-01-02T17:25:00Z", "transaction_amount_usd": 111821.04 }, { "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": 0.762, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 798705.24, "financial_exposure_usd": 842347.92, "recoverable_pct": 0.713 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106311", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-05T09:11:00Z", "trace_id": "f6ce56a6-4b70-5b2f-6b71-caaa5940e9cf" }
{ "account_age_days": 1605, "account_id": "ACCT-5433E7E8FEE3", "baseline_risk_score": 0.353, "kyc_tier": "tier_3", "session_entropy": 0.713 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 328, "timestamp": "2026-01-05T09:11:00Z", "transaction_amount_usd": 1503879.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.641, "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": 4573088.83, "financial_exposure_usd": 4898290.02, "recoverable_pct": 0.456 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105189", "label": "fraudulent", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-04T14:29:00Z", "trace_id": "51897a9d-f19e-c07a-9f29-4d506cbea6ee" }
{ "account_age_days": 1408, "account_id": "ACCT-AFE939C31E3E", "baseline_risk_score": 0.179, "kyc_tier": "tier_3", "session_entropy": 0.212 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 187, "timestamp": "2026-01-04T08:28:00Z", "transaction_amount_usd": 4.73 }, { "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": 0.87, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2425188.11, "financial_exposure_usd": 5550435.2, "recoverable_pct": 0.434 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109419", "label": "benign", "label_confidence": 0.741, "severity": "high", "timestamp": "2026-01-07T12:59:00Z", "trace_id": "19e1be96-0c6f-a298-3aa2-42d3bf551d5d" }
{ "account_age_days": 775, "account_id": "ACCT-E345BC545E88", "baseline_risk_score": 0.123, "kyc_tier": "tier_2", "session_entropy": 0.469 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1186, "timestamp": "2026-01-07T12:59:00Z", "transaction_amount_usd": 9217.64 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.71, "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 prior...
{ "customer_funds_at_risk_usd": 1169.74, "financial_exposure_usd": 1781.93, "recoverable_pct": 0.667 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108733", "label": "benign", "label_confidence": 0.477, "severity": "low", "timestamp": "2026-01-07T01:33:00Z", "trace_id": "f91c96af-f62b-5837-4531-96e15cb42825" }
{ "account_age_days": 116, "account_id": "ACCT-CF6C7D43BAEF", "baseline_risk_score": 0.066, "kyc_tier": "tier_2", "session_entropy": 0.299 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1189, "timestamp": "2026-01-07T01:33:00Z", "transaction_amount_usd": 9518.4 }, { "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": 0.557, "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": 410.36, "financial_exposure_usd": 428.05, "recoverable_pct": 0.642 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101234", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-01T20:34:00Z", "trace_id": "7c536e6a-2d52-b315-0f63-4d7328c580a3" }
{ "account_age_days": 1094, "account_id": "ACCT-5285E52E67C1", "baseline_risk_score": 0.409, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1083, "timestamp": "2026-01-01T20:34:00Z", "transaction_amount_usd": 95096.46 }, { "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": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 216594.59, "financial_exposure_usd": 242597.19, "recoverable_pct": 0.825 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100581", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-01T09:41:00Z", "trace_id": "42e32c21-15e5-d4dd-3d31-7eeaea951de8" }
{ "account_age_days": 1747, "account_id": "ACCT-33CDB1A96589", "baseline_risk_score": 0.6, "kyc_tier": "tier_3", "session_entropy": 0.307 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 338, "timestamp": "2026-01-01T08:50:00Z", "transaction_amount_usd": 0.7 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.582, "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": 664143.34, "financial_exposure_usd": 974597.92, "recoverable_pct": 0.633 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107323", "label": "benign", "label_confidence": 0.584, "severity": "medium", "timestamp": "2026-01-06T02:03:00Z", "trace_id": "4aeb4bf0-e400-0ec6-fed2-7336d613ad24" }
{ "account_age_days": 679, "account_id": "ACCT-96E274424A45", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 797, "timestamp": "2026-01-06T02:03:00Z", "transaction_amount_usd": 8683.2 }, { "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": 0.748, "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": 2640.55, "financial_exposure_usd": 3998.9, "recoverable_pct": 0.688 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107907", "label": "benign", "label_confidence": 0.563, "severity": "low", "timestamp": "2026-01-06T11:47:00Z", "trace_id": "4d9cce90-fafa-65e0-0861-c4db04748260" }
{ "account_age_days": 1413, "account_id": "ACCT-B4246A996E24", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.891 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 644, "timestamp": "2026-01-06T11:47:00Z", "transaction_amount_usd": 12168.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 2", "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": 482.16, "financial_exposure_usd": 645.45, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105936", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-05T02:56:00Z", "trace_id": "e8617f3b-c8e7-0e3f-f9ce-e18dd1236055" }
{ "account_age_days": 19, "account_id": "ACCT-CDE67A9B9C9C", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 378, "timestamp": "2026-01-04T23:22:00Z", "transaction_amount_usd": 22.75 }, { "asset": "GBP", "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": 0.878, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 563848.4, "financial_exposure_usd": 1139384.38, "recoverable_pct": 0.56 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109371", "label": "benign", "label_confidence": 0.736, "severity": "medium", "timestamp": "2026-01-07T12:11:00Z", "trace_id": "05030510-c2e4-6ef8-5636-6df03fa5061e" }
{ "account_age_days": 1035, "account_id": "ACCT-F533D4330C97", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.294 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 399, "timestamp": "2026-01-07T05:38:00Z", "transaction_amount_usd": 19.96 }, { "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": 0.742, "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": 1990.02, "financial_exposure_usd": 2425.66, "recoverable_pct": 0.961 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102177", "label": "fraudulent", "label_confidence": 0.883, "severity": "high", "timestamp": "2026-01-02T12:17:00Z", "trace_id": "74a31bcf-c805-ff54-ca47-4b838a378f24" }
{ "account_age_days": 1660, "account_id": "ACCT-6D520DDB32F6", "baseline_risk_score": 0.399, "kyc_tier": "tier_2", "session_entropy": 0.36 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 238, "timestamp": "2026-01-02T12:17:00Z", "transaction_amount_usd": 115066.02 }, { "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": 0.903, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 619310.74, "financial_exposure_usd": 880710.12, "recoverable_pct": 0.228 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105000", "label": "fraudulent", "label_confidence": 0.895, "severity": "high", "timestamp": "2026-01-04T11:20:00Z", "trace_id": "70658f3a-f2e6-1700-1f30-4197a716532c" }
{ "account_age_days": 306, "account_id": "ACCT-B72F2BE1A683", "baseline_risk_score": 0.074, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 89, "timestamp": "2026-01-04T11:20:00Z", "transaction_amount_usd": 217731.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.78, "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 post...
{ "customer_funds_at_risk_usd": 6698547.03, "financial_exposure_usd": 7419035.2, "recoverable_pct": 0.628 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104213", "label": "fraudulent", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-03T22:13:00Z", "trace_id": "2a27172c-ae32-528f-ead8-15331979a1c2" }
{ "account_age_days": 7, "account_id": "ACCT-C1961D231984", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.79 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 315, "timestamp": "2026-01-03T17:33:00Z", "transaction_amount_usd": 16.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.407, "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": 1558395.05, "financial_exposure_usd": 3777161.04, "recoverable_pct": 0.783 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102071", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-02T10:31:00Z", "trace_id": "769afbc3-f5df-7979-2936-d8bc07027563" }
{ "account_age_days": 1649, "account_id": "ACCT-5E5195C01B5B", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.37 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 770, "timestamp": "2026-01-02T10:31:00Z", "transaction_amount_usd": 34692.39 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.636, "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": 456476.1, "financial_exposure_usd": 689575.23, "recoverable_pct": 0.529 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107037", "label": "benign", "label_confidence": 0.497, "severity": "high", "timestamp": "2026-01-05T21:17:00Z", "trace_id": "e53a5963-1e5a-60c5-67a9-6f9ce9a58239" }
{ "account_age_days": 812, "account_id": "ACCT-E54EA6AB0D39", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 119, "timestamp": "2026-01-05T21:17:00Z", "transaction_amount_usd": 9403.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.6, "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_tra...
{ "customer_funds_at_risk_usd": 2274.1, "financial_exposure_usd": 2711.29, "recoverable_pct": 0.836 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108335", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-06T18:55:00Z", "trace_id": "ce1b0fa7-4eab-3a93-236d-e1abe3503d92" }
{ "account_age_days": 341, "account_id": "ACCT-355630C845F1", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.768 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 589, "timestamp": "2026-01-06T18:55:00Z", "transaction_amount_usd": 3129.03 }, { "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": 0.724, "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": 3923.55, "financial_exposure_usd": 4058.97, "recoverable_pct": 0.653 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101241", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-01T20:41:00Z", "trace_id": "a5b31d23-d008-909b-ac6d-9547f9401b61" }
{ "account_age_days": 861, "account_id": "ACCT-A0AABC5290BB", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.778 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 215, "timestamp": "2026-01-01T20:41:00Z", "transaction_amount_usd": 7062.12 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.386, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 622301.44, "financial_exposure_usd": 864509.57, "recoverable_pct": 0.413 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102283", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-02T14:03:00Z", "trace_id": "48002164-df89-6a25-20a7-b1c2bf342260" }
{ "account_age_days": 1294, "account_id": "ACCT-DC39613F3E9E", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.136 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 461, "timestamp": "2026-01-02T14:03:00Z", "transaction_amount_usd": 23257.32 }, { "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": 0.376, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 647778.87, "financial_exposure_usd": 1072008.03, "recoverable_pct": 0.405 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104237", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-03T22:37:00Z", "trace_id": "b940fc19-94be-35bc-9af2-7fb81bdffc30" }
{ "account_age_days": 314, "account_id": "ACCT-AE6C1B218C0A", "baseline_risk_score": 0.348, "kyc_tier": "tier_3", "session_entropy": 0.124 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1081, "timestamp": "2026-01-03T22:37:00Z", "transaction_amount_usd": 791101.09 }, { "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": 0.808, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5330380.07, "financial_exposure_usd": 5445838.53, "recoverable_pct": 0.964 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107533", "label": "benign", "label_confidence": 0.462, "severity": "high", "timestamp": "2026-01-06T05:33:00Z", "trace_id": "5b44bafd-eb13-ed41-de21-21f9da6f2ad2" }
{ "account_age_days": 1477, "account_id": "ACCT-CC19F6D0BA93", "baseline_risk_score": 0.093, "kyc_tier": "tier_3", "session_entropy": 0.297 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 509, "timestamp": "2026-01-06T05:33:00Z", "transaction_amount_usd": 3773.8 }, { "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": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 2", "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": 2666.83, "financial_exposure_usd": 4122.74, "recoverable_pct": 0.865 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107608", "label": "benign", "label_confidence": 0.608, "severity": "medium", "timestamp": "2026-01-06T06:48:00Z", "trace_id": "718f2634-e284-4847-0104-edf0bd9fc485" }
{ "account_age_days": 1059, "account_id": "ACCT-289EDEB4E437", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.424 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 584, "timestamp": "2026-01-06T06:48:00Z", "transaction_amount_usd": 4140.72 }, { "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": 0.586, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1392.64, "financial_exposure_usd": 1439.35, "recoverable_pct": 0.43 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109821", "label": "benign", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-07T19:41:00Z", "trace_id": "846a6af6-5e2c-02bb-580c-dcc8be28a744" }
{ "account_age_days": 5, "account_id": "ACCT-ACB87A8621E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.38 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 957, "timestamp": "2026-01-07T19:41:00Z", "transaction_amount_usd": 6204.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.46, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2083.07, "financial_exposure_usd": 3047.6, "recoverable_pct": 0.995 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106257", "label": "fraudulent", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-05T08:17:00Z", "trace_id": "0ea2000d-e0bf-b453-2b2a-2c23330a5b72" }
{ "account_age_days": 827, "account_id": "ACCT-1F42D2BE99E9", "baseline_risk_score": 0.173, "kyc_tier": "tier_2", "session_entropy": 0.888 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 91, "timestamp": "2026-01-05T08:17:00Z", "transaction_amount_usd": 1914460.14 }, { "asset": "USD", "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": 0.741, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4993984.23, "financial_exposure_usd": 5365327.51, "recoverable_pct": 0.847 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105556", "label": "fraudulent", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-04T20:36:00Z", "trace_id": "32f571bc-9b59-75fe-3756-5897909b7871" }
{ "account_age_days": 1955, "account_id": "ACCT-05049ACD4468", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.367 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 956, "timestamp": "2026-01-04T20:36:00Z", "transaction_amount_usd": 1885779.69 }, { "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": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6889458.1, "financial_exposure_usd": 9441159.05, "recoverable_pct": 0.61 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106719", "label": "benign", "label_confidence": 0.596, "severity": "medium", "timestamp": "2026-01-05T15:59:00Z", "trace_id": "364d51c5-2894-1fe4-6467-e2d0e6d9241f" }
{ "account_age_days": 989, "account_id": "ACCT-5908E4142806", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.892 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 817, "timestamp": "2026-01-05T15:59:00Z", "transaction_amount_usd": 1962.27 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.731, "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": 4049.69, "financial_exposure_usd": 5672.26, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101269", "label": "fraudulent", "label_confidence": 0.813, "severity": "low", "timestamp": "2026-01-01T21:09:00Z", "trace_id": "15dd63cf-a810-e0f9-e656-3645312c9c9d" }
{ "account_age_days": 1935, "account_id": "ACCT-604E92FC0831", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.544 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 516, "timestamp": "2026-01-01T21:09:00Z", "transaction_amount_usd": 44799.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.358, "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": 311131.68, "financial_exposure_usd": 490543.86, "recoverable_pct": 0.508 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101838", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-02T06:38:00Z", "trace_id": "16af02bf-c8c0-9e7b-bb80-8d0bf143e217" }
{ "account_age_days": 1930, "account_id": "ACCT-C3680E03C60B", "baseline_risk_score": 0.437, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 187, "timestamp": "2026-01-02T06:38:00Z", "transaction_amount_usd": 64869.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.563, "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": 1131705.26, "financial_exposure_usd": 1463941.53, "recoverable_pct": 0.495 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101919", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-02T07:59:00Z", "trace_id": "7d8f7e5f-811e-1254-7ebd-e82d95180d43" }
{ "account_age_days": 118, "account_id": "ACCT-8CDF94133D99", "baseline_risk_score": 0.639, "kyc_tier": "tier_3", "session_entropy": 0.789 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1030, "timestamp": "2026-01-02T07:59:00Z", "transaction_amount_usd": 119648.45 }, { "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": 0.377, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 392500.32, "financial_exposure_usd": 859465.79, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106022", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-05T04:22:00Z", "trace_id": "0ed44b9d-0d37-80de-9ce8-8d30033ef93c" }
{ "account_age_days": 1940, "account_id": "ACCT-095055F591B0", "baseline_risk_score": 0.093, "kyc_tier": "tier_2", "session_entropy": 0.323 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 721, "timestamp": "2026-01-05T04:22:00Z", "transaction_amount_usd": 2341540.79 }, { "asset": "USDC", "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": 0.69, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3366060.1, "financial_exposure_usd": 5415579.19, "recoverable_pct": 0.788 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109727", "label": "benign", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-07T18:07:00Z", "trace_id": "c9ee8a54-0596-dd62-4173-155782a76fa4" }
{ "account_age_days": 624, "account_id": "ACCT-571384BBD50C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 210, "timestamp": "2026-01-07T18:07:00Z", "transaction_amount_usd": 5165.94 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2047.19, "financial_exposure_usd": 2144.39, "recoverable_pct": 0.791 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105780", "label": "fraudulent", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-05T00:20:00Z", "trace_id": "2df08397-73c9-104a-432f-3cc8f93654f9" }
{ "account_age_days": 587, "account_id": "ACCT-2AE42578B0A3", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.74 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 208, "timestamp": "2026-01-05T00:20:00Z", "transaction_amount_usd": 1509319.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.89, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4266517.55, "financial_exposure_usd": 4645618.65, "recoverable_pct": 0.45 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100601", "label": "fraudulent", "label_confidence": 0.852, "severity": "critical", "timestamp": "2026-01-01T10:01:00Z", "trace_id": "4cafbbf2-0252-bebf-11d1-3c8aaa65cc1b" }
{ "account_age_days": 1496, "account_id": "ACCT-7D57C09D6137", "baseline_risk_score": 0.38, "kyc_tier": "tier_1", "session_entropy": 0.276 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 233, "timestamp": "2026-01-01T10:01:00Z", "transaction_amount_usd": 72112.23 }, { "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": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 610121.43, "financial_exposure_usd": 719762.4, "recoverable_pct": 0.562 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103640", "label": "fraudulent", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-03T12:40:00Z", "trace_id": "dc7a7ec7-9a13-6b36-1724-df5d5120d92d" }
{ "account_age_days": 963, "account_id": "ACCT-676098A1DE2B", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.444 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 311, "timestamp": "2026-01-03T12:40:00Z", "transaction_amount_usd": 2790634.57 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.83, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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 pos...
{ "customer_funds_at_risk_usd": 4277320.23, "financial_exposure_usd": 4916298.37, "recoverable_pct": 0.415 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102875", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-02T23:55:00Z", "trace_id": "d58f23a0-5ebb-afe9-25f2-6ec2e3b6ab7e" }
{ "account_age_days": 584, "account_id": "ACCT-2B63251A34C3", "baseline_risk_score": 0.276, "kyc_tier": "tier_3", "session_entropy": 0.492 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 128, "timestamp": "2026-01-02T18:22:00Z", "transaction_amount_usd": 11.36 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.446, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 598283.15, "financial_exposure_usd": 709248.97, "recoverable_pct": 0.839 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109400", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-07T12:40:00Z", "trace_id": "b0beab97-ea36-d796-add8-1051cf89a86c" }
{ "account_age_days": 1569, "account_id": "ACCT-44AA207EB7EB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.671 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 961, "timestamp": "2026-01-07T12:40:00Z", "transaction_amount_usd": 281.27 }, { "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": 0.646, "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": 906.77, "financial_exposure_usd": 1295.02, "recoverable_pct": 0.716 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105903", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-05T02:23:00Z", "trace_id": "f92a3ba4-a361-c5aa-fa47-7a9522ef2f8e" }
{ "account_age_days": 444, "account_id": "ACCT-46F82963AB49", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.677 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 654, "timestamp": "2026-01-05T02:23:00Z", "transaction_amount_usd": 1440177.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.545, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1592461.7, "financial_exposure_usd": 3195484.65, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108088", "label": "benign", "label_confidence": 0.555, "severity": "medium", "timestamp": "2026-01-06T14:48:00Z", "trace_id": "e3249546-a3fc-f10f-b86c-5a7f4aee20d2" }
{ "account_age_days": 1583, "account_id": "ACCT-2D273862FA90", "baseline_risk_score": 0.167, "kyc_tier": "tier_1", "session_entropy": 0.561 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 197, "timestamp": "2026-01-06T14:48:00Z", "transaction_amount_usd": 5862.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.768, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1346.52, "financial_exposure_usd": 1865.91, "recoverable_pct": 0.534 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109204", "label": "benign", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-07T09:24:00Z", "trace_id": "15f9a512-f720-3480-7ca2-cafe7072754f" }
{ "account_age_days": 1147, "account_id": "ACCT-A4370907FC58", "baseline_risk_score": 0.096, "kyc_tier": "tier_3", "session_entropy": 0.821 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 542, "timestamp": "2026-01-07T09:24:00Z", "transaction_amount_usd": 5792.5 }, { "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 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_...
{ "customer_funds_at_risk_usd": 2683.41, "financial_exposure_usd": 3202.73, "recoverable_pct": 0.552 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100219", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-01T03:39:00Z", "trace_id": "5dde7466-7f03-66ef-7027-24eb060fc65e" }
{ "account_age_days": 1047, "account_id": "ACCT-AAC5E8A32567", "baseline_risk_score": 0.503, "kyc_tier": "tier_1", "session_entropy": 0.208 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 222, "timestamp": "2025-12-31T19:49:00Z", "transaction_amount_usd": 10.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.637, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 729620.96, "financial_exposure_usd": 986381.56, "recoverable_pct": 0.21 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104626", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-04T05:06:00Z", "trace_id": "18cc0e9f-e7af-53c1-827e-d1a118ac2dc6" }
{ "account_age_days": 1194, "account_id": "ACCT-FAD872DB961E", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.436 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 957, "timestamp": "2026-01-04T05:06:00Z", "transaction_amount_usd": 1296532.14 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5760407.76, "financial_exposure_usd": 6071112.78, "recoverable_pct": 0.598 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101551", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T01:51:00Z", "trace_id": "1e1b2606-2cb7-ae1f-a1d9-01ec077cad7e" }
{ "account_age_days": 383, "account_id": "ACCT-0A1161187521", "baseline_risk_score": 0.573, "kyc_tier": "tier_1", "session_entropy": 0.423 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 167, "timestamp": "2026-01-02T01:11:00Z", "transaction_amount_usd": 15.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.502, "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": 475406.32, "financial_exposure_usd": 526271.76, "recoverable_pct": 0.777 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107681", "label": "benign", "label_confidence": 0.461, "severity": "low", "timestamp": "2026-01-06T08:01:00Z", "trace_id": "71961d0c-e984-a34e-7f1d-f1861f3258f7" }
{ "account_age_days": 1014, "account_id": "ACCT-8E216588A291", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.356 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 986, "timestamp": "2026-01-06T08:01:00Z", "transaction_amount_usd": 409.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5732.7, "financial_exposure_usd": 6905.12, "recoverable_pct": 0.498 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }