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-109522", "label": "benign", "label_confidence": 0.661, "severity": "medium", "timestamp": "2026-01-07T14:42:00Z", "trace_id": "04c7fa73-5d17-eb20-9b9b-61dfd63feaf6" }
{ "account_age_days": 1833, "account_id": "ACCT-A0B203360A80", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.847 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 254, "timestamp": "2026-01-07T12:07:00Z", "transaction_amount_usd": 17.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.789, "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": 454.85, "financial_exposure_usd": 458.91, "recoverable_pct": 0.698 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106705", "label": "benign", "label_confidence": 0.74, "severity": "low", "timestamp": "2026-01-05T15:45:00Z", "trace_id": "bc7eb10c-d710-97b8-f41b-764478a2fd20" }
{ "account_age_days": 1777, "account_id": "ACCT-7915A2B8C5F5", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 216, "timestamp": "2026-01-05T10:04:00Z", "transaction_amount_usd": 10.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.492, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 1248.55, "financial_exposure_usd": 1389.56, "recoverable_pct": 0.71 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103745", "label": "fraudulent", "label_confidence": 0.825, "severity": "low", "timestamp": "2026-01-03T14:25:00Z", "trace_id": "893e474e-47e1-0693-eed1-e54754aeb3bb" }
{ "account_age_days": 1219, "account_id": "ACCT-D68799821AD1", "baseline_risk_score": 0.269, "kyc_tier": "tier_1", "session_entropy": 0.253 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 664, "timestamp": "2026-01-03T14:25:00Z", "transaction_amount_usd": 333521.09 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5186535.64, "financial_exposure_usd": 6487784.9, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102078", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-02T10:38:00Z", "trace_id": "66231b61-63c9-e6ef-1879-675dd11899c9" }
{ "account_age_days": 1522, "account_id": "ACCT-050A47FDBB36", "baseline_risk_score": 0.436, "kyc_tier": "tier_3", "session_entropy": 0.712 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1086, "timestamp": "2026-01-02T10:38:00Z", "transaction_amount_usd": 45330.18 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.528, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 809700.06, "financial_exposure_usd": 1050592.52, "recoverable_pct": 0.72 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100060", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-01T01:00:00Z", "trace_id": "dd664071-8fd7-b1a1-bd4f-6118acef45c4" }
{ "account_age_days": 379, "account_id": "ACCT-86804A8A515F", "baseline_risk_score": 0.479, "kyc_tier": "tier_3", "session_entropy": 0.287 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 669, "timestamp": "2026-01-01T01:00:00Z", "transaction_amount_usd": 67571.83 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.822, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 380551.37, "financial_exposure_usd": 585861.36, "recoverable_pct": 0.456 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108315", "label": "benign", "label_confidence": 0.525, "severity": "low", "timestamp": "2026-01-06T18:35:00Z", "trace_id": "c927ba8e-f892-bc04-d21b-944ffb143f3e" }
{ "account_age_days": 1394, "account_id": "ACCT-3AEEB06FFC75", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.18 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 347, "timestamp": "2026-01-06T18:35:00Z", "transaction_amount_usd": 8389.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.502, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2303.04, "financial_exposure_usd": 3390.27, "recoverable_pct": 0.936 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108072", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-06T14:32:00Z", "trace_id": "a65063dd-35b0-e23d-e0ac-4e3143bb0ae4" }
{ "account_age_days": 817, "account_id": "ACCT-68269F67DB29", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.234 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 108, "timestamp": "2026-01-06T14:32:00Z", "transaction_amount_usd": 9963.18 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1109.4, "financial_exposure_usd": 1884.37, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106608", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-05T14:08:00Z", "trace_id": "407dbbff-c5c4-eb95-9e73-de628979576b" }
{ "account_age_days": 1259, "account_id": "ACCT-132164EA95AF", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.708 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 955, "timestamp": "2026-01-05T14:08:00Z", "transaction_amount_usd": 1927922.03 }, { "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": 0.849, "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": 1301095.01, "financial_exposure_usd": 1921456.09, "recoverable_pct": 0.78 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100553", "label": "fraudulent", "label_confidence": 0.907, "severity": "high", "timestamp": "2026-01-01T09:13:00Z", "trace_id": "6722c765-7fb3-25a4-c063-e60c4b47624a" }
{ "account_age_days": 496, "account_id": "ACCT-C7ECD24E3143", "baseline_risk_score": 0.272, "kyc_tier": "tier_2", "session_entropy": 0.671 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 716, "timestamp": "2026-01-01T09:13:00Z", "transaction_amount_usd": 3373.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.875, "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": 557468.71, "financial_exposure_usd": 858023.62, "recoverable_pct": 0.09 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104594", "label": "fraudulent", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-04T04:34:00Z", "trace_id": "434b2f8f-afbc-d3a1-67c1-621101038d22" }
{ "account_age_days": 476, "account_id": "ACCT-FBE9887F017A", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.64 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 898, "timestamp": "2026-01-04T04:34:00Z", "transaction_amount_usd": 2658712.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.796, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3606987.37, "financial_exposure_usd": 3776312.29, "recoverable_pct": 0.698 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101684", "label": "fraudulent", "label_confidence": 0.873, "severity": "high", "timestamp": "2026-01-02T04:04:00Z", "trace_id": "94603fe4-6f54-7965-535c-5899c9f0d6d4" }
{ "account_age_days": 1113, "account_id": "ACCT-241688C9BDD7", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.598 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1003, "timestamp": "2026-01-02T04:04:00Z", "transaction_amount_usd": 53635.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "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": 603818.46, "financial_exposure_usd": 765911.26, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101735", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-02T04:55:00Z", "trace_id": "957c2f99-b096-d2fd-ff4a-80cd2af2105c" }
{ "account_age_days": 1803, "account_id": "ACCT-E2731A295F07", "baseline_risk_score": 0.57, "kyc_tier": "tier_2", "session_entropy": 0.808 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1131, "timestamp": "2026-01-02T04:55:00Z", "transaction_amount_usd": 46992.96 }, { "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": 0.548, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 770099.31, "financial_exposure_usd": 1172318.27, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102944", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-03T01:04:00Z", "trace_id": "ef8d364c-f3cb-943b-dc40-ccca1545960b" }
{ "account_age_days": 789, "account_id": "ACCT-5F48F3D15954", "baseline_risk_score": 0.592, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 379, "timestamp": "2026-01-03T01:04:00Z", "transaction_amount_usd": 37919.42 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.792, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 278103.21, "financial_exposure_usd": 363809.36, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106397", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-05T10:37:00Z", "trace_id": "5b6eba97-3684-e767-5be3-ac77d77eb93d" }
{ "account_age_days": 1394, "account_id": "ACCT-6FDD0FBF7F3F", "baseline_risk_score": 0.203, "kyc_tier": "tier_2", "session_entropy": 0.569 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 200, "timestamp": "2026-01-05T10:37:00Z", "transaction_amount_usd": 1339437.24 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.655, "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": 1944037.52, "financial_exposure_usd": 4388706.71, "recoverable_pct": 0.659 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107472", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-06T04:32:00Z", "trace_id": "182ff946-f4aa-1dd2-4e4c-df66fe24345e" }
{ "account_age_days": 1080, "account_id": "ACCT-9928B96DC820", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.878 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 782, "timestamp": "2026-01-06T04:32:00Z", "transaction_amount_usd": 13061.47 }, { "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": 0.676, "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": 1894.65, "financial_exposure_usd": 2272.14, "recoverable_pct": 0.954 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104138", "label": "fraudulent", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-03T20:58:00Z", "trace_id": "f18c4b60-530f-0580-4754-0b89625711ff" }
{ "account_age_days": 34, "account_id": "ACCT-9550C8FCE440", "baseline_risk_score": 0.364, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 235, "timestamp": "2026-01-03T11:23:00Z", "transaction_amount_usd": 16.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.793, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4050252.44, "financial_exposure_usd": 4936428.42, "recoverable_pct": 0.55 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106827", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-05T17:47:00Z", "trace_id": "6afc2a0e-38f9-761d-1a1d-e566a4abc220" }
{ "account_age_days": 1042, "account_id": "ACCT-886078BA01FD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1073, "timestamp": "2026-01-05T17:47:00Z", "transaction_amount_usd": 6930.27 }, { "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": 0.597, "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": 1654.17, "financial_exposure_usd": 2808.55, "recoverable_pct": 0.885 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105035", "label": "fraudulent", "label_confidence": 0.618, "severity": "critical", "timestamp": "2026-01-04T11:55:00Z", "trace_id": "8feae5cb-2964-bd08-8d20-875c7e41ecff" }
{ "account_age_days": 1506, "account_id": "ACCT-FC583C2D9BC9", "baseline_risk_score": 0.369, "kyc_tier": "tier_1", "session_entropy": 0.348 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 162, "timestamp": "2026-01-03T23:47:00Z", "transaction_amount_usd": 5.7 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "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": 0.61, "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 pos...
{ "customer_funds_at_risk_usd": 4004061.99, "financial_exposure_usd": 4226562.78, "recoverable_pct": 0.522 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109781", "label": "benign", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-07T19:01:00Z", "trace_id": "a441e714-d226-a9ae-f37b-be16b622e69d" }
{ "account_age_days": 349, "account_id": "ACCT-B4F68AB07CE8", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 419, "timestamp": "2026-01-07T19:01:00Z", "transaction_amount_usd": 6779.44 }, { "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": 0.523, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6093.62, "financial_exposure_usd": 6165.98, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109510", "label": "benign", "label_confidence": 0.623, "severity": "medium", "timestamp": "2026-01-07T14:30:00Z", "trace_id": "3b97fa9c-8927-2b8d-4fdc-1daffaabeb91" }
{ "account_age_days": 1269, "account_id": "ACCT-9F9DCFF5DFEC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.834 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 324, "timestamp": "2026-01-07T14:30:00Z", "transaction_amount_usd": 8346.4 }, { "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": 0.655, "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": 2707.3, "financial_exposure_usd": 4085.48, "recoverable_pct": 0.565 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108196", "label": "benign", "label_confidence": 0.499, "severity": "low", "timestamp": "2026-01-06T16:36:00Z", "trace_id": "e268b1a0-1e99-6ea8-9147-a754891c708d" }
{ "account_age_days": 1769, "account_id": "ACCT-D793CFA1D094", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.526 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 455, "timestamp": "2026-01-06T16:36:00Z", "transaction_amount_usd": 11792.99 }, { "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": 0.771, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1384.87, "financial_exposure_usd": 1458.53, "recoverable_pct": 0.559 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100859", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-01T14:19:00Z", "trace_id": "3a0f144a-feea-4d3f-9d1f-a85991f3aae2" }
{ "account_age_days": 1908, "account_id": "ACCT-C7DBC95302EF", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.63 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 617, "timestamp": "2026-01-01T14:19:00Z", "transaction_amount_usd": 57105.47 }, { "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": 0.633, "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": 221353.7, "financial_exposure_usd": 379771.14, "recoverable_pct": 0.768 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106578", "label": "fraudulent", "label_confidence": 0.643, "severity": "medium", "timestamp": "2026-01-05T13:38:00Z", "trace_id": "38900f1d-92f1-979b-dc4b-bac7b975609d" }
{ "account_age_days": 1464, "account_id": "ACCT-50BDBF5AF1A3", "baseline_risk_score": 0.217, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 419, "timestamp": "2026-01-05T13:38:00Z", "transaction_amount_usd": 1277758.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.721, "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": 4450706.89, "financial_exposure_usd": 6424733.87, "recoverable_pct": 0.532 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105850", "label": "fraudulent", "label_confidence": 0.892, "severity": "low", "timestamp": "2026-01-05T01:30:00Z", "trace_id": "db25a897-722c-28c3-0d56-ddfb6aa8b514" }
{ "account_age_days": 468, "account_id": "ACCT-241736B287B5", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 317, "timestamp": "2026-01-04T21:17:00Z", "transaction_amount_usd": 9.18 }, { "asset": "BTC", "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": 0.834, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6048107.13, "financial_exposure_usd": 6048482.8, "recoverable_pct": 0.589 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105957", "label": "fraudulent", "label_confidence": 0.935, "severity": "medium", "timestamp": "2026-01-05T03:17:00Z", "trace_id": "829199b0-3b4b-ea7c-9394-7d7e6e1d8019" }
{ "account_age_days": 1164, "account_id": "ACCT-9AFDCDFA737D", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.516 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 271, "timestamp": "2026-01-05T03:17:00Z", "transaction_amount_usd": 1334213.3 }, { "asset": "BTC", "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": 0.679, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4172030.19, "financial_exposure_usd": 5367511.57, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107231", "label": "benign", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-06T00:31:00Z", "trace_id": "b3e4dc47-e1c7-9e23-64bf-2ff2064dd05a" }
{ "account_age_days": 1349, "account_id": "ACCT-20D73F182799", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.558 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 869, "timestamp": "2026-01-06T00:31:00Z", "transaction_amount_usd": 14810.14 }, { "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": 0.782, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4520.2, "financial_exposure_usd": 6892.53, "recoverable_pct": 0.521 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100407", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-01T06:47:00Z", "trace_id": "9f18336d-ce94-f92b-85e7-6074ef9a354a" }
{ "account_age_days": 1556, "account_id": "ACCT-14AEE34D1500", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 954, "timestamp": "2026-01-01T06:47:00Z", "transaction_amount_usd": 105556.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.506, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 362081.22, "financial_exposure_usd": 784443.09, "recoverable_pct": 0.333 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104750", "label": "fraudulent", "label_confidence": 0.694, "severity": "high", "timestamp": "2026-01-04T07:10:00Z", "trace_id": "1e8705be-10ab-0ed7-de67-1367a3992c5c" }
{ "account_age_days": 1967, "account_id": "ACCT-D0AC8E4EE983", "baseline_risk_score": 0.07, "kyc_tier": "tier_2", "session_entropy": 0.899 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 483, "timestamp": "2026-01-04T07:10:00Z", "transaction_amount_usd": 1513624.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.927, "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": 5936712.78, "financial_exposure_usd": 5951404.41, "recoverable_pct": 0.716 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107570", "label": "benign", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-06T06:10:00Z", "trace_id": "f1ecd11e-1e74-bd10-9f45-8d8deff50227" }
{ "account_age_days": 608, "account_id": "ACCT-92E65440F462", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.288 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 409, "timestamp": "2026-01-06T06:10:00Z", "transaction_amount_usd": 451.56 }, { "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": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1919.79, "financial_exposure_usd": 4164.75, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105633", "label": "fraudulent", "label_confidence": 0.765, "severity": "critical", "timestamp": "2026-01-04T21:53:00Z", "trace_id": "4d0d2446-5393-1b42-73b5-0e5b5239eaf8" }
{ "account_age_days": 1910, "account_id": "ACCT-6849FAAC3CD1", "baseline_risk_score": 0.204, "kyc_tier": "tier_3", "session_entropy": 0.604 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 233, "timestamp": "2026-01-04T21:53:00Z", "transaction_amount_usd": 1558199.39 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.488, "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": 3554454.64, "financial_exposure_usd": 3920860.49, "recoverable_pct": 0.461 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106715", "label": "benign", "label_confidence": 0.505, "severity": "medium", "timestamp": "2026-01-05T15:55:00Z", "trace_id": "fc8a8dc1-2d99-6486-3bab-5496c43df8eb" }
{ "account_age_days": 421, "account_id": "ACCT-98E100D30E69", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.449 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 772, "timestamp": "2026-01-05T15:55:00Z", "transaction_amount_usd": 10212.32 }, { "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1564.12, "financial_exposure_usd": 1842.44, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108854", "label": "benign", "label_confidence": 0.617, "severity": "medium", "timestamp": "2026-01-07T03:34:00Z", "trace_id": "466306cf-5a02-31f9-157a-5cfb4069c918" }
{ "account_age_days": 1449, "account_id": "ACCT-B08170A51FA5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.511 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 695, "timestamp": "2026-01-07T03:34:00Z", "transaction_amount_usd": 2275.85 }, { "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": 0.556, "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": 3277.32, "financial_exposure_usd": 4114.65, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109607", "label": "benign", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-07T16:07:00Z", "trace_id": "36fd8f25-ad91-9876-ab5b-7afa6629f3f8" }
{ "account_age_days": 1579, "account_id": "ACCT-5D5E04263355", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.222 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 102, "timestamp": "2026-01-07T13:01:00Z", "transaction_amount_usd": 16.42 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.704, "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": 1118.16, "financial_exposure_usd": 1807.88, "recoverable_pct": 0.913 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102308", "label": "fraudulent", "label_confidence": 0.952, "severity": "high", "timestamp": "2026-01-02T14:28:00Z", "trace_id": "0bfa16e0-bbf4-b33b-ca9f-5cb52d458ec1" }
{ "account_age_days": 1225, "account_id": "ACCT-37FE228AD76B", "baseline_risk_score": 0.575, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 223, "timestamp": "2026-01-02T14:28:00Z", "transaction_amount_usd": 108358.8 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.688, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 608427.7, "financial_exposure_usd": 646728.25, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100061", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-01T01:01:00Z", "trace_id": "a9d049dc-369e-5af8-e226-49ee38a06ffe" }
{ "account_age_days": 182, "account_id": "ACCT-B784AE08758F", "baseline_risk_score": 0.626, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 98, "timestamp": "2026-01-01T01:01:00Z", "transaction_amount_usd": 35582.14 }, { "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": 0.457, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 551969.47, "financial_exposure_usd": 751131.63, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104258", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-03T22:58:00Z", "trace_id": "eb57338d-6608-58fc-fc00-d1863ca101b2" }
{ "account_age_days": 1904, "account_id": "ACCT-D0D09566EAFE", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.164 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 525, "timestamp": "2026-01-03T22:58:00Z", "transaction_amount_usd": 234435.06 }, { "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": 0.745, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1641714.16, "financial_exposure_usd": 2378988.28, "recoverable_pct": 0.756 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105983", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-05T03:43:00Z", "trace_id": "98cccd85-3df6-ebca-7409-a5767d93e25c" }
{ "account_age_days": 1828, "account_id": "ACCT-7B0F1958506B", "baseline_risk_score": 0.43, "kyc_tier": "tier_1", "session_entropy": 0.263 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 316, "timestamp": "2026-01-04T21:54:00Z", "transaction_amount_usd": 20.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.941, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "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": 3184809.67, "financial_exposure_usd": 3325183.21, "recoverable_pct": 0.908 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105100", "label": "fraudulent", "label_confidence": 0.949, "severity": "low", "timestamp": "2026-01-04T13:00:00Z", "trace_id": "4bdcd7e1-8d3a-d871-ad48-1823cf62d3b7" }
{ "account_age_days": 334, "account_id": "ACCT-DF7A3D35FB34", "baseline_risk_score": 0.295, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 608, "timestamp": "2026-01-04T13:00:00Z", "transaction_amount_usd": 1999037.8 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.366, "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": 2363156.87, "financial_exposure_usd": 3878794.01, "recoverable_pct": 0.666 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105681", "label": "fraudulent", "label_confidence": 0.646, "severity": "high", "timestamp": "2026-01-04T22:41:00Z", "trace_id": "f69894ed-47d3-0e22-aa5a-981b048225f7" }
{ "account_age_days": 1369, "account_id": "ACCT-FD14610E208B", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.8 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 228, "timestamp": "2026-01-04T22:41:00Z", "transaction_amount_usd": 2083009.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.646, "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": 2581217.32, "financial_exposure_usd": 3034552.88, "recoverable_pct": 0.482 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103324", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-03T07:24:00Z", "trace_id": "e71945aa-18a3-ebd0-10a8-92b0bdd6a30c" }
{ "account_age_days": 5, "account_id": "ACCT-3AECDFDB8592", "baseline_risk_score": 0.255, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 348, "timestamp": "2026-01-03T07:24:00Z", "transaction_amount_usd": 48575.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.418, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 421880.27, "financial_exposure_usd": 467010.5, "recoverable_pct": 0.158 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105690", "label": "fraudulent", "label_confidence": 0.756, "severity": "high", "timestamp": "2026-01-04T22:50:00Z", "trace_id": "3d51b96c-e682-e3fc-8d7d-f8cfbd166434" }
{ "account_age_days": 449, "account_id": "ACCT-FF36AD024514", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.771 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 521, "timestamp": "2026-01-04T22:50:00Z", "transaction_amount_usd": 369402.76 }, { "asset": "BTC", "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": 0.624, "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": 1361375.58, "financial_exposure_usd": 2894158.5, "recoverable_pct": 0.667 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105673", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-04T22:33:00Z", "trace_id": "33e790b6-1436-b494-9ddf-e96ac40df70b" }
{ "account_age_days": 596, "account_id": "ACCT-466D17C2F77A", "baseline_risk_score": 0.275, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 669, "timestamp": "2026-01-04T22:33:00Z", "transaction_amount_usd": 1948795.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.782, "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": 3183946.94, "financial_exposure_usd": 5109309.77, "recoverable_pct": 0.775 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103880", "label": "fraudulent", "label_confidence": 0.839, "severity": "low", "timestamp": "2026-01-03T16:40:00Z", "trace_id": "1bf285ea-c977-6af7-7381-0b3da9a324c5" }
{ "account_age_days": 113, "account_id": "ACCT-DFF1F117F020", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 514, "timestamp": "2026-01-03T16:40:00Z", "transaction_amount_usd": 73409.16 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.793, "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": 2400754.66, "financial_exposure_usd": 3616706.04, "recoverable_pct": 0.981 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102751", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-02T21:51:00Z", "trace_id": "e34cb174-01ee-0e9e-baae-13ec319afe68" }
{ "account_age_days": 748, "account_id": "ACCT-79153E8BE29F", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.198 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 418, "timestamp": "2026-01-02T21:51:00Z", "transaction_amount_usd": 61188.48 }, { "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": 0.686, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 622684.16, "financial_exposure_usd": 749708.31, "recoverable_pct": 0.395 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109997", "label": "benign", "label_confidence": 0.544, "severity": "low", "timestamp": "2026-01-07T22:37:00Z", "trace_id": "207c424d-0ab2-6959-ca8d-ed15809690d0" }
{ "account_age_days": 1510, "account_id": "ACCT-935D3769A981", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.69 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1115, "timestamp": "2026-01-07T22:37:00Z", "transaction_amount_usd": 3296.55 }, { "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": 0.589, "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": 2472.1, "financial_exposure_usd": 3115.44, "recoverable_pct": 0.47 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100011", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-01T00:11:00Z", "trace_id": "3d67cde9-2834-e4c0-14c8-b3b4a911d192" }
{ "account_age_days": 1337, "account_id": "ACCT-2CD94CBBC19A", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.5 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 676, "timestamp": "2026-01-01T00:11:00Z", "transaction_amount_usd": 19205.65 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.459, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 500913.62, "financial_exposure_usd": 641480.77, "recoverable_pct": 0.418 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108985", "label": "benign", "label_confidence": 0.56, "severity": "critical", "timestamp": "2026-01-07T05:45:00Z", "trace_id": "5844fb85-138c-86fb-de4a-cdd0b728f5bb" }
{ "account_age_days": 469, "account_id": "ACCT-E6D15F939E24", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 307, "timestamp": "2026-01-07T04:49:00Z", "transaction_amount_usd": 18 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 403.16, "financial_exposure_usd": 510.95, "recoverable_pct": 0.831 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100254", "label": "fraudulent", "label_confidence": 0.885, "severity": "high", "timestamp": "2026-01-01T04:14:00Z", "trace_id": "9eead5de-f5b5-777f-041c-4ba30bb90921" }
{ "account_age_days": 1462, "account_id": "ACCT-DDE630E0CBEE", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.37 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 258, "timestamp": "2026-01-01T04:14:00Z", "transaction_amount_usd": 18387.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.457, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 534151.18, "financial_exposure_usd": 916643.62, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108360", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-06T19:20:00Z", "trace_id": "ddeb213e-3822-4a5e-2c24-e815df6dacb2" }
{ "account_age_days": 912, "account_id": "ACCT-65A55360AB80", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 225, "timestamp": "2026-01-06T19:20:00Z", "transaction_amount_usd": 13447.77 }, { "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": 0.75, "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 prior...
{ "customer_funds_at_risk_usd": 3144.32, "financial_exposure_usd": 6451.68, "recoverable_pct": 0.441 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105814", "label": "fraudulent", "label_confidence": 0.651, "severity": "medium", "timestamp": "2026-01-05T00:54:00Z", "trace_id": "46f1ca95-9f65-083b-bb7e-b0f4db55abd8" }
{ "account_age_days": 1030, "account_id": "ACCT-EDC652059388", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.578 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 346, "timestamp": "2026-01-05T00:54:00Z", "transaction_amount_usd": 284061.76 }, { "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": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2232134.15, "financial_exposure_usd": 4263613.55, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107341", "label": "benign", "label_confidence": 0.748, "severity": "low", "timestamp": "2026-01-06T02:21:00Z", "trace_id": "0595d094-7921-9717-3f45-0fd2d2e71d9c" }
{ "account_age_days": 669, "account_id": "ACCT-16EC75F73568", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 129, "timestamp": "2026-01-05T20:04:00Z", "transaction_amount_usd": 9.52 }, { "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": 0.659, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4258.06, "financial_exposure_usd": 8118.04, "recoverable_pct": 0.933 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100262", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-01T04:22:00Z", "trace_id": "5c726f34-49a8-5d9e-dec7-56cad02094d6" }
{ "account_age_days": 960, "account_id": "ACCT-96A8DF54726A", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.513 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 482, "timestamp": "2026-01-01T04:22:00Z", "transaction_amount_usd": 59297.96 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.372, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 391711.31, "financial_exposure_usd": 521351.13, "recoverable_pct": 0.462 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105463", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-04T19:03:00Z", "trace_id": "edd29f88-784c-e3d3-092d-d43b42b1fcf2" }
{ "account_age_days": 1498, "account_id": "ACCT-018736311C33", "baseline_risk_score": 0.323, "kyc_tier": "tier_3", "session_entropy": 0.258 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 99, "timestamp": "2026-01-04T19:03:00Z", "transaction_amount_usd": 214786.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.397, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4782793, "financial_exposure_usd": 9246956.77, "recoverable_pct": 0.465 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108600", "label": "benign", "label_confidence": 0.55, "severity": "critical", "timestamp": "2026-01-06T23:20:00Z", "trace_id": "49d18fc2-4bd8-fdaa-b0b7-9d0150c51c77" }
{ "account_age_days": 1281, "account_id": "ACCT-00F6F78D6AFB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 145, "timestamp": "2026-01-06T23:20:00Z", "transaction_amount_usd": 3854.91 }, { "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": 0.77, "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_tr...
{ "customer_funds_at_risk_usd": 5908.14, "financial_exposure_usd": 6849.72, "recoverable_pct": 0.965 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109874", "label": "benign", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-07T20:34:00Z", "trace_id": "2b3d5f74-79c3-d1a6-5e7d-89aa42e8de70" }
{ "account_age_days": 293, "account_id": "ACCT-3771A3357AED", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.754 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 149, "timestamp": "2026-01-07T10:54:00Z", "transaction_amount_usd": 7.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.496, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3865.03, "financial_exposure_usd": 4533.97, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109077", "label": "benign", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-07T07:17:00Z", "trace_id": "0d555254-8c98-7032-e689-e22053a244fb" }
{ "account_age_days": 1128, "account_id": "ACCT-9A61D521F1AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1052, "timestamp": "2026-01-07T07:17:00Z", "transaction_amount_usd": 4631.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.722, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1562.74, "financial_exposure_usd": 1815.02, "recoverable_pct": 0.992 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104935", "label": "fraudulent", "label_confidence": 0.895, "severity": "medium", "timestamp": "2026-01-04T10:15:00Z", "trace_id": "97e5b615-feb1-cb00-1c6e-6e63d4e771dc" }
{ "account_age_days": 796, "account_id": "ACCT-43F79BA1774A", "baseline_risk_score": 0.14, "kyc_tier": "tier_3", "session_entropy": 0.887 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 298, "timestamp": "2026-01-04T10:15:00Z", "transaction_amount_usd": 1890664.38 }, { "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": 0.523, "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": 3399178.43, "financial_exposure_usd": 5549998.87, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105220", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-04T15:00:00Z", "trace_id": "3bdd2eea-d9c0-0751-2a0a-ce33dab928d5" }
{ "account_age_days": 366, "account_id": "ACCT-0E60FD4ECF2E", "baseline_risk_score": 0.209, "kyc_tier": "tier_2", "session_entropy": 0.322 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 474, "timestamp": "2026-01-04T15:00:00Z", "transaction_amount_usd": 942329.63 }, { "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": 0.552, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 587970.3, "financial_exposure_usd": 745839.58, "recoverable_pct": 0.764 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104807", "label": "fraudulent", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-04T08:07:00Z", "trace_id": "d287d267-77b8-186a-830a-9274789a53a0" }
{ "account_age_days": 1302, "account_id": "ACCT-43C0C5FCBD89", "baseline_risk_score": 0.127, "kyc_tier": "tier_2", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 114, "timestamp": "2026-01-04T08:07:00Z", "transaction_amount_usd": 1050151.2 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.699, "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": 3251815.41, "financial_exposure_usd": 3797122.75, "recoverable_pct": 0.918 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107348", "label": "benign", "label_confidence": 0.583, "severity": "low", "timestamp": "2026-01-06T02:28:00Z", "trace_id": "6a0b1f78-7ef2-1619-2b9f-f4182b1357bb" }
{ "account_age_days": 581, "account_id": "ACCT-55CD58FA31A1", "baseline_risk_score": 0.053, "kyc_tier": "tier_3", "session_entropy": 0.577 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 110, "timestamp": "2026-01-06T02:28:00Z", "transaction_amount_usd": 9390.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1273.65, "financial_exposure_usd": 2524.36, "recoverable_pct": 0.602 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103258", "label": "fraudulent", "label_confidence": 0.768, "severity": "critical", "timestamp": "2026-01-03T06:18:00Z", "trace_id": "5f8b28d8-3efa-a32b-effa-cdd95973133c" }
{ "account_age_days": 1644, "account_id": "ACCT-41B4529BB007", "baseline_risk_score": 0.482, "kyc_tier": "tier_3", "session_entropy": 0.911 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 279, "timestamp": "2026-01-03T03:21:00Z", "transaction_amount_usd": 9.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.747, "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": 295478.73, "financial_exposure_usd": 386436.78, "recoverable_pct": 0.486 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106243", "label": "fraudulent", "label_confidence": 0.666, "severity": "critical", "timestamp": "2026-01-05T08:03:00Z", "trace_id": "5d59c990-9ec5-22c2-b1be-f19060bafe99" }
{ "account_age_days": 1535, "account_id": "ACCT-F8DE76BFC378", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.564 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 313, "timestamp": "2026-01-05T08:03:00Z", "transaction_amount_usd": 602724.36 }, { "asset": "BTC", "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": 0.816, "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": 1350643.16, "financial_exposure_usd": 3041163.35, "recoverable_pct": 0.964 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108966", "label": "benign", "label_confidence": 0.478, "severity": "high", "timestamp": "2026-01-07T05:26:00Z", "trace_id": "da2c7336-fa5d-1dd3-8434-f310b913d859" }
{ "account_age_days": 465, "account_id": "ACCT-0B3935DB72C3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.788 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 661, "timestamp": "2026-01-07T05:26:00Z", "transaction_amount_usd": 8363.93 }, { "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": 0.702, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3660.47, "financial_exposure_usd": 4161.56, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103183", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-03T05:03:00Z", "trace_id": "4377eb34-8ad1-f732-0984-e8369e047ad4" }
{ "account_age_days": 571, "account_id": "ACCT-4756B531ABA3", "baseline_risk_score": 0.451, "kyc_tier": "tier_2", "session_entropy": 0.832 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 498, "timestamp": "2026-01-03T05:03:00Z", "transaction_amount_usd": 30910.85 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 456497.86, "financial_exposure_usd": 589767.11, "recoverable_pct": 0.325 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107880", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-06T11:20:00Z", "trace_id": "4ce8611d-01cd-9212-8db9-eefd77fa1c21" }
{ "account_age_days": 584, "account_id": "ACCT-9B089BDFE7AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.573 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 339, "timestamp": "2026-01-06T07:39:00Z", "transaction_amount_usd": 5.27 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 878.68, "financial_exposure_usd": 1119.62, "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-106268", "label": "fraudulent", "label_confidence": 0.728, "severity": "high", "timestamp": "2026-01-05T08:28:00Z", "trace_id": "f7fbc99f-7604-9054-faf0-b08f4210c861" }
{ "account_age_days": 754, "account_id": "ACCT-A8193441FFB7", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.331 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 616, "timestamp": "2026-01-05T08:28:00Z", "transaction_amount_usd": 640713.22 }, { "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": 0.503, "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": 4609006.84, "financial_exposure_usd": 5065159.04, "recoverable_pct": 0.465 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103775", "label": "fraudulent", "label_confidence": 0.649, "severity": "high", "timestamp": "2026-01-03T14:55:00Z", "trace_id": "0064a974-9422-f986-0738-9cc3dc9622ca" }
{ "account_age_days": 1563, "account_id": "ACCT-15E073A4F8DF", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.839 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 408, "timestamp": "2026-01-03T14:55:00Z", "transaction_amount_usd": 2767872.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.581, "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": 3387286.66, "financial_exposure_usd": 5355758.88, "recoverable_pct": 0.945 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102339", "label": "fraudulent", "label_confidence": 0.95, "severity": "low", "timestamp": "2026-01-02T14:59:00Z", "trace_id": "0f110e62-9c84-474a-5377-8c32cfa188fe" }
{ "account_age_days": 1404, "account_id": "ACCT-793D8F548ABE", "baseline_risk_score": 0.411, "kyc_tier": "tier_1", "session_entropy": 0.466 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 104, "timestamp": "2026-01-02T14:59:00Z", "transaction_amount_usd": 11612.76 }, { "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": 0.526, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 271255.18, "financial_exposure_usd": 517138.16, "recoverable_pct": 0.325 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105193", "label": "fraudulent", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-04T14:33:00Z", "trace_id": "735d21af-0cef-f344-c58f-9f774be2faab" }
{ "account_age_days": 1313, "account_id": "ACCT-8E3A508A5BE3", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.694 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1138, "timestamp": "2026-01-04T14:33:00Z", "transaction_amount_usd": 1452491.18 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.44, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3244334.96, "financial_exposure_usd": 4388862.31, "recoverable_pct": 0.493 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106890", "label": "benign", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-05T18:50:00Z", "trace_id": "f3a18ef0-d31a-093f-6998-a7a8b720f55b" }
{ "account_age_days": 621, "account_id": "ACCT-6E3C810E64E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 200, "timestamp": "2026-01-05T13:00:00Z", "transaction_amount_usd": 14.95 }, { "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": 0.773, "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": 1151.74, "financial_exposure_usd": 1709.12, "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-100858", "label": "fraudulent", "label_confidence": 0.782, "severity": "high", "timestamp": "2026-01-01T14:18:00Z", "trace_id": "5e0d2664-cc67-c183-48ff-063e9885e2b5" }
{ "account_age_days": 1680, "account_id": "ACCT-FAA9742CDFFC", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 405, "timestamp": "2026-01-01T14:18:00Z", "transaction_amount_usd": 62981.36 }, { "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": 0.382, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 611933, "financial_exposure_usd": 693534.13, "recoverable_pct": 0.004 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102685", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-02T20:45:00Z", "trace_id": "76a3a6bd-23d4-3dec-905b-0a54375d8a70" }
{ "account_age_days": 1521, "account_id": "ACCT-BD8FBBFE3918", "baseline_risk_score": 0.351, "kyc_tier": "tier_3", "session_entropy": 0.82 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 864, "timestamp": "2026-01-02T20:45:00Z", "transaction_amount_usd": 58864.64 }, { "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": 0.674, "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": 282049.03, "financial_exposure_usd": 343573.51, "recoverable_pct": 0.035 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104582", "label": "fraudulent", "label_confidence": 0.817, "severity": "medium", "timestamp": "2026-01-04T04:22:00Z", "trace_id": "727fc97d-629d-539b-7e20-feb558ead279" }
{ "account_age_days": 383, "account_id": "ACCT-803798361CB6", "baseline_risk_score": 0.112, "kyc_tier": "tier_1", "session_entropy": 0.874 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 440, "timestamp": "2026-01-04T04:22:00Z", "transaction_amount_usd": 2962466.43 }, { "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": 0.615, "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": 3631095.59, "financial_exposure_usd": 6104886.29, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107751", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T09:11:00Z", "trace_id": "c6a28120-7ee0-795d-fd7b-a34f2f2b26e3" }
{ "account_age_days": 997, "account_id": "ACCT-1DEFAB3482C9", "baseline_risk_score": 0.192, "kyc_tier": "tier_2", "session_entropy": 0.573 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 815, "timestamp": "2026-01-06T09:11:00Z", "transaction_amount_usd": 8397.08 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.526, "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": 1902.72, "financial_exposure_usd": 2347.33, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106277", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-05T08:37:00Z", "trace_id": "5924119d-2792-7198-2f81-296b316fb337" }
{ "account_age_days": 535, "account_id": "ACCT-A263C4438F18", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.781 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 424, "timestamp": "2026-01-05T08:37:00Z", "transaction_amount_usd": 2293180.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "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": 5787546.88, "financial_exposure_usd": 6833425.36, "recoverable_pct": 0.906 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109906", "label": "benign", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-07T21:06:00Z", "trace_id": "743d174c-913c-6882-ccb8-a0337f2f4268" }
{ "account_age_days": 19, "account_id": "ACCT-54F2DA84D80C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.538 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 85, "timestamp": "2026-01-07T08:37:00Z", "transaction_amount_usd": 0.33 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1852.89, "financial_exposure_usd": 2165.17, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103700", "label": "fraudulent", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-03T13:40:00Z", "trace_id": "d4194a73-1999-4df9-2d30-a02d18e17749" }
{ "account_age_days": 91, "account_id": "ACCT-8F7690B59652", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.12 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 340, "timestamp": "2026-01-03T09:17:00Z", "transaction_amount_usd": 10.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.568, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3953935.19, "financial_exposure_usd": 6379972.67, "recoverable_pct": 0.403 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109388", "label": "benign", "label_confidence": 0.638, "severity": "low", "timestamp": "2026-01-07T12:28:00Z", "trace_id": "780d70a2-39c8-c0c9-37d4-18661dce4a71" }
{ "account_age_days": 464, "account_id": "ACCT-2807321F04AC", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.328 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 383, "timestamp": "2026-01-07T03:48:00Z", "transaction_amount_usd": 13.27 }, { "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": 0.714, "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": 2776.51, "financial_exposure_usd": 4005.92, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105125", "label": "fraudulent", "label_confidence": 0.641, "severity": "critical", "timestamp": "2026-01-04T13:25:00Z", "trace_id": "602beb82-97c7-c23c-48ae-4f63043246e2" }
{ "account_age_days": 1790, "account_id": "ACCT-9979FCDAC766", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.397 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 640, "timestamp": "2026-01-04T13:25:00Z", "transaction_amount_usd": 2192661.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.924, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4595591.37, "financial_exposure_usd": 8245783.32, "recoverable_pct": 0.908 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104054", "label": "fraudulent", "label_confidence": 0.718, "severity": "critical", "timestamp": "2026-01-03T19:34:00Z", "trace_id": "0683f8be-61f4-d1d4-f229-121e590e0e37" }
{ "account_age_days": 1180, "account_id": "ACCT-4F34E90D0ADF", "baseline_risk_score": 0.129, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 122, "timestamp": "2026-01-03T14:01:00Z", "transaction_amount_usd": 17.4 }, { "asset": "BTC", "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": 0.363, "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": 6435156.67, "financial_exposure_usd": 6453525.54, "recoverable_pct": 0.764 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105728", "label": "fraudulent", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-04T23:28:00Z", "trace_id": "69e7f5ae-a8ac-be48-4eb7-5b72789fdf12" }
{ "account_age_days": 56, "account_id": "ACCT-DB9743726A45", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.823 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 552, "timestamp": "2026-01-04T23:28:00Z", "transaction_amount_usd": 1139221.43 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.697, "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": 1803698.97, "financial_exposure_usd": 4072108.15, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102850", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-02T23:30:00Z", "trace_id": "361145f4-a41c-ad13-ac70-94f77b6ceec5" }
{ "account_age_days": 855, "account_id": "ACCT-ECDD7C50D912", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.481 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 232, "timestamp": "2026-01-02T23:30:00Z", "transaction_amount_usd": 95665.33 }, { "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": 0.46, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 27691.07, "financial_exposure_usd": 33852.51, "recoverable_pct": 0.828 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101012", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-01T16:52:00Z", "trace_id": "b05c8346-575f-ee90-5af9-13bcf3ba37a5" }
{ "account_age_days": 1221, "account_id": "ACCT-F6D645C521D7", "baseline_risk_score": 0.366, "kyc_tier": "tier_3", "session_entropy": 0.435 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1060, "timestamp": "2026-01-01T16:52:00Z", "transaction_amount_usd": 41631.95 }, { "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": 0.665, "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": 563107.6, "financial_exposure_usd": 713786.99, "recoverable_pct": 0.113 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102408", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-02T16:08:00Z", "trace_id": "169cc3f6-8ac5-4769-abe6-cd6f9bf595da" }
{ "account_age_days": 951, "account_id": "ACCT-DA6E706F2BA9", "baseline_risk_score": 0.491, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 350, "timestamp": "2026-01-02T10:15:00Z", "transaction_amount_usd": 22.99 }, { "asset": "JPY", "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": 0.448, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 34471.23, "financial_exposure_usd": 35257.88, "recoverable_pct": 0.655 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103988", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-03T18:28:00Z", "trace_id": "e83d706d-3566-8fe8-8430-3423b1555326" }
{ "account_age_days": 789, "account_id": "ACCT-85A15A02C58D", "baseline_risk_score": 0.333, "kyc_tier": "tier_3", "session_entropy": 0.897 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 719, "timestamp": "2026-01-03T18:28:00Z", "transaction_amount_usd": 822825.57 }, { "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": 0.694, "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": 4518466.86, "financial_exposure_usd": 4845655.9, "recoverable_pct": 0.945 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105751", "label": "fraudulent", "label_confidence": 0.683, "severity": "critical", "timestamp": "2026-01-04T23:51:00Z", "trace_id": "d6b47186-d6a1-4b21-e3cd-bdf038d9f1fc" }
{ "account_age_days": 1627, "account_id": "ACCT-2172D39BC9ED", "baseline_risk_score": 0.205, "kyc_tier": "tier_1", "session_entropy": 0.767 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 886, "timestamp": "2026-01-04T23:51:00Z", "transaction_amount_usd": 540215.76 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.522, "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": 2614251.82, "financial_exposure_usd": 3758080.05, "recoverable_pct": 0.779 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104692", "label": "fraudulent", "label_confidence": 0.741, "severity": "critical", "timestamp": "2026-01-04T06:12:00Z", "trace_id": "961634a1-c713-25a4-fa06-ae492393e830" }
{ "account_age_days": 1801, "account_id": "ACCT-218F7AEF2626", "baseline_risk_score": 0.094, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 603, "timestamp": "2026-01-04T06:12:00Z", "transaction_amount_usd": 2730257.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.691, "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": 4319358.88, "financial_exposure_usd": 6250939.09, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102920", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-03T00:40:00Z", "trace_id": "5811841a-24d8-c996-fea4-987656f87473" }
{ "account_age_days": 1729, "account_id": "ACCT-56D0C055BF23", "baseline_risk_score": 0.44, "kyc_tier": "tier_1", "session_entropy": 0.519 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 330, "timestamp": "2026-01-02T22:44:00Z", "transaction_amount_usd": 3.4 }, { "asset": "BTC", "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": 0.521, "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": 304948.21, "financial_exposure_usd": 443712.98, "recoverable_pct": 0.791 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103679", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-03T13:19:00Z", "trace_id": "4ff1ef33-b984-38fd-9a74-23e2430bb391" }
{ "account_age_days": 1759, "account_id": "ACCT-FFC49FE12D84", "baseline_risk_score": 0.418, "kyc_tier": "tier_3", "session_entropy": 0.252 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1025, "timestamp": "2026-01-03T13:19:00Z", "transaction_amount_usd": 2484192.47 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.394, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1862748.58, "financial_exposure_usd": 2349488.9, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107430", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T03:50:00Z", "trace_id": "89a73c3b-8172-506f-6442-0a8a569bdb32" }
{ "account_age_days": 32, "account_id": "ACCT-653CD1E7CDFC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.634 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 955, "timestamp": "2026-01-06T03:50:00Z", "transaction_amount_usd": 5587.33 }, { "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": 0.653, "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": 3396.33, "financial_exposure_usd": 4250.7, "recoverable_pct": 0.806 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105482", "label": "fraudulent", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-04T19:22:00Z", "trace_id": "b27fc506-af09-f833-a624-d786f128fddf" }
{ "account_age_days": 1775, "account_id": "ACCT-CAD7254A5B9C", "baseline_risk_score": 0.32, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1046, "timestamp": "2026-01-04T19:22:00Z", "transaction_amount_usd": 2327536.07 }, { "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": 0.77, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1470847.86, "financial_exposure_usd": 1887963.43, "recoverable_pct": 0.789 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106323", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-05T09:23:00Z", "trace_id": "80b4a3e3-8ac6-f1ef-0fe1-9c38ca595692" }
{ "account_age_days": 968, "account_id": "ACCT-2B2425DBAE13", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.318 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 422, "timestamp": "2026-01-05T09:23:00Z", "transaction_amount_usd": 206255.88 }, { "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": 0.491, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 4058685.55, "financial_exposure_usd": 4210224.31, "recoverable_pct": 0.45 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106107", "label": "fraudulent", "label_confidence": 0.632, "severity": "medium", "timestamp": "2026-01-05T05:47:00Z", "trace_id": "d35014d6-ebca-b8e9-3e81-674a0ca52136" }
{ "account_age_days": 717, "account_id": "ACCT-E443583902EA", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.503 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 347, "timestamp": "2026-01-05T00:50:00Z", "transaction_amount_usd": 10.79 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.423, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5427873.42, "financial_exposure_usd": 7134299.72, "recoverable_pct": 0.727 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101762", "label": "fraudulent", "label_confidence": 0.934, "severity": "low", "timestamp": "2026-01-02T05:22:00Z", "trace_id": "fd00add1-013b-4ebb-70d8-62fb638dc328" }
{ "account_age_days": 96, "account_id": "ACCT-AC9A6B218E4A", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.925 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 309, "timestamp": "2026-01-01T22:52:00Z", "transaction_amount_usd": 17.43 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.375, "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": 550470.69, "financial_exposure_usd": 584259.57, "recoverable_pct": 0.37 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101204", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-01T20:04:00Z", "trace_id": "b07c70f0-e361-9306-995d-517d7afae65e" }
{ "account_age_days": 953, "account_id": "ACCT-A13745666B5F", "baseline_risk_score": 0.432, "kyc_tier": "tier_2", "session_entropy": 0.567 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 333, "timestamp": "2026-01-01T20:04:00Z", "transaction_amount_usd": 57329.64 }, { "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": 0.742, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 431645.08, "financial_exposure_usd": 639993.44, "recoverable_pct": 0.436 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102080", "label": "fraudulent", "label_confidence": 0.813, "severity": "medium", "timestamp": "2026-01-02T10:40:00Z", "trace_id": "2816167e-367e-90ed-1fac-ddd26ef7765c" }
{ "account_age_days": 848, "account_id": "ACCT-9EE5131B31C9", "baseline_risk_score": 0.538, "kyc_tier": "tier_2", "session_entropy": 0.306 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 840, "timestamp": "2026-01-02T10:40:00Z", "transaction_amount_usd": 88066.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 77114.42, "financial_exposure_usd": 139304.07, "recoverable_pct": 0.374 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100745", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-01T12:25:00Z", "trace_id": "cf61a3e6-1b93-3086-a54d-26e2f7916b38" }
{ "account_age_days": 1938, "account_id": "ACCT-A391227CEFD1", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.639 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 137, "timestamp": "2026-01-01T12:25:00Z", "transaction_amount_usd": 23419.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.532, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 566889.96, "financial_exposure_usd": 643836.56, "recoverable_pct": 0.463 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100347", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-01T05:47:00Z", "trace_id": "0e34d6f5-3338-efe5-21d4-a8606ae2d4fa" }
{ "account_age_days": 561, "account_id": "ACCT-79DE557601CB", "baseline_risk_score": 0.375, "kyc_tier": "tier_2", "session_entropy": 0.506 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1118, "timestamp": "2026-01-01T05:47:00Z", "transaction_amount_usd": 56476.52 }, { "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": 0.528, "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": 1228277.08, "financial_exposure_usd": 1337808.95, "recoverable_pct": 0.577 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105225", "label": "fraudulent", "label_confidence": 0.945, "severity": "high", "timestamp": "2026-01-04T15:05:00Z", "trace_id": "f322cff0-7d58-f08f-6e56-d30c722e94b0" }
{ "account_age_days": 1991, "account_id": "ACCT-09D080240BE4", "baseline_risk_score": 0.231, "kyc_tier": "tier_3", "session_entropy": 0.24 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 295, "timestamp": "2026-01-04T08:58:00Z", "transaction_amount_usd": 10.6 }, { "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": 0.7, "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 poste...
{ "customer_funds_at_risk_usd": 7175389.87, "financial_exposure_usd": 9245468.46, "recoverable_pct": 0.912 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102519", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-02T17:59:00Z", "trace_id": "38169de3-5daf-829d-ed89-da10298af228" }
{ "account_age_days": 189, "account_id": "ACCT-87D6D6FCD820", "baseline_risk_score": 0.626, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 342, "timestamp": "2026-01-02T06:31:00Z", "transaction_amount_usd": 13.79 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.709, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 399548.6, "financial_exposure_usd": 857356.22, "recoverable_pct": 0.645 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }