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-106787", "label": "benign", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-05T17:07:00Z", "trace_id": "fed758c6-456d-eb3c-2a7a-d21eca439163" }
{ "account_age_days": 331, "account_id": "ACCT-E48E8BCE48D0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.191 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 983, "timestamp": "2026-01-05T17:07:00Z", "transaction_amount_usd": 8451.04 }, { "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": 0.525, "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": 4606.73, "financial_exposure_usd": 6871.19, "recoverable_pct": 0.663 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107188", "label": "benign", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-05T23:48:00Z", "trace_id": "bbd9e18d-fe08-31bd-bf0f-c979521ffe8d" }
{ "account_age_days": 917, "account_id": "ACCT-5E7940078ADB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.67 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 845, "timestamp": "2026-01-05T23:48:00Z", "transaction_amount_usd": 1775.43 }, { "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": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1545.71, "financial_exposure_usd": 2868.85, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101505", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-02T01:05:00Z", "trace_id": "2afd5ef9-b27d-c823-a7e1-4b7e2871a2c1" }
{ "account_age_days": 469, "account_id": "ACCT-466F51266182", "baseline_risk_score": 0.476, "kyc_tier": "tier_1", "session_entropy": 0.226 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 172, "timestamp": "2026-01-01T21:51:00Z", "transaction_amount_usd": 2.96 }, { "asset": "USDC", "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": 0.525, "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": 632885.66, "financial_exposure_usd": 879242.34, "recoverable_pct": 0.055 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101600", "label": "fraudulent", "label_confidence": 0.774, "severity": "critical", "timestamp": "2026-01-02T02:40:00Z", "trace_id": "e12e3c58-fda9-e049-ce97-ed43142e7e9b" }
{ "account_age_days": 926, "account_id": "ACCT-92EB46A89AB9", "baseline_risk_score": 0.648, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 746, "timestamp": "2026-01-02T02:40:00Z", "transaction_amount_usd": 70290.15 }, { "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": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 671799.18, "financial_exposure_usd": 808513.22, "recoverable_pct": 0.362 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104345", "label": "fraudulent", "label_confidence": 0.674, "severity": "low", "timestamp": "2026-01-04T00:25:00Z", "trace_id": "14212c42-a6a1-3ffa-2571-cc163901e258" }
{ "account_age_days": 864, "account_id": "ACCT-6F072F0570D7", "baseline_risk_score": 0.384, "kyc_tier": "tier_3", "session_entropy": 0.298 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 362, "timestamp": "2026-01-04T00:25:00Z", "transaction_amount_usd": 587989.48 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 163690.02, "financial_exposure_usd": 322615.66, "recoverable_pct": 0.864 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100120", "label": "fraudulent", "label_confidence": 0.928, "severity": "medium", "timestamp": "2026-01-01T02:00:00Z", "trace_id": "eaadcb2f-0f89-2df6-f97a-822c15e59a0f" }
{ "account_age_days": 758, "account_id": "ACCT-9A73CD2F4F05", "baseline_risk_score": 0.604, "kyc_tier": "tier_1", "session_entropy": 0.391 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 985, "timestamp": "2026-01-01T02:00:00Z", "transaction_amount_usd": 106865.01 }, { "asset": "SOL", "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": 0.702, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 117276.96, "financial_exposure_usd": 269980.44, "recoverable_pct": 0.431 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108995", "label": "benign", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-07T05:55:00Z", "trace_id": "b53de8aa-c4a9-ad3e-a7f2-0f2b6094bc9e" }
{ "account_age_days": 1753, "account_id": "ACCT-B5C6486DADD3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.855 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 677, "timestamp": "2026-01-07T05:55:00Z", "transaction_amount_usd": 12064.99 }, { "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": 0.653, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3163.46, "financial_exposure_usd": 4520.05, "recoverable_pct": 0.79 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104736", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-04T06:56:00Z", "trace_id": "48cbc932-0e80-6182-6e44-82c569721bd5" }
{ "account_age_days": 916, "account_id": "ACCT-B7E1C21DC32D", "baseline_risk_score": 0.37, "kyc_tier": "tier_3", "session_entropy": 0.829 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 140, "timestamp": "2026-01-04T06:56:00Z", "transaction_amount_usd": 2802119.91 }, { "asset": "USDC", "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": 0.799, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 298530.87, "financial_exposure_usd": 440660.6, "recoverable_pct": 0.526 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108052", "label": "benign", "label_confidence": 0.655, "severity": "high", "timestamp": "2026-01-06T14:12:00Z", "trace_id": "1dd4af18-2dd2-778c-9452-9326ee211bc0" }
{ "account_age_days": 1001, "account_id": "ACCT-20E68BC4950A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.178 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 733, "timestamp": "2026-01-06T14:12:00Z", "transaction_amount_usd": 10758.1 }, { "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": 0.734, "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": 401.3, "financial_exposure_usd": 784.55, "recoverable_pct": 0.461 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103770", "label": "fraudulent", "label_confidence": 0.642, "severity": "medium", "timestamp": "2026-01-03T14:50:00Z", "trace_id": "bb623876-644d-c814-f301-a94e6a2b7611" }
{ "account_age_days": 205, "account_id": "ACCT-1AC207F9E187", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1113, "timestamp": "2026-01-03T14:50:00Z", "transaction_amount_usd": 505372.18 }, { "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": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3491686.93, "financial_exposure_usd": 4679044.95, "recoverable_pct": 0.824 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102426", "label": "fraudulent", "label_confidence": 0.924, "severity": "critical", "timestamp": "2026-01-02T16:26:00Z", "trace_id": "dc0282df-9662-2a38-b597-168811dadaf8" }
{ "account_age_days": 893, "account_id": "ACCT-FCB36A989221", "baseline_risk_score": 0.351, "kyc_tier": "tier_1", "session_entropy": 0.941 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 192, "timestamp": "2026-01-02T04:52:00Z", "transaction_amount_usd": 16.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.849, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 672598.12, "financial_exposure_usd": 1119861.43, "recoverable_pct": 0.444 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109890", "label": "benign", "label_confidence": 0.555, "severity": "low", "timestamp": "2026-01-07T20:50:00Z", "trace_id": "4cbd0320-6a0a-9613-96a9-a526ceaff38b" }
{ "account_age_days": 656, "account_id": "ACCT-8AFCF867E48B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.471 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 594, "timestamp": "2026-01-07T20:50:00Z", "transaction_amount_usd": 11886.62 }, { "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": 0.47, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 570.06, "financial_exposure_usd": 789.32, "recoverable_pct": 0.812 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105113", "label": "fraudulent", "label_confidence": 0.601, "severity": "low", "timestamp": "2026-01-04T13:13:00Z", "trace_id": "d8ecc387-d3cd-c107-6875-122b0823e7e1" }
{ "account_age_days": 1149, "account_id": "ACCT-01BAD1E0990D", "baseline_risk_score": 0.418, "kyc_tier": "tier_1", "session_entropy": 0.907 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 139, "timestamp": "2026-01-04T10:30:00Z", "transaction_amount_usd": 2.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3138317.19, "financial_exposure_usd": 6790446.99, "recoverable_pct": 0.713 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103349", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-03T07:49:00Z", "trace_id": "224be43b-eeb1-b5cf-6fb9-91693a7b3754" }
{ "account_age_days": 1042, "account_id": "ACCT-96EBB396D05D", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.776 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1051, "timestamp": "2026-01-03T07:49:00Z", "transaction_amount_usd": 2950139.46 }, { "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": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 3557669.15, "financial_exposure_usd": 4136900.39, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106779", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-05T16:59:00Z", "trace_id": "b5c18f4d-fda8-f4c6-ed73-871103709360" }
{ "account_age_days": 1869, "account_id": "ACCT-5F8D0D3A9F17", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.662 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 821, "timestamp": "2026-01-05T16:59:00Z", "transaction_amount_usd": 10531.81 }, { "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": 0.678, "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": 4939.61, "financial_exposure_usd": 5477.38, "recoverable_pct": 0.79 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100264", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-01T04:24:00Z", "trace_id": "d820d362-8a61-81ae-e771-8e1bd1df4ff0" }
{ "account_age_days": 175, "account_id": "ACCT-C3BD7384176C", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 212, "timestamp": "2026-01-01T00:22:00Z", "transaction_amount_usd": 16.52 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.885, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 550294.87, "financial_exposure_usd": 628996.14, "recoverable_pct": 0.51 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109652", "label": "benign", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-07T16:52:00Z", "trace_id": "d5d8f657-f27f-795b-aa99-ec223eafb629" }
{ "account_age_days": 1902, "account_id": "ACCT-62A99020DF97", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1110, "timestamp": "2026-01-07T16:52:00Z", "transaction_amount_usd": 11562 }, { "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": 0.48, "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_t...
{ "customer_funds_at_risk_usd": 580.55, "financial_exposure_usd": 1305.55, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107517", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-06T05:17:00Z", "trace_id": "7be6df7a-b907-f7aa-7784-1c7243fdc417" }
{ "account_age_days": 1085, "account_id": "ACCT-E22A43E2EB5F", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 749, "timestamp": "2026-01-06T05:17:00Z", "transaction_amount_usd": 11830.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 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": 2563, "financial_exposure_usd": 5331.28, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102845", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-02T23:25:00Z", "trace_id": "6f64f21f-d67c-01df-617f-37f6c5c613dd" }
{ "account_age_days": 1405, "account_id": "ACCT-F0C93D51EEC5", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.773 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1164, "timestamp": "2026-01-02T23:25:00Z", "transaction_amount_usd": 38774.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.506, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 421862.5, "financial_exposure_usd": 812660.75, "recoverable_pct": 0.806 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108380", "label": "benign", "label_confidence": 0.598, "severity": "low", "timestamp": "2026-01-06T19:40:00Z", "trace_id": "8bb858c3-6e04-c172-d0a1-3f9512707161" }
{ "account_age_days": 926, "account_id": "ACCT-19B1421E2483", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 908, "timestamp": "2026-01-06T19:40:00Z", "transaction_amount_usd": 11095.38 }, { "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": 0.534, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 960.83, "financial_exposure_usd": 2212.9, "recoverable_pct": 0.558 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108272", "label": "benign", "label_confidence": 0.546, "severity": "medium", "timestamp": "2026-01-06T17:52:00Z", "trace_id": "0654d42a-f99b-112b-98d0-57361658ea1e" }
{ "account_age_days": 1254, "account_id": "ACCT-FCC3048CB847", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.614 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 663, "timestamp": "2026-01-06T17:52:00Z", "transaction_amount_usd": 9580.56 }, { "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": 0.782, "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": 1576.26, "financial_exposure_usd": 2113.05, "recoverable_pct": 0.601 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100642", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-01T10:42:00Z", "trace_id": "b028653f-c8ff-4dd8-47c7-8498f9159063" }
{ "account_age_days": 1175, "account_id": "ACCT-B48D5C1B6F83", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.451 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 787, "timestamp": "2026-01-01T10:42:00Z", "transaction_amount_usd": 81505.5 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 801555.78, "financial_exposure_usd": 840015.75, "recoverable_pct": 0.634 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107921", "label": "benign", "label_confidence": 0.566, "severity": "medium", "timestamp": "2026-01-06T12:01:00Z", "trace_id": "3432fb80-4c26-88d6-0fa8-cfc195342d53" }
{ "account_age_days": 985, "account_id": "ACCT-38E59886E7D7", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.347 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 203, "timestamp": "2026-01-06T06:31:00Z", "transaction_amount_usd": 22.12 }, { "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": 0.585, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "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": 859.39, "financial_exposure_usd": 1632.55, "recoverable_pct": 0.802 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102421", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-02T16:21:00Z", "trace_id": "bd9ae3dc-91fa-d6cf-9593-5d2359118f6b" }
{ "account_age_days": 53, "account_id": "ACCT-A8E9A8D6D1B9", "baseline_risk_score": 0.588, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 94, "timestamp": "2026-01-02T10:00:00Z", "transaction_amount_usd": 4.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.642, "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": 201582.79, "financial_exposure_usd": 405809.3, "recoverable_pct": 0.497 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101353", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-01T22:33:00Z", "trace_id": "81b9e996-a9a6-38b0-b621-361ea893721c" }
{ "account_age_days": 1292, "account_id": "ACCT-0EE481E2837A", "baseline_risk_score": 0.337, "kyc_tier": "tier_2", "session_entropy": 0.256 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 694, "timestamp": "2026-01-01T22:33:00Z", "transaction_amount_usd": 29360.52 }, { "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": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 420653.53, "financial_exposure_usd": 887871.66, "recoverable_pct": 0.376 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101155", "label": "fraudulent", "label_confidence": 0.971, "severity": "medium", "timestamp": "2026-01-01T19:15:00Z", "trace_id": "896aa090-46f2-c8ba-892d-b0db5e1a94b4" }
{ "account_age_days": 212, "account_id": "ACCT-AAD2E4270355", "baseline_risk_score": 0.348, "kyc_tier": "tier_3", "session_entropy": 0.884 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 917, "timestamp": "2026-01-01T19:15:00Z", "transaction_amount_usd": 39073.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 760279.68, "financial_exposure_usd": 1026759.04, "recoverable_pct": 0.231 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105927", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-05T02:47:00Z", "trace_id": "02b6d006-4db2-528a-97bc-2f28647e5cd6" }
{ "account_age_days": 638, "account_id": "ACCT-474A36F99220", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.861 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1111, "timestamp": "2026-01-05T02:47:00Z", "transaction_amount_usd": 2236544.2 }, { "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": 0.686, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3445664.26, "financial_exposure_usd": 4547836.81, "recoverable_pct": 0.768 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102716", "label": "fraudulent", "label_confidence": 0.801, "severity": "high", "timestamp": "2026-01-02T21:16:00Z", "trace_id": "680d8c16-62cb-630d-7c5e-3c4581494774" }
{ "account_age_days": 324, "account_id": "ACCT-9DEB3BDC9626", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.497 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 141, "timestamp": "2026-01-02T12:49:00Z", "transaction_amount_usd": 23.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.848, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 669605.8, "financial_exposure_usd": 1313574.54, "recoverable_pct": 0.051 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100277", "label": "fraudulent", "label_confidence": 0.856, "severity": "critical", "timestamp": "2026-01-01T04:37:00Z", "trace_id": "09f68439-6f77-cc54-8bb1-07defaa0a297" }
{ "account_age_days": 1409, "account_id": "ACCT-1841D873634D", "baseline_risk_score": 0.649, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 693, "timestamp": "2026-01-01T04:37:00Z", "transaction_amount_usd": 70800.18 }, { "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": 0.547, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 177274.51, "financial_exposure_usd": 215532.43, "recoverable_pct": 0.378 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100336", "label": "fraudulent", "label_confidence": 0.855, "severity": "critical", "timestamp": "2026-01-01T05:36:00Z", "trace_id": "d2ec1379-8040-6ea6-3245-5848cbcf3687" }
{ "account_age_days": 939, "account_id": "ACCT-430D741A85C5", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 680, "timestamp": "2026-01-01T05:36:00Z", "transaction_amount_usd": 54111.91 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "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": 870466.99, "financial_exposure_usd": 1200082.45, "recoverable_pct": 0.384 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101746", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-02T05:06:00Z", "trace_id": "e8f303ae-c35c-34d4-af67-50cfd63abffe" }
{ "account_age_days": 847, "account_id": "ACCT-AD8AB61C5B21", "baseline_risk_score": 0.515, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 825, "timestamp": "2026-01-02T05:06:00Z", "transaction_amount_usd": 34167.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.655, "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": 275013.58, "financial_exposure_usd": 523283.5, "recoverable_pct": 0.118 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109754", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-07T18:34:00Z", "trace_id": "25333572-e2a8-1a8c-6f56-ab7d177ed5e9" }
{ "account_age_days": 349, "account_id": "ACCT-1DAB6FFE2834", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.875 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1109, "timestamp": "2026-01-07T18:34:00Z", "transaction_amount_usd": 14390.07 }, { "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": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tra...
{ "customer_funds_at_risk_usd": 1116.29, "financial_exposure_usd": 2614.6, "recoverable_pct": 0.439 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107039", "label": "benign", "label_confidence": 0.655, "severity": "low", "timestamp": "2026-01-05T21:19:00Z", "trace_id": "f5eb12ca-94d8-c46b-cc80-72d4b08a2759" }
{ "account_age_days": 1125, "account_id": "ACCT-1C3F6FCE4851", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 476, "timestamp": "2026-01-05T21:19:00Z", "transaction_amount_usd": 5219.58 }, { "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": 0.786, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3776.21, "financial_exposure_usd": 5069.62, "recoverable_pct": 0.423 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104463", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-04T02:23:00Z", "trace_id": "a486e9af-3f47-ce22-0f70-5845ad9258f7" }
{ "account_age_days": 127, "account_id": "ACCT-CEF56EF6D092", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.381 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 642, "timestamp": "2026-01-04T02:23:00Z", "transaction_amount_usd": 1807977.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "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": 10089770.5, "financial_exposure_usd": 10300706.85, "recoverable_pct": 0.554 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108822", "label": "benign", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-07T03:02:00Z", "trace_id": "3756a32c-1efb-4fda-e0a8-7c02ae3fb6db" }
{ "account_age_days": 270, "account_id": "ACCT-230198AEFE7D", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.371 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 878, "timestamp": "2026-01-07T03:02:00Z", "transaction_amount_usd": 1972.16 }, { "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": 0.527, "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": 4478.44, "financial_exposure_usd": 4537.93, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105867", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-05T01:47:00Z", "trace_id": "5169172f-9670-b2f2-eb71-1cb1507eac57" }
{ "account_age_days": 1247, "account_id": "ACCT-F13E107FAE62", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.56 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 399, "timestamp": "2026-01-05T01:47:00Z", "transaction_amount_usd": 2612198.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.854, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3598502.33, "financial_exposure_usd": 5712456, "recoverable_pct": 0.827 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102203", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-02T12:43:00Z", "trace_id": "43ebcbd5-789b-7b5a-54a0-9a55b1258239" }
{ "account_age_days": 1763, "account_id": "ACCT-7A71780EA1B2", "baseline_risk_score": 0.554, "kyc_tier": "tier_3", "session_entropy": 0.255 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 128, "timestamp": "2026-01-02T12:43:00Z", "transaction_amount_usd": 99057.51 }, { "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": 0.761, "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": 800871.83, "financial_exposure_usd": 934624.16, "recoverable_pct": 0.328 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100585", "label": "fraudulent", "label_confidence": 0.832, "severity": "low", "timestamp": "2026-01-01T09:45:00Z", "trace_id": "4419b399-9784-dbb8-9583-1ef9989b9822" }
{ "account_age_days": 1877, "account_id": "ACCT-810E541CE3C1", "baseline_risk_score": 0.534, "kyc_tier": "tier_3", "session_entropy": 0.685 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 540, "timestamp": "2026-01-01T09:45:00Z", "transaction_amount_usd": 67676 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.548, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 831785.78, "financial_exposure_usd": 975601.95, "recoverable_pct": 0.407 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103063", "label": "fraudulent", "label_confidence": 0.79, "severity": "low", "timestamp": "2026-01-03T03:03:00Z", "trace_id": "5c54faab-38e8-5a12-4bad-43937356a0fd" }
{ "account_age_days": 400, "account_id": "ACCT-FFC30BEABC2A", "baseline_risk_score": 0.621, "kyc_tier": "tier_3", "session_entropy": 0.395 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 82, "timestamp": "2026-01-02T16:36:00Z", "transaction_amount_usd": 20.72 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "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": 259061.24, "financial_exposure_usd": 449854, "recoverable_pct": 0.614 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103832", "label": "fraudulent", "label_confidence": 0.631, "severity": "high", "timestamp": "2026-01-03T15:52:00Z", "trace_id": "04a9ca62-bbc5-3f39-a3c6-d14c0a5ab809" }
{ "account_age_days": 1298, "account_id": "ACCT-6440434CF718", "baseline_risk_score": 0.099, "kyc_tier": "tier_2", "session_entropy": 0.43 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 297, "timestamp": "2026-01-03T12:54:00Z", "transaction_amount_usd": 22.72 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.571, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2778470.6, "financial_exposure_usd": 6287881.49, "recoverable_pct": 0.538 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100185", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-01T03:05:00Z", "trace_id": "78e00f78-2cda-a0b2-3d43-c4fedfe91357" }
{ "account_age_days": 848, "account_id": "ACCT-B8D49CF21C9D", "baseline_risk_score": 0.355, "kyc_tier": "tier_3", "session_entropy": 0.244 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 1020, "timestamp": "2026-01-01T03:05:00Z", "transaction_amount_usd": 35511.34 }, { "asset": "JPY", "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": 0.435, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 862523.25, "financial_exposure_usd": 983120.86, "recoverable_pct": 0.179 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101352", "label": "fraudulent", "label_confidence": 0.777, "severity": "critical", "timestamp": "2026-01-01T22:32:00Z", "trace_id": "e50f887b-4ca1-5d1e-8f4d-e8d151d8acb1" }
{ "account_age_days": 404, "account_id": "ACCT-FAE7ECFDDCDA", "baseline_risk_score": 0.511, "kyc_tier": "tier_3", "session_entropy": 0.913 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 980, "timestamp": "2026-01-01T22:32:00Z", "transaction_amount_usd": 2600.29 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.471, "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": 408474.35, "financial_exposure_usd": 746454.33, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105724", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-04T23:24:00Z", "trace_id": "406a6854-036b-7fc8-e43c-81a442c09360" }
{ "account_age_days": 1904, "account_id": "ACCT-C452DE959306", "baseline_risk_score": 0.225, "kyc_tier": "tier_3", "session_entropy": 0.321 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 199, "timestamp": "2026-01-04T23:24:00Z", "transaction_amount_usd": 2145227.79 }, { "asset": "GBP", "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": 0.538, "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": 3089107.04, "financial_exposure_usd": 6800928.66, "recoverable_pct": 0.865 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103415", "label": "fraudulent", "label_confidence": 0.904, "severity": "high", "timestamp": "2026-01-03T08:55:00Z", "trace_id": "1d3bb774-a141-6cb6-7ea5-b14b57fb1799" }
{ "account_age_days": 1454, "account_id": "ACCT-1F4B670B22CC", "baseline_risk_score": 0.273, "kyc_tier": "tier_3", "session_entropy": 0.537 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 242, "timestamp": "2026-01-03T08:55:00Z", "transaction_amount_usd": 2983256.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3116398.43, "financial_exposure_usd": 3121446.21, "recoverable_pct": 0.406 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109580", "label": "benign", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-07T15:40:00Z", "trace_id": "590a613c-d5ec-6f55-e09d-e7fc086d3387" }
{ "account_age_days": 940, "account_id": "ACCT-BE3B8AD150D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.8 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 477, "timestamp": "2026-01-07T15:40:00Z", "transaction_amount_usd": 6799.81 }, { "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": 0.764, "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": 3323.03, "financial_exposure_usd": 4811.41, "recoverable_pct": 0.9 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104244", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-03T22:44:00Z", "trace_id": "d05b2036-33e5-7036-95a4-8d9d1ddad4aa" }
{ "account_age_days": 602, "account_id": "ACCT-80A321C1CB06", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.776 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 798, "timestamp": "2026-01-03T22:44:00Z", "transaction_amount_usd": 2624768.81 }, { "asset": "SOL", "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": 0.486, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5297616.01, "financial_exposure_usd": 8284011.6, "recoverable_pct": 0.849 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109324", "label": "benign", "label_confidence": 0.506, "severity": "medium", "timestamp": "2026-01-07T11:24:00Z", "trace_id": "77f32c39-aa75-f508-8eed-e2c56ab1277b" }
{ "account_age_days": 1892, "account_id": "ACCT-73BD717CEADA", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.548 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 100, "timestamp": "2026-01-07T05:28:00Z", "transaction_amount_usd": 5.73 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.751, "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": 686.81, "financial_exposure_usd": 733.95, "recoverable_pct": 0.693 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105824", "label": "fraudulent", "label_confidence": 0.626, "severity": "high", "timestamp": "2026-01-05T01:04:00Z", "trace_id": "dc8bc088-e3bb-94a3-b4b9-09d4609d2b39" }
{ "account_age_days": 57, "account_id": "ACCT-9C66E7FB2B43", "baseline_risk_score": 0.262, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 782, "timestamp": "2026-01-05T01:04:00Z", "transaction_amount_usd": 2046670.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.641, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1745164.24, "financial_exposure_usd": 1835058.31, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102901", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-03T00:21:00Z", "trace_id": "eb014b6b-e21f-b94f-4f68-254f0ecb19f4" }
{ "account_age_days": 1364, "account_id": "ACCT-6491920C90BA", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.702 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 411, "timestamp": "2026-01-03T00:21:00Z", "transaction_amount_usd": 95717.01 }, { "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": 0.629, "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": 646474.76, "financial_exposure_usd": 753315.17, "recoverable_pct": 0.056 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107998", "label": "benign", "label_confidence": 0.73, "severity": "medium", "timestamp": "2026-01-06T13:18:00Z", "trace_id": "97f02719-f5e1-24af-0270-79711fe584b5" }
{ "account_age_days": 487, "account_id": "ACCT-8BE484C338E9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 399, "timestamp": "2026-01-06T01:05:00Z", "transaction_amount_usd": 6.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.588, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2225.04, "financial_exposure_usd": 2802.38, "recoverable_pct": 0.522 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104687", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-04T06:07:00Z", "trace_id": "bc25f31b-ba75-acc5-5e5d-ae2658f42716" }
{ "account_age_days": 1341, "account_id": "ACCT-62E0C1F8517F", "baseline_risk_score": 0.174, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1171, "timestamp": "2026-01-04T06:07:00Z", "transaction_amount_usd": 2389204.1 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.867, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 724779.83, "financial_exposure_usd": 1336339.69, "recoverable_pct": 0.668 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100351", "label": "fraudulent", "label_confidence": 0.956, "severity": "critical", "timestamp": "2026-01-01T05:51:00Z", "trace_id": "6dffd943-36fd-a98d-94ab-24e96794e589" }
{ "account_age_days": 385, "account_id": "ACCT-DC05FA819E08", "baseline_risk_score": 0.624, "kyc_tier": "tier_2", "session_entropy": 0.605 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1093, "timestamp": "2026-01-01T05:51:00Z", "transaction_amount_usd": 15205.11 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.614, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 802524.99, "financial_exposure_usd": 1037967.49, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109909", "label": "benign", "label_confidence": 0.608, "severity": "medium", "timestamp": "2026-01-07T21:09:00Z", "trace_id": "656adb61-7784-a062-6a33-baaa1ca2043e" }
{ "account_age_days": 428, "account_id": "ACCT-DD34B5BFFB32", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.893 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 265, "timestamp": "2026-01-07T15:21:00Z", "transaction_amount_usd": 18.01 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.634, "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": 2746.44, "financial_exposure_usd": 5787.57, "recoverable_pct": 0.649 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109865", "label": "benign", "label_confidence": 0.611, "severity": "low", "timestamp": "2026-01-07T20:25:00Z", "trace_id": "2cfb8af3-fa4a-5d38-c218-4a9a08857297" }
{ "account_age_days": 1148, "account_id": "ACCT-F1BA8904DD57", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.348 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 175, "timestamp": "2026-01-07T20:25:00Z", "transaction_amount_usd": 7903.84 }, { "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": 0.634, "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": 3275.93, "financial_exposure_usd": 3829.51, "recoverable_pct": 0.823 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101832", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-02T06:32:00Z", "trace_id": "044cc11c-ebac-ed15-6f81-92efc80c20bf" }
{ "account_age_days": 170, "account_id": "ACCT-4E882EBB7042", "baseline_risk_score": 0.524, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 964, "timestamp": "2026-01-02T06:32:00Z", "transaction_amount_usd": 48290.6 }, { "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": 0.453, "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": 913551.84, "financial_exposure_usd": 1001788.77, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103329", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-03T07:29:00Z", "trace_id": "6f926a40-cb93-919d-fc32-24acfadfdfd3" }
{ "account_age_days": 1573, "account_id": "ACCT-FC8FDB35FCDE", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.364 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 597, "timestamp": "2026-01-03T07:29:00Z", "transaction_amount_usd": 109318.96 }, { "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": 0.451, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 656117.23, "financial_exposure_usd": 663295.85, "recoverable_pct": 0.702 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109190", "label": "benign", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-07T09:10:00Z", "trace_id": "2f698e2c-2538-adb3-64c4-43c462b16f67" }
{ "account_age_days": 1976, "account_id": "ACCT-222C2DE91D6A", "baseline_risk_score": 0.144, "kyc_tier": "tier_3", "session_entropy": 0.186 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 245, "timestamp": "2026-01-07T09:10:00Z", "transaction_amount_usd": 14728.92 }, { "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": 0.514, "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": 1858.35, "financial_exposure_usd": 2464.74, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105014", "label": "fraudulent", "label_confidence": 0.772, "severity": "medium", "timestamp": "2026-01-04T11:34:00Z", "trace_id": "bb9029a4-8cb6-9aed-cdab-41dcd7b873af" }
{ "account_age_days": 566, "account_id": "ACCT-B9D3F39746ED", "baseline_risk_score": 0.343, "kyc_tier": "tier_3", "session_entropy": 0.675 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 301, "timestamp": "2026-01-04T11:34:00Z", "transaction_amount_usd": 1959131.43 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.652, "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": 2375995.11, "financial_exposure_usd": 4487521.85, "recoverable_pct": 0.519 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101145", "label": "fraudulent", "label_confidence": 0.894, "severity": "critical", "timestamp": "2026-01-01T19:05:00Z", "trace_id": "d114b4d3-8995-c753-f267-feecb0ab4e69" }
{ "account_age_days": 436, "account_id": "ACCT-CB4935F174E8", "baseline_risk_score": 0.299, "kyc_tier": "tier_3", "session_entropy": 0.601 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 381, "timestamp": "2026-01-01T14:13:00Z", "transaction_amount_usd": 17.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.511, "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": 1102627.82, "financial_exposure_usd": 1356518.98, "recoverable_pct": 0.514 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101694", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T04:14:00Z", "trace_id": "d250b242-68f8-e6bc-3464-c034e5e8408e" }
{ "account_age_days": 1111, "account_id": "ACCT-13F7FEC64D04", "baseline_risk_score": 0.551, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 363, "timestamp": "2026-01-02T04:14:00Z", "transaction_amount_usd": 30819.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.513, "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": 491620.64, "financial_exposure_usd": 887923.28, "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-103125", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-03T04:05:00Z", "trace_id": "90bb054b-b89e-6652-8aed-bcb769878fd2" }
{ "account_age_days": 755, "account_id": "ACCT-3D7BAFC55AED", "baseline_risk_score": 0.575, "kyc_tier": "tier_2", "session_entropy": 0.238 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 778, "timestamp": "2026-01-03T04:05:00Z", "transaction_amount_usd": 36535.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.87, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 493856.08, "financial_exposure_usd": 501642.51, "recoverable_pct": 0.028 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105099", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-04T12:59:00Z", "trace_id": "ccdbf70b-90b7-74ee-5fee-bb874580bb2c" }
{ "account_age_days": 365, "account_id": "ACCT-F49F41D19CA7", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.307 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 698, "timestamp": "2026-01-04T12:59:00Z", "transaction_amount_usd": 2434833.37 }, { "asset": "SOL", "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": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1647930, "financial_exposure_usd": 1928343.13, "recoverable_pct": 0.947 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106424", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-05T11:04:00Z", "trace_id": "56981ddd-3f8e-08f4-ca41-db3a52ad1abf" }
{ "account_age_days": 1199, "account_id": "ACCT-C6EFA7B18DC5", "baseline_risk_score": 0.238, "kyc_tier": "tier_2", "session_entropy": 0.693 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 329, "timestamp": "2026-01-05T11:04:00Z", "transaction_amount_usd": 1089710.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.474, "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": 3200276.57, "financial_exposure_usd": 4770960.53, "recoverable_pct": 0.769 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103740", "label": "fraudulent", "label_confidence": 0.873, "severity": "high", "timestamp": "2026-01-03T14:20:00Z", "trace_id": "6da15cf5-36fd-5401-f836-04fa4b79b1ef" }
{ "account_age_days": 1779, "account_id": "ACCT-445CE98D6C64", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.179 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 309, "timestamp": "2026-01-03T14:20:00Z", "transaction_amount_usd": 2398005.04 }, { "asset": "GBP", "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": 0.373, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5164772.69, "financial_exposure_usd": 10584238.55, "recoverable_pct": 0.881 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101263", "label": "fraudulent", "label_confidence": 0.947, "severity": "low", "timestamp": "2026-01-01T21:03:00Z", "trace_id": "9d0b89e4-0b35-36df-968c-5e884ebc2a01" }
{ "account_age_days": 693, "account_id": "ACCT-5EA10A60B95C", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.398 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 308, "timestamp": "2026-01-01T21:03:00Z", "transaction_amount_usd": 58373 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.498, "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": 481225.69, "financial_exposure_usd": 658677, "recoverable_pct": 0.127 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101801", "label": "fraudulent", "label_confidence": 0.958, "severity": "critical", "timestamp": "2026-01-02T06:01:00Z", "trace_id": "0e97cda3-dd48-35b7-1508-cd35704ab922" }
{ "account_age_days": 860, "account_id": "ACCT-42BC1C826D2C", "baseline_risk_score": 0.319, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 150, "timestamp": "2026-01-02T00:40:00Z", "transaction_amount_usd": 8.37 }, { "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": 0.62, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 304417.8, "financial_exposure_usd": 459222.2, "recoverable_pct": 0.752 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104247", "label": "fraudulent", "label_confidence": 0.874, "severity": "low", "timestamp": "2026-01-03T22:47:00Z", "trace_id": "fb94a687-695f-5220-e3b4-5a38c13e7653" }
{ "account_age_days": 619, "account_id": "ACCT-5DDCEA94286C", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.752 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 949, "timestamp": "2026-01-03T22:47:00Z", "transaction_amount_usd": 1975676.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.377, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3332878.91, "financial_exposure_usd": 5809057.83, "recoverable_pct": 0.696 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107414", "label": "benign", "label_confidence": 0.496, "severity": "low", "timestamp": "2026-01-06T03:34:00Z", "trace_id": "4fcc3de1-a79b-b102-53f7-306fd1c1a037" }
{ "account_age_days": 219, "account_id": "ACCT-BDB3F0613B99", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 93, "timestamp": "2026-01-05T22:58:00Z", "transaction_amount_usd": 11.38 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.711, "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": 686.91, "financial_exposure_usd": 930.89, "recoverable_pct": 0.6 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103804", "label": "fraudulent", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-03T15:24:00Z", "trace_id": "068e0941-0e13-c3f0-e423-43b9c41849ea" }
{ "account_age_days": 93, "account_id": "ACCT-A700101F537D", "baseline_risk_score": 0.232, "kyc_tier": "tier_2", "session_entropy": 0.597 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 543, "timestamp": "2026-01-03T15:24:00Z", "transaction_amount_usd": 1899701.42 }, { "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": 0.695, "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": 6015585.01, "financial_exposure_usd": 6581204.24, "recoverable_pct": 0.833 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109321", "label": "benign", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-07T11:21:00Z", "trace_id": "55481e3f-06d2-c1a8-b146-6766e2fdcf7e" }
{ "account_age_days": 1914, "account_id": "ACCT-D52E06BAABEB", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.741 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 138, "timestamp": "2026-01-07T02:40:00Z", "transaction_amount_usd": 9.47 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 875.48, "financial_exposure_usd": 1449.58, "recoverable_pct": 0.698 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104989", "label": "fraudulent", "label_confidence": 0.814, "severity": "critical", "timestamp": "2026-01-04T11:09:00Z", "trace_id": "47242b97-3324-8be6-e570-417377b1aa9b" }
{ "account_age_days": 1372, "account_id": "ACCT-941CF4528995", "baseline_risk_score": 0.231, "kyc_tier": "tier_1", "session_entropy": 0.393 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 645, "timestamp": "2026-01-04T11:09:00Z", "transaction_amount_usd": 503597.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.838, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 4027930.25, "financial_exposure_usd": 6091590.04, "recoverable_pct": 0.925 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107624", "label": "benign", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-06T07:04:00Z", "trace_id": "ca686c60-426f-434b-e0cc-53e3e59446f7" }
{ "account_age_days": 60, "account_id": "ACCT-88E1F7213D3A", "baseline_risk_score": 0.137, "kyc_tier": "tier_3", "session_entropy": 0.554 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 789, "timestamp": "2026-01-06T07:04:00Z", "transaction_amount_usd": 4227.54 }, { "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": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2074.31, "financial_exposure_usd": 3242.88, "recoverable_pct": 0.921 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101490", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-02T00:50:00Z", "trace_id": "6f7a6224-e822-d898-de9f-86618ce1109c" }
{ "account_age_days": 1194, "account_id": "ACCT-C68C3B381B37", "baseline_risk_score": 0.472, "kyc_tier": "tier_3", "session_entropy": 0.772 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 365, "timestamp": "2026-01-01T20:30:00Z", "transaction_amount_usd": 15.63 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.456, "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": 614725.79, "financial_exposure_usd": 617754.25, "recoverable_pct": 0.008 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104742", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-04T07:02:00Z", "trace_id": "668a7bcc-f1ab-5047-46d6-ca8f25e3020b" }
{ "account_age_days": 300, "account_id": "ACCT-70002595A5D2", "baseline_risk_score": 0.236, "kyc_tier": "tier_3", "session_entropy": 0.625 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 991, "timestamp": "2026-01-04T07:02:00Z", "transaction_amount_usd": 1384614.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.485, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4326500.02, "financial_exposure_usd": 4466972.42, "recoverable_pct": 0.496 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106849", "label": "benign", "label_confidence": 0.463, "severity": "low", "timestamp": "2026-01-05T18:09:00Z", "trace_id": "c1827104-d787-9e6d-a30a-38f562c18daa" }
{ "account_age_days": 1152, "account_id": "ACCT-2D4EF299785C", "baseline_risk_score": 0.133, "kyc_tier": "tier_1", "session_entropy": 0.315 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 411, "timestamp": "2026-01-05T18:09:00Z", "transaction_amount_usd": 14095.08 }, { "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": 0.504, "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": 4082.79, "financial_exposure_usd": 5518.18, "recoverable_pct": 0.404 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102045", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-02T10:05:00Z", "trace_id": "f21909f3-255d-fb72-1081-bd5020fcb76c" }
{ "account_age_days": 1750, "account_id": "ACCT-7B0AC73EADC9", "baseline_risk_score": 0.634, "kyc_tier": "tier_3", "session_entropy": 0.626 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 377, "timestamp": "2026-01-02T03:09:00Z", "transaction_amount_usd": 17.58 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.824, "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": 419632.21, "financial_exposure_usd": 452253.06, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102705", "label": "fraudulent", "label_confidence": 0.798, "severity": "medium", "timestamp": "2026-01-02T21:05:00Z", "trace_id": "93333e26-a063-d121-ac58-5cc6465dc1c8" }
{ "account_age_days": 204, "account_id": "ACCT-D03AA9C10A55", "baseline_risk_score": 0.646, "kyc_tier": "tier_2", "session_entropy": 0.771 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 666, "timestamp": "2026-01-02T21:05:00Z", "transaction_amount_usd": 25476.19 }, { "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": 0.513, "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": 936371.66, "financial_exposure_usd": 1017230.24, "recoverable_pct": 0.79 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108761", "label": "benign", "label_confidence": 0.605, "severity": "medium", "timestamp": "2026-01-07T02:01:00Z", "trace_id": "6bd1672f-2855-f9d3-c064-228ca70db1d7" }
{ "account_age_days": 754, "account_id": "ACCT-26ADF49C4985", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.415 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 755, "timestamp": "2026-01-07T02:01:00Z", "transaction_amount_usd": 7071.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.471, "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": 3173.13, "financial_exposure_usd": 4009.33, "recoverable_pct": 0.822 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100207", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-01T03:27:00Z", "trace_id": "e8c0563d-258a-9c6b-f205-da82a9f3531b" }
{ "account_age_days": 67, "account_id": "ACCT-148AE202A8CF", "baseline_risk_score": 0.359, "kyc_tier": "tier_1", "session_entropy": 0.383 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 167, "timestamp": "2025-12-31T18:50:00Z", "transaction_amount_usd": 11.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 221053.98, "financial_exposure_usd": 380061.88, "recoverable_pct": 0.17 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104413", "label": "fraudulent", "label_confidence": 0.889, "severity": "medium", "timestamp": "2026-01-04T01:33:00Z", "trace_id": "074dea33-2371-33d9-8e7e-19fb553e30a3" }
{ "account_age_days": 857, "account_id": "ACCT-CF3CBFB01411", "baseline_risk_score": 0.278, "kyc_tier": "tier_2", "session_entropy": 0.14 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 357, "timestamp": "2026-01-04T01:33:00Z", "transaction_amount_usd": 1072336.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.634, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 196043.56, "financial_exposure_usd": 212320.48, "recoverable_pct": 0.753 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107148", "label": "benign", "label_confidence": 0.504, "severity": "medium", "timestamp": "2026-01-05T23:08:00Z", "trace_id": "1d96e5e3-a2f0-9971-c75c-76a8e65a5304" }
{ "account_age_days": 659, "account_id": "ACCT-61F3653AA449", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.254 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 496, "timestamp": "2026-01-05T23:08:00Z", "transaction_amount_usd": 6640.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.787, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2162.35, "financial_exposure_usd": 5155.46, "recoverable_pct": 0.433 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106588", "label": "fraudulent", "label_confidence": 0.628, "severity": "high", "timestamp": "2026-01-05T13:48:00Z", "trace_id": "e7ed9025-3fbb-9640-3e84-3fab5fe3dff4" }
{ "account_age_days": 1053, "account_id": "ACCT-AA064A293923", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.366 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 983, "timestamp": "2026-01-05T13:48:00Z", "transaction_amount_usd": 2993727.3 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.442, "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": 1433512.92, "financial_exposure_usd": 3193843.51, "recoverable_pct": 0.753 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107496", "label": "benign", "label_confidence": 0.539, "severity": "medium", "timestamp": "2026-01-06T04:56:00Z", "trace_id": "385d0229-a088-7530-1e8e-269e3daf3a8f" }
{ "account_age_days": 1263, "account_id": "ACCT-0C6EAEBFCE3A", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.393 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 387, "timestamp": "2026-01-05T17:19:00Z", "transaction_amount_usd": 2.96 }, { "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": 0.463, "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": 1052.55, "financial_exposure_usd": 1618.92, "recoverable_pct": 0.98 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107252", "label": "benign", "label_confidence": 0.539, "severity": "medium", "timestamp": "2026-01-06T00:52:00Z", "trace_id": "90d4f069-2964-7599-0b06-7a061ef6a4eb" }
{ "account_age_days": 1021, "account_id": "ACCT-572184EB3E9D", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.112 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 459, "timestamp": "2026-01-06T00:52:00Z", "transaction_amount_usd": 1528.64 }, { "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": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1005.67, "financial_exposure_usd": 1921.06, "recoverable_pct": 0.634 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102454", "label": "fraudulent", "label_confidence": 0.805, "severity": "medium", "timestamp": "2026-01-02T16:54:00Z", "trace_id": "9bc1cada-9323-beda-4cd3-6149c17bef92" }
{ "account_age_days": 986, "account_id": "ACCT-6D56032C914A", "baseline_risk_score": 0.479, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 340, "timestamp": "2026-01-02T11:42:00Z", "transaction_amount_usd": 4.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.877, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 491649.01, "financial_exposure_usd": 823180.04, "recoverable_pct": 0.258 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106997", "label": "benign", "label_confidence": 0.469, "severity": "low", "timestamp": "2026-01-05T20:37:00Z", "trace_id": "e395893b-2ba9-5283-a656-9069414261f4" }
{ "account_age_days": 397, "account_id": "ACCT-CBC929BCF334", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 912, "timestamp": "2026-01-05T20:37:00Z", "transaction_amount_usd": 10315.8 }, { "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": 0.769, "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": 1336.13, "financial_exposure_usd": 1631.72, "recoverable_pct": 0.488 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103845", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-03T16:05:00Z", "trace_id": "938076f0-4bd7-02f4-e1ac-44b44c875b5f" }
{ "account_age_days": 1009, "account_id": "ACCT-161949CDDA5E", "baseline_risk_score": 0.215, "kyc_tier": "tier_1", "session_entropy": 0.154 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 176, "timestamp": "2026-01-03T09:52:00Z", "transaction_amount_usd": 22.49 }, { "asset": "USDT", "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": 0.893, "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": 1071052.96, "financial_exposure_usd": 2075154.28, "recoverable_pct": 0.787 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103546", "label": "fraudulent", "label_confidence": 0.811, "severity": "low", "timestamp": "2026-01-03T11:06:00Z", "trace_id": "23fa774f-336d-03d9-a38e-57e4e4da281b" }
{ "account_age_days": 1212, "account_id": "ACCT-BEE6E9F9B5E8", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.697 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 861, "timestamp": "2026-01-03T11:06:00Z", "transaction_amount_usd": 2547695.93 }, { "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": 0.483, "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": 4253897.08, "financial_exposure_usd": 5499418.97, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100709", "label": "fraudulent", "label_confidence": 0.883, "severity": "medium", "timestamp": "2026-01-01T11:49:00Z", "trace_id": "4a908e05-b493-e7ce-dc9e-c2b394b609c1" }
{ "account_age_days": 1171, "account_id": "ACCT-8FB770B3571C", "baseline_risk_score": 0.555, "kyc_tier": "tier_2", "session_entropy": 0.51 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 717, "timestamp": "2026-01-01T11:49:00Z", "transaction_amount_usd": 82648.97 }, { "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": 0.655, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 455580.19, "financial_exposure_usd": 750274.29, "recoverable_pct": 0.773 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105082", "label": "fraudulent", "label_confidence": 0.617, "severity": "critical", "timestamp": "2026-01-04T12:42:00Z", "trace_id": "a310147b-c305-5d60-b232-bddca7ed5420" }
{ "account_age_days": 1287, "account_id": "ACCT-8EA9D1453F3D", "baseline_risk_score": 0.231, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 747, "timestamp": "2026-01-04T12:42:00Z", "transaction_amount_usd": 1286333.16 }, { "asset": "ETH", "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": 0.724, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4619114.4, "financial_exposure_usd": 5344668, "recoverable_pct": 0.707 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107462", "label": "benign", "label_confidence": 0.566, "severity": "critical", "timestamp": "2026-01-06T04:22:00Z", "trace_id": "4c14ad29-4791-1071-0184-fd7cfd670a13" }
{ "account_age_days": 1554, "account_id": "ACCT-E346B70BB74C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.723 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 731, "timestamp": "2026-01-06T04:22:00Z", "transaction_amount_usd": 13841.93 }, { "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": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 84.8, "financial_exposure_usd": 192.84, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108942", "label": "benign", "label_confidence": 0.595, "severity": "high", "timestamp": "2026-01-07T05:02:00Z", "trace_id": "2db8585f-0e6a-0c45-d973-ab0420234dd9" }
{ "account_age_days": 1834, "account_id": "ACCT-0A20AD491C20", "baseline_risk_score": 0.193, "kyc_tier": "tier_3", "session_entropy": 0.349 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 276, "timestamp": "2026-01-06T19:55:00Z", "transaction_amount_usd": 13.87 }, { "asset": "BTC", "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": 0.652, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 4535.89, "financial_exposure_usd": 6166.91, "recoverable_pct": 0.907 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108870", "label": "benign", "label_confidence": 0.5, "severity": "medium", "timestamp": "2026-01-07T03:50:00Z", "trace_id": "152e4258-f1c0-3ac6-8488-9e1cc7d560be" }
{ "account_age_days": 30, "account_id": "ACCT-85FA7C5FB40B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.272 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 664, "timestamp": "2026-01-07T03:50:00Z", "transaction_amount_usd": 7571.75 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.593, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 556.13, "financial_exposure_usd": 859.45, "recoverable_pct": 0.987 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106162", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-05T06:42:00Z", "trace_id": "dcb371b2-0a02-f9e5-13e9-ed3b4c2bf1f9" }
{ "account_age_days": 956, "account_id": "ACCT-9DB2613E217B", "baseline_risk_score": 0.386, "kyc_tier": "tier_2", "session_entropy": 0.847 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 167, "timestamp": "2026-01-05T00:57:00Z", "transaction_amount_usd": 4.56 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.562, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 574428, "financial_exposure_usd": 861456.07, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101892", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-02T07:32:00Z", "trace_id": "d1a7279a-2e50-d815-4cd2-b34ad3254b22" }
{ "account_age_days": 1600, "account_id": "ACCT-B6BD0B48D987", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 373, "timestamp": "2026-01-02T07:32:00Z", "transaction_amount_usd": 34856.63 }, { "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": 0.454, "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": 922410.11, "financial_exposure_usd": 1099172.92, "recoverable_pct": 0.28 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100172", "label": "fraudulent", "label_confidence": 0.935, "severity": "low", "timestamp": "2026-01-01T02:52:00Z", "trace_id": "498a9d9d-c391-59b8-c145-217fe595e3fa" }
{ "account_age_days": 1573, "account_id": "ACCT-55525E11B469", "baseline_risk_score": 0.539, "kyc_tier": "tier_3", "session_entropy": 0.875 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 733, "timestamp": "2026-01-01T02:52:00Z", "transaction_amount_usd": 39384.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 741368.39, "financial_exposure_usd": 1201066.02, "recoverable_pct": 0.169 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106925", "label": "benign", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-05T19:25:00Z", "trace_id": "303baaae-d210-f5fe-4c95-962727094757" }
{ "account_age_days": 1512, "account_id": "ACCT-40B092F0FCDC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.184 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 166, "timestamp": "2026-01-05T16:12:00Z", "transaction_amount_usd": 19.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.616, "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": 3399.91, "financial_exposure_usd": 3532.57, "recoverable_pct": 0.962 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109593", "label": "benign", "label_confidence": 0.574, "severity": "medium", "timestamp": "2026-01-07T15:53:00Z", "trace_id": "b73c5a34-5f5e-0e86-d4ae-27c4dffd68ba" }
{ "account_age_days": 911, "account_id": "ACCT-42E27B100778", "baseline_risk_score": 0.091, "kyc_tier": "tier_3", "session_entropy": 0.817 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1120, "timestamp": "2026-01-07T15:53:00Z", "transaction_amount_usd": 4243.82 }, { "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": 0.664, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4852.36, "financial_exposure_usd": 5472.85, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103430", "label": "fraudulent", "label_confidence": 0.811, "severity": "low", "timestamp": "2026-01-03T09:10:00Z", "trace_id": "1efb47ad-afe2-0b52-0a02-6fcf0f959f60" }
{ "account_age_days": 1078, "account_id": "ACCT-EFB4367BBA07", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 828, "timestamp": "2026-01-03T09:10:00Z", "transaction_amount_usd": 1823394.77 }, { "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": 0.799, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2958508.84, "financial_exposure_usd": 5675742.88, "recoverable_pct": 0.601 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109079", "label": "benign", "label_confidence": 0.723, "severity": "low", "timestamp": "2026-01-07T07:19:00Z", "trace_id": "c5ca67ca-4373-f846-7c5c-f874e2127925" }
{ "account_age_days": 762, "account_id": "ACCT-C863B6913F30", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.359 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 258, "timestamp": "2026-01-07T07:19:00Z", "transaction_amount_usd": 1651.39 }, { "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": 0.487, "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": 859.37, "financial_exposure_usd": 1389.71, "recoverable_pct": 0.626 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }