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-102447", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-02T16:47:00Z", "trace_id": "713ff9e2-1874-82fd-02a5-924367370c6f" }
{ "account_age_days": 676, "account_id": "ACCT-1D587174CE1F", "baseline_risk_score": 0.595, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1061, "timestamp": "2026-01-02T16:47:00Z", "transaction_amount_usd": 34063.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.5, "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 HAVI...
{ "customer_funds_at_risk_usd": 274169.67, "financial_exposure_usd": 550014.18, "recoverable_pct": 0.596 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108418", "label": "benign", "label_confidence": 0.534, "severity": "medium", "timestamp": "2026-01-06T20:18:00Z", "trace_id": "93fb649d-246b-4806-2f92-184fda079d52" }
{ "account_age_days": 714, "account_id": "ACCT-04429B30350E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.113 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 381, "timestamp": "2026-01-06T17:42:00Z", "transaction_amount_usd": 15.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "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": 3170.34, "financial_exposure_usd": 4917.76, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104553", "label": "fraudulent", "label_confidence": 0.668, "severity": "high", "timestamp": "2026-01-04T03:53:00Z", "trace_id": "14468b11-3e81-27d3-59f7-8f264947ce1d" }
{ "account_age_days": 1629, "account_id": "ACCT-249A21AC086A", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.689 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 238, "timestamp": "2026-01-04T01:07:00Z", "transaction_amount_usd": 15.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.861, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7397307.22, "financial_exposure_usd": 7596108.51, "recoverable_pct": 0.678 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108317", "label": "benign", "label_confidence": 0.598, "severity": "medium", "timestamp": "2026-01-06T18:37:00Z", "trace_id": "70ebc220-cb00-49eb-25b3-32f409a328ad" }
{ "account_age_days": 1490, "account_id": "ACCT-CE9E851BC5AC", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.537 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 246, "timestamp": "2026-01-06T18:37:00Z", "transaction_amount_usd": 12896.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1682.36, "financial_exposure_usd": 1839.55, "recoverable_pct": 0.803 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108779", "label": "benign", "label_confidence": 0.522, "severity": "low", "timestamp": "2026-01-07T02:19:00Z", "trace_id": "1bf4d91d-7fa8-37d8-6a07-7bddcfed2b12" }
{ "account_age_days": 204, "account_id": "ACCT-205A029F10B6", "baseline_risk_score": 0.077, "kyc_tier": "tier_3", "session_entropy": 0.754 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 317, "timestamp": "2026-01-07T02:19:00Z", "transaction_amount_usd": 12438.84 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2063.64, "financial_exposure_usd": 2439.98, "recoverable_pct": 0.747 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104356", "label": "fraudulent", "label_confidence": 0.677, "severity": "high", "timestamp": "2026-01-04T00:36:00Z", "trace_id": "c33efda4-cb7e-4d63-0d78-c6561ccca5d1" }
{ "account_age_days": 1614, "account_id": "ACCT-36725C8E4A12", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.28 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 922, "timestamp": "2026-01-04T00:36:00Z", "transaction_amount_usd": 2239820.24 }, { "asset": "JPY", "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": 0.648, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3350673.1, "financial_exposure_usd": 5377883.16, "recoverable_pct": 0.891 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100175", "label": "fraudulent", "label_confidence": 0.965, "severity": "high", "timestamp": "2026-01-01T02:55:00Z", "trace_id": "6b0bb457-8c0d-c409-dfcc-8eb4bfbe0892" }
{ "account_age_days": 1216, "account_id": "ACCT-A8CC5023A43F", "baseline_risk_score": 0.557, "kyc_tier": "tier_1", "session_entropy": 0.272 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 347, "timestamp": "2025-12-31T19:24:00Z", "transaction_amount_usd": 18 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "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": 303680.14, "financial_exposure_usd": 598980.35, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100758", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-01T12:38:00Z", "trace_id": "0753dd5b-9918-90e4-4077-c324e4228150" }
{ "account_age_days": 429, "account_id": "ACCT-AB22EB19E09E", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.896 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 119, "timestamp": "2026-01-01T12:38:00Z", "transaction_amount_usd": 102184.97 }, { "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": 0.51, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 718721.47, "financial_exposure_usd": 1271418.2, "recoverable_pct": 0.535 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107264", "label": "benign", "label_confidence": 0.671, "severity": "critical", "timestamp": "2026-01-06T01:04:00Z", "trace_id": "8953d564-32e9-5650-4e58-d411e207ee09" }
{ "account_age_days": 1359, "account_id": "ACCT-2DD585D4F3A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.146 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 864, "timestamp": "2026-01-06T01:04:00Z", "transaction_amount_usd": 946.54 }, { "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": 0.516, "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": 2369.12, "financial_exposure_usd": 5489.52, "recoverable_pct": 0.654 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102562", "label": "fraudulent", "label_confidence": 0.938, "severity": "critical", "timestamp": "2026-01-02T18:42:00Z", "trace_id": "5c5c039e-782a-32bf-9513-d2f3be297814" }
{ "account_age_days": 482, "account_id": "ACCT-F631E469AB71", "baseline_risk_score": 0.598, "kyc_tier": "tier_1", "session_entropy": 0.89 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 171, "timestamp": "2026-01-02T07:15:00Z", "transaction_amount_usd": 14.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.366, "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": 360394.98, "financial_exposure_usd": 794018.45, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108459", "label": "benign", "label_confidence": 0.483, "severity": "medium", "timestamp": "2026-01-06T20:59:00Z", "trace_id": "b4e694e8-e433-0e3b-3be4-cada7395ba8f" }
{ "account_age_days": 941, "account_id": "ACCT-0E1FF2675084", "baseline_risk_score": 0.172, "kyc_tier": "tier_2", "session_entropy": 0.642 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 291, "timestamp": "2026-01-06T09:25:00Z", "transaction_amount_usd": 9.99 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.777, "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": 1142.75, "financial_exposure_usd": 2385.15, "recoverable_pct": 0.844 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105284", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-04T16:04:00Z", "trace_id": "6df2e5ba-0a04-d1ae-0718-57cfb92a7e79" }
{ "account_age_days": 215, "account_id": "ACCT-4EBCF047BE8C", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 693, "timestamp": "2026-01-04T16:04:00Z", "transaction_amount_usd": 2290435.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.867, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2649076.99, "financial_exposure_usd": 4688045.02, "recoverable_pct": 0.494 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101328", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-01T22:08:00Z", "trace_id": "a096101d-da00-c8e8-5edb-9936e4e176ab" }
{ "account_age_days": 1860, "account_id": "ACCT-9D49EFC7BE0C", "baseline_risk_score": 0.434, "kyc_tier": "tier_3", "session_entropy": 0.492 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 314, "timestamp": "2026-01-01T10:05:00Z", "transaction_amount_usd": 20.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.657, "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": 408496.93, "financial_exposure_usd": 831509.46, "recoverable_pct": 0.682 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106886", "label": "benign", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-05T18:46:00Z", "trace_id": "cb35d7e4-3cea-638a-a45f-24baeacb3cc8" }
{ "account_age_days": 1630, "account_id": "ACCT-ABB6AF217D44", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.701 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 672, "timestamp": "2026-01-05T18:46:00Z", "transaction_amount_usd": 4397.17 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.672, "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": 1093.01, "financial_exposure_usd": 2472.56, "recoverable_pct": 0.905 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108914", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-07T04:34:00Z", "trace_id": "87fcca8a-4fdd-2855-3cec-63fc060b8aa0" }
{ "account_age_days": 935, "account_id": "ACCT-5AEC354F9678", "baseline_risk_score": 0.199, "kyc_tier": "tier_3", "session_entropy": 0.907 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 124, "timestamp": "2026-01-06T21:16:00Z", "transaction_amount_usd": 6.6 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.584, "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": 3479.94, "financial_exposure_usd": 3829.68, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100619", "label": "fraudulent", "label_confidence": 0.768, "severity": "low", "timestamp": "2026-01-01T10:19:00Z", "trace_id": "045e92f9-a5f8-8f34-5d91-b97fa64a0cf0" }
{ "account_age_days": 819, "account_id": "ACCT-21655C1F46BD", "baseline_risk_score": 0.477, "kyc_tier": "tier_1", "session_entropy": 0.746 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 107, "timestamp": "2026-01-01T10:19:00Z", "transaction_amount_usd": 40673.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.42, "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 HAVING...
{ "customer_funds_at_risk_usd": 429463.84, "financial_exposure_usd": 745984.2, "recoverable_pct": 0.769 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100266", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-01T04:26:00Z", "trace_id": "ca127556-f5cc-a86b-92e9-2aa7f7b8a5e4" }
{ "account_age_days": 1584, "account_id": "ACCT-EE6D7A27E95B", "baseline_risk_score": 0.275, "kyc_tier": "tier_3", "session_entropy": 0.735 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 303, "timestamp": "2026-01-01T00:03:00Z", "transaction_amount_usd": 5.7 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.77, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 463479.92, "financial_exposure_usd": 636628.46, "recoverable_pct": 0.813 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102118", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-02T11:18:00Z", "trace_id": "3bbf9230-dd5c-13b6-1666-e4c9200998e1" }
{ "account_age_days": 1092, "account_id": "ACCT-5DA3F7B3C281", "baseline_risk_score": 0.601, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 899, "timestamp": "2026-01-02T11:18:00Z", "transaction_amount_usd": 100203.79 }, { "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": 0.634, "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": 411261.19, "financial_exposure_usd": 580586.27, "recoverable_pct": 0.057 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100857", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-01T14:17:00Z", "trace_id": "3389d95a-87ce-b34f-deec-498667633495" }
{ "account_age_days": 1331, "account_id": "ACCT-EFE2D740F816", "baseline_risk_score": 0.642, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 89, "timestamp": "2026-01-01T04:11:00Z", "transaction_amount_usd": 11.21 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.878, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 647369.82, "financial_exposure_usd": 1096630.1, "recoverable_pct": 0.131 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100401", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-01T06:41:00Z", "trace_id": "8a91919e-473e-ed62-073f-1d9100c3f267" }
{ "account_age_days": 279, "account_id": "ACCT-29465D2950D3", "baseline_risk_score": 0.483, "kyc_tier": "tier_1", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 241, "timestamp": "2026-01-01T06:41:00Z", "transaction_amount_usd": 72600.49 }, { "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": 0.425, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 550361.58, "financial_exposure_usd": 756228.9, "recoverable_pct": 0.348 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109800", "label": "benign", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-07T19:20:00Z", "trace_id": "534fda22-7f46-4610-a53b-03e15f7ef113" }
{ "account_age_days": 87, "account_id": "ACCT-8397A3195AEB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 139, "timestamp": "2026-01-07T13:13:00Z", "transaction_amount_usd": 14.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.467, "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": 2789.79, "financial_exposure_usd": 3102.55, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105441", "label": "fraudulent", "label_confidence": 0.89, "severity": "medium", "timestamp": "2026-01-04T18:41:00Z", "trace_id": "e29064e0-1859-86c6-a636-0b524e9314ec" }
{ "account_age_days": 1911, "account_id": "ACCT-17FDD7DFEBE3", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.802 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 622, "timestamp": "2026-01-04T18:41:00Z", "transaction_amount_usd": 1840192.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.666, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3361013.41, "financial_exposure_usd": 4949940.93, "recoverable_pct": 0.956 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106783", "label": "benign", "label_confidence": 0.469, "severity": "low", "timestamp": "2026-01-05T17:03:00Z", "trace_id": "c3f9f51d-b2c4-a795-f634-685211039189" }
{ "account_age_days": 1461, "account_id": "ACCT-F378D19A1254", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.575 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 371, "timestamp": "2026-01-05T08:16:00Z", "transaction_amount_usd": 4.93 }, { "asset": "USDC", "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": 0.618, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4414.18, "financial_exposure_usd": 9542.77, "recoverable_pct": 0.978 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104386", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-04T01:06:00Z", "trace_id": "4698eee5-b74a-18e0-6ab5-01f26015681d" }
{ "account_age_days": 12, "account_id": "ACCT-49A50CC48CA6", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.52 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 835, "timestamp": "2026-01-04T01:06:00Z", "transaction_amount_usd": 2080606.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.791, "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": 3220679.92, "financial_exposure_usd": 5063875.35, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107815", "label": "benign", "label_confidence": 0.472, "severity": "low", "timestamp": "2026-01-06T10:15:00Z", "trace_id": "c1041c51-0937-91f2-96b1-82f3a359276b" }
{ "account_age_days": 788, "account_id": "ACCT-367DAC2B7C71", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.945 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 147, "timestamp": "2026-01-06T09:30:00Z", "transaction_amount_usd": 7.13 }, { "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": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 1662.52, "financial_exposure_usd": 2586.52, "recoverable_pct": 0.971 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108552", "label": "benign", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-06T22:32:00Z", "trace_id": "c9d94f34-6ff9-c953-0350-638c8eda955a" }
{ "account_age_days": 273, "account_id": "ACCT-6ECE55EB4F22", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.41 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 748, "timestamp": "2026-01-06T22:32:00Z", "transaction_amount_usd": 2436.23 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 39.63, "financial_exposure_usd": 89.24, "recoverable_pct": 0.931 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105964", "label": "fraudulent", "label_confidence": 0.638, "severity": "critical", "timestamp": "2026-01-05T03:24:00Z", "trace_id": "5e5890d5-0286-e8c2-9d42-335bf8deea38" }
{ "account_age_days": 1301, "account_id": "ACCT-CAFCB4FDB760", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.242 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 385, "timestamp": "2026-01-05T03:24:00Z", "transaction_amount_usd": 2019880.42 }, { "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": 0.775, "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": 1677952.63, "financial_exposure_usd": 3344587.19, "recoverable_pct": 0.505 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105944", "label": "fraudulent", "label_confidence": 0.848, "severity": "low", "timestamp": "2026-01-05T03:04:00Z", "trace_id": "8781f1e7-f83d-fd3b-239c-6de486ac1afa" }
{ "account_age_days": 421, "account_id": "ACCT-959A5FBA7D78", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.704 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 470, "timestamp": "2026-01-05T03:04:00Z", "transaction_amount_usd": 88582.05 }, { "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": 0.812, "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": 5741466.37, "financial_exposure_usd": 7137410.47, "recoverable_pct": 0.986 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104838", "label": "fraudulent", "label_confidence": 0.884, "severity": "medium", "timestamp": "2026-01-04T08:38:00Z", "trace_id": "d64971d6-736e-bc2a-1c8e-b78e8cc6e9c0" }
{ "account_age_days": 1155, "account_id": "ACCT-0E87034BE1A9", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.492 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 392, "timestamp": "2026-01-04T02:39:00Z", "transaction_amount_usd": 10.19 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.679, "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": 5531593.02, "financial_exposure_usd": 6178413.94, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102055", "label": "fraudulent", "label_confidence": 0.851, "severity": "low", "timestamp": "2026-01-02T10:15:00Z", "trace_id": "223b2672-7e18-050d-9989-4c5789a50c6d" }
{ "account_age_days": 1067, "account_id": "ACCT-08813719764B", "baseline_risk_score": 0.39, "kyc_tier": "tier_2", "session_entropy": 0.725 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 127, "timestamp": "2026-01-02T06:23:00Z", "transaction_amount_usd": 20.73 }, { "asset": "EUR", "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": 0.421, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 610472.44, "financial_exposure_usd": 1345682.47, "recoverable_pct": 0.062 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102710", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-02T21:10:00Z", "trace_id": "8507acc8-aae5-09a9-3cf3-b407ea3ae1e3" }
{ "account_age_days": 442, "account_id": "ACCT-E47415220AAE", "baseline_risk_score": 0.474, "kyc_tier": "tier_3", "session_entropy": 0.744 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 777, "timestamp": "2026-01-02T21:10:00Z", "transaction_amount_usd": 56081.12 }, { "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": 0.567, "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": 599297.53, "financial_exposure_usd": 900051.84, "recoverable_pct": 0.762 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107924", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-06T12:04:00Z", "trace_id": "8bec14f1-bb89-93ef-9056-30ccab46564a" }
{ "account_age_days": 1241, "account_id": "ACCT-FAE63B079BC0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.596 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 254, "timestamp": "2026-01-06T03:00:00Z", "transaction_amount_usd": 0.55 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.538, "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": 430.92, "financial_exposure_usd": 759.41, "recoverable_pct": 0.859 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109635", "label": "benign", "label_confidence": 0.506, "severity": "medium", "timestamp": "2026-01-07T16:35:00Z", "trace_id": "0ef2cbdf-b48e-e845-9ddc-5d139c7761b3" }
{ "account_age_days": 985, "account_id": "ACCT-9ED350D0AA39", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.127 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 307, "timestamp": "2026-01-07T16:35:00Z", "transaction_amount_usd": 3667.73 }, { "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": 0.707, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3584.56, "financial_exposure_usd": 5989.77, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108497", "label": "benign", "label_confidence": 0.462, "severity": "low", "timestamp": "2026-01-06T21:37:00Z", "trace_id": "e9afeed6-2a9b-5d20-d626-c36b227612db" }
{ "account_age_days": 1901, "account_id": "ACCT-E105777571D3", "baseline_risk_score": 0.172, "kyc_tier": "tier_3", "session_entropy": 0.233 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 189, "timestamp": "2026-01-06T15:25:00Z", "transaction_amount_usd": 17.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.767, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2375.81, "financial_exposure_usd": 2546.33, "recoverable_pct": 0.876 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102482", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-02T17:22:00Z", "trace_id": "9d4dd050-0ca0-fbcc-3680-f5723fbbc6ee" }
{ "account_age_days": 1152, "account_id": "ACCT-F74BCA2F6F73", "baseline_risk_score": 0.61, "kyc_tier": "tier_2", "session_entropy": 0.319 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 963, "timestamp": "2026-01-02T17:22:00Z", "transaction_amount_usd": 14211.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.758, "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": 356580.85, "financial_exposure_usd": 685056.44, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106131", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-05T06:11:00Z", "trace_id": "7fcbffbe-f01d-a1ce-11f3-afd387674f0e" }
{ "account_age_days": 943, "account_id": "ACCT-CA1A10526F6B", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 503, "timestamp": "2026-01-05T06:11:00Z", "transaction_amount_usd": 1437159.93 }, { "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": 0.387, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 2282777.13, "financial_exposure_usd": 2355838.42, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108819", "label": "benign", "label_confidence": 0.5, "severity": "medium", "timestamp": "2026-01-07T02:59:00Z", "trace_id": "4d8cb5f3-ca17-ed45-b5d8-c03bc4b14e2e" }
{ "account_age_days": 388, "account_id": "ACCT-4D6200E76A06", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.175 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 233, "timestamp": "2026-01-06T16:58:00Z", "transaction_amount_usd": 14.61 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.634, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 495.72, "financial_exposure_usd": 679.03, "recoverable_pct": 0.612 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101419", "label": "fraudulent", "label_confidence": 0.895, "severity": "medium", "timestamp": "2026-01-01T23:39:00Z", "trace_id": "6592a6e6-3e79-2a66-3cb8-a4b4702327b3" }
{ "account_age_days": 1695, "account_id": "ACCT-B4C760BA9344", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.185 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 242, "timestamp": "2026-01-01T16:02:00Z", "transaction_amount_usd": 14.63 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.444, "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": 715451.24, "financial_exposure_usd": 1093687.59, "recoverable_pct": 0.593 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101146", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-01T19:06:00Z", "trace_id": "6ef7d2aa-96da-b814-eb70-df5385f52eda" }
{ "account_age_days": 1700, "account_id": "ACCT-B63FCA9D1DFF", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 291, "timestamp": "2026-01-01T19:06:00Z", "transaction_amount_usd": 74341.58 }, { "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": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 612985.1, "financial_exposure_usd": 721387.15, "recoverable_pct": 0.178 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106615", "label": "fraudulent", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-05T14:15:00Z", "trace_id": "7cf33f34-b4af-89ba-720f-0faf9a867708" }
{ "account_age_days": 421, "account_id": "ACCT-DACA3C914059", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.453 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 450, "timestamp": "2026-01-05T14:15:00Z", "transaction_amount_usd": 1741470.12 }, { "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": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2790227.53, "financial_exposure_usd": 4601016.77, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106776", "label": "benign", "label_confidence": 0.668, "severity": "medium", "timestamp": "2026-01-05T16:56:00Z", "trace_id": "452ed320-9ea7-7844-f5a7-3cb6893bb975" }
{ "account_age_days": 1085, "account_id": "ACCT-AC394D26C43C", "baseline_risk_score": 0.056, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 121, "timestamp": "2026-01-05T06:11:00Z", "transaction_amount_usd": 13.67 }, { "asset": "EUR", "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": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 3036.65, "financial_exposure_usd": 3241.05, "recoverable_pct": 0.862 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108465", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-06T21:05:00Z", "trace_id": "0f7a394f-3e4b-ca90-3aae-fb55ce2c23e7" }
{ "account_age_days": 449, "account_id": "ACCT-99C89ADC4CC6", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.704 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 176, "timestamp": "2026-01-06T13:09:00Z", "transaction_amount_usd": 10.25 }, { "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": 0.757, "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": 1082.37, "financial_exposure_usd": 1549.6, "recoverable_pct": 0.586 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105512", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-04T19:52:00Z", "trace_id": "7b2f9d4a-f20c-d468-8991-a7a9bb299aba" }
{ "account_age_days": 289, "account_id": "ACCT-B3DD1C518B70", "baseline_risk_score": 0.439, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 249, "timestamp": "2026-01-04T19:52:00Z", "transaction_amount_usd": 1828448.9 }, { "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": 0.694, "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": 3592064.28, "financial_exposure_usd": 3785149.86, "recoverable_pct": 0.827 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109848", "label": "benign", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-07T20:08:00Z", "trace_id": "33b12b40-d8ef-56ad-d84e-b25c02e6d3b4" }
{ "account_age_days": 50, "account_id": "ACCT-18415719E83B", "baseline_risk_score": 0.081, "kyc_tier": "tier_2", "session_entropy": 0.9 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 160, "timestamp": "2026-01-07T13:02:00Z", "transaction_amount_usd": 4.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4102.45, "financial_exposure_usd": 5528.41, "recoverable_pct": 0.765 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108706", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-07T01:06:00Z", "trace_id": "1770d3c6-7b1c-8e3c-4681-929e6e6f48f9" }
{ "account_age_days": 489, "account_id": "ACCT-CAAF0CFE88D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 535, "timestamp": "2026-01-07T01:06:00Z", "transaction_amount_usd": 13643.78 }, { "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": 0.554, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4137.06, "financial_exposure_usd": 4285.54, "recoverable_pct": 0.836 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104363", "label": "fraudulent", "label_confidence": 0.857, "severity": "medium", "timestamp": "2026-01-04T00:43:00Z", "trace_id": "2e8f44d2-1118-adb6-1d5f-cf72c40371b6" }
{ "account_age_days": 424, "account_id": "ACCT-1A7779249CF1", "baseline_risk_score": 0.199, "kyc_tier": "tier_2", "session_entropy": 0.825 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 905, "timestamp": "2026-01-04T00:43:00Z", "transaction_amount_usd": 1156484.69 }, { "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": 0.925, "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": 1833051.8, "financial_exposure_usd": 3667289.79, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100203", "label": "fraudulent", "label_confidence": 0.839, "severity": "medium", "timestamp": "2026-01-01T03:23:00Z", "trace_id": "66e6c48a-d679-3ab4-eae6-c3da5f2d38b8" }
{ "account_age_days": 895, "account_id": "ACCT-CE70D3F7B190", "baseline_risk_score": 0.265, "kyc_tier": "tier_3", "session_entropy": 0.157 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 372, "timestamp": "2026-01-01T02:07:00Z", "transaction_amount_usd": 22.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.613, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 106632.73, "financial_exposure_usd": 160298.31, "recoverable_pct": 0.654 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100310", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-01T05:10:00Z", "trace_id": "eabb42d6-a81c-e995-9e00-801dcb8052e1" }
{ "account_age_days": 616, "account_id": "ACCT-0F9D781953E6", "baseline_risk_score": 0.592, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 838, "timestamp": "2026-01-01T05:10:00Z", "transaction_amount_usd": 20447.41 }, { "asset": "USDT", "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": 0.474, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 294943.77, "financial_exposure_usd": 312617.23, "recoverable_pct": 0.793 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107196", "label": "benign", "label_confidence": 0.512, "severity": "critical", "timestamp": "2026-01-05T23:56:00Z", "trace_id": "0c4e76a5-2ca1-0720-110c-6a1faf17cd2c" }
{ "account_age_days": 586, "account_id": "ACCT-73CE4591D673", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.412 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 284, "timestamp": "2026-01-05T22:16:00Z", "transaction_amount_usd": 22.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.686, "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": 1935.26, "financial_exposure_usd": 2535.82, "recoverable_pct": 0.586 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107380", "label": "benign", "label_confidence": 0.721, "severity": "low", "timestamp": "2026-01-06T03:00:00Z", "trace_id": "003167fd-ca5f-057b-a2da-e95c369d4dca" }
{ "account_age_days": 1916, "account_id": "ACCT-11A1C3D977C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.819 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 393, "timestamp": "2026-01-05T21:21:00Z", "transaction_amount_usd": 3.14 }, { "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": 0.476, "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": 3748.9, "financial_exposure_usd": 7933.16, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102678", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-02T20:38:00Z", "trace_id": "5bc5c347-3016-d04c-f6f9-5a9c62361603" }
{ "account_age_days": 430, "account_id": "ACCT-725C0FE19802", "baseline_risk_score": 0.302, "kyc_tier": "tier_1", "session_entropy": 0.666 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 306, "timestamp": "2026-01-02T20:38:00Z", "transaction_amount_usd": 28409.9 }, { "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": 0.802, "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": 196371.82, "financial_exposure_usd": 398776.71, "recoverable_pct": 0.215 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100643", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-01T10:43:00Z", "trace_id": "c7d20464-21fc-2591-0de9-ef88fca3d7d8" }
{ "account_age_days": 581, "account_id": "ACCT-CBFB3A8F9FB2", "baseline_risk_score": 0.595, "kyc_tier": "tier_2", "session_entropy": 0.105 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 396, "timestamp": "2026-01-01T03:57:00Z", "transaction_amount_usd": 23.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.937, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 742770.34, "financial_exposure_usd": 875344.87, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109713", "label": "benign", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-07T17:53:00Z", "trace_id": "13c5a7cc-c3b3-e03e-153a-c74205307319" }
{ "account_age_days": 1427, "account_id": "ACCT-FF24FFA8B0E2", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.607 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 109, "timestamp": "2026-01-07T17:53:00Z", "transaction_amount_usd": 10981.71 }, { "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": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 875.87, "financial_exposure_usd": 1808.14, "recoverable_pct": 0.929 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109695", "label": "benign", "label_confidence": 0.471, "severity": "low", "timestamp": "2026-01-07T17:35:00Z", "trace_id": "25e35061-3e7a-de7e-21a3-e353655dab4b" }
{ "account_age_days": 532, "account_id": "ACCT-A298F55D6A5D", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.608 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 333, "timestamp": "2026-01-07T06:32:00Z", "transaction_amount_usd": 17.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.777, "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": 2241.73, "financial_exposure_usd": 2786.36, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103922", "label": "fraudulent", "label_confidence": 0.906, "severity": "medium", "timestamp": "2026-01-03T17:22:00Z", "trace_id": "961203a2-72e5-8035-59c1-79e0667f44a2" }
{ "account_age_days": 356, "account_id": "ACCT-38156E01B09B", "baseline_risk_score": 0.105, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 182, "timestamp": "2026-01-03T06:48:00Z", "transaction_amount_usd": 16.42 }, { "asset": "ETH", "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": 0.694, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2028188.77, "financial_exposure_usd": 4103002.11, "recoverable_pct": 0.743 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105013", "label": "fraudulent", "label_confidence": 0.643, "severity": "critical", "timestamp": "2026-01-04T11:33:00Z", "trace_id": "82b3d244-d302-718f-54b5-e50f60ad8350" }
{ "account_age_days": 751, "account_id": "ACCT-004A16490F68", "baseline_risk_score": 0.112, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 701, "timestamp": "2026-01-04T11:33:00Z", "transaction_amount_usd": 1011705.46 }, { "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": 0.668, "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": 4030295.38, "financial_exposure_usd": 6261733.18, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102445", "label": "fraudulent", "label_confidence": 0.816, "severity": "medium", "timestamp": "2026-01-02T16:45:00Z", "trace_id": "5ac170e4-7e67-e7de-b231-1a53fe2cd3e6" }
{ "account_age_days": 1023, "account_id": "ACCT-34D57114D4B3", "baseline_risk_score": 0.58, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 85, "timestamp": "2026-01-02T05:48:00Z", "transaction_amount_usd": 14.03 }, { "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": 0.699, "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": 550123.36, "financial_exposure_usd": 930098.72, "recoverable_pct": 0.047 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107124", "label": "benign", "label_confidence": 0.746, "severity": "low", "timestamp": "2026-01-05T22:44:00Z", "trace_id": "491f48b7-2592-c325-dc7b-9b3d2c2a2042" }
{ "account_age_days": 1227, "account_id": "ACCT-C3F6A9BF161F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.51 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 266, "timestamp": "2026-01-05T11:38:00Z", "transaction_amount_usd": 15.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.54, "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": 656.75, "financial_exposure_usd": 1096.76, "recoverable_pct": 0.49 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104410", "label": "fraudulent", "label_confidence": 0.805, "severity": "critical", "timestamp": "2026-01-04T01:30:00Z", "trace_id": "74bc07d4-3045-2925-81df-da8156a1d55a" }
{ "account_age_days": 476, "account_id": "ACCT-47E5F4D459EC", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.48 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 181, "timestamp": "2026-01-03T20:14:00Z", "transaction_amount_usd": 11.17 }, { "asset": "USD", "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": 0.878, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2584540.17, "financial_exposure_usd": 5110227.03, "recoverable_pct": 0.94 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107572", "label": "benign", "label_confidence": 0.599, "severity": "high", "timestamp": "2026-01-06T06:12:00Z", "trace_id": "21bec14c-3d8c-4a3d-777e-193c6eed990f" }
{ "account_age_days": 1083, "account_id": "ACCT-90DFF92D65DC", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.913 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 250, "timestamp": "2026-01-06T04:16:00Z", "transaction_amount_usd": 16.55 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.501, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1575.05, "financial_exposure_usd": 1782.47, "recoverable_pct": 0.425 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104984", "label": "fraudulent", "label_confidence": 0.755, "severity": "low", "timestamp": "2026-01-04T11:04:00Z", "trace_id": "f2157da7-5097-6783-8004-28df53e94605" }
{ "account_age_days": 1255, "account_id": "ACCT-0AB5ABC4B16C", "baseline_risk_score": 0.317, "kyc_tier": "tier_2", "session_entropy": 0.123 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 279, "timestamp": "2026-01-04T11:04:00Z", "transaction_amount_usd": 513818.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.671, "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": 1569026.01, "financial_exposure_usd": 2223529.47, "recoverable_pct": 0.677 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107255", "label": "benign", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-06T00:55:00Z", "trace_id": "e92cfb89-d87a-3fb5-c11b-8d61a8dc5a81" }
{ "account_age_days": 1432, "account_id": "ACCT-7E9B8DA8C607", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1166, "timestamp": "2026-01-06T00:55:00Z", "transaction_amount_usd": 14691.05 }, { "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": 0.546, "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": 3036.58, "financial_exposure_usd": 5251.96, "recoverable_pct": 0.649 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101334", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-01T22:14:00Z", "trace_id": "5f1e4aa5-8ca9-50c4-dc82-1a3f12669dac" }
{ "account_age_days": 1528, "account_id": "ACCT-012028D13A04", "baseline_risk_score": 0.428, "kyc_tier": "tier_3", "session_entropy": 0.543 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 257, "timestamp": "2026-01-01T22:14:00Z", "transaction_amount_usd": 83392.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.455, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 381876.41, "financial_exposure_usd": 713377.71, "recoverable_pct": 0.543 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107577", "label": "benign", "label_confidence": 0.608, "severity": "medium", "timestamp": "2026-01-06T06:17:00Z", "trace_id": "76372a47-21cf-12d2-6393-fa207b96275a" }
{ "account_age_days": 1826, "account_id": "ACCT-F6CA090162FB", "baseline_risk_score": 0.182, "kyc_tier": "tier_3", "session_entropy": 0.106 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 387, "timestamp": "2026-01-06T06:17:00Z", "transaction_amount_usd": 9443.42 }, { "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": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1974.88, "financial_exposure_usd": 3209.27, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101487", "label": "fraudulent", "label_confidence": 0.795, "severity": "high", "timestamp": "2026-01-02T00:47:00Z", "trace_id": "3cc5b7b4-b250-c129-c9be-e57fb0b3954d" }
{ "account_age_days": 1915, "account_id": "ACCT-D017BA287E7C", "baseline_risk_score": 0.603, "kyc_tier": "tier_2", "session_entropy": 0.327 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1047, "timestamp": "2026-01-02T00:47:00Z", "transaction_amount_usd": 18829.1 }, { "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": 0.812, "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": 360831.08, "financial_exposure_usd": 487811.88, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107524", "label": "benign", "label_confidence": 0.507, "severity": "low", "timestamp": "2026-01-06T05:24:00Z", "trace_id": "98b87c95-c6fb-7ac9-bc8c-d61b4c99d7bf" }
{ "account_age_days": 1825, "account_id": "ACCT-416F5EBA8003", "baseline_risk_score": 0.112, "kyc_tier": "tier_1", "session_entropy": 0.893 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 264, "timestamp": "2026-01-06T05:24:00Z", "transaction_amount_usd": 9964.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 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_tr...
{ "customer_funds_at_risk_usd": 1480.23, "financial_exposure_usd": 1662.88, "recoverable_pct": 0.887 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103273", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-03T06:33:00Z", "trace_id": "f2fed9fb-96d2-caf7-16e5-2bd67d4a3b1c" }
{ "account_age_days": 1129, "account_id": "ACCT-D766B6331D0F", "baseline_risk_score": 0.358, "kyc_tier": "tier_1", "session_entropy": 0.22 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 595, "timestamp": "2026-01-03T06:33:00Z", "transaction_amount_usd": 36256.05 }, { "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": 0.531, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 697239.82, "financial_exposure_usd": 778862.22, "recoverable_pct": 0.777 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105160", "label": "fraudulent", "label_confidence": 0.748, "severity": "medium", "timestamp": "2026-01-04T14:00:00Z", "trace_id": "94073ca9-b7d2-ec00-8d8a-afbec2ef2c54" }
{ "account_age_days": 1279, "account_id": "ACCT-9A3ADD06362C", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.936 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 899, "timestamp": "2026-01-04T14:00:00Z", "transaction_amount_usd": 674962.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "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": 3876904.83, "financial_exposure_usd": 4621172.03, "recoverable_pct": 0.51 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109149", "label": "benign", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-07T08:29:00Z", "trace_id": "6107ebca-219b-e572-06c0-b1c8a27bed43" }
{ "account_age_days": 59, "account_id": "ACCT-32BD8843DB48", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.83 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 561, "timestamp": "2026-01-07T08:29:00Z", "transaction_amount_usd": 1349.98 }, { "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": 0.745, "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": 3609.06, "financial_exposure_usd": 3821.78, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101605", "label": "fraudulent", "label_confidence": 0.751, "severity": "critical", "timestamp": "2026-01-02T02:45:00Z", "trace_id": "682b1633-27f6-1bb3-ea68-78a82d64f45f" }
{ "account_age_days": 563, "account_id": "ACCT-D633F5F992B1", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.656 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 424, "timestamp": "2026-01-02T02:45:00Z", "transaction_amount_usd": 82367.98 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.395, "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": 493678.67, "financial_exposure_usd": 922808.35, "recoverable_pct": 0.054 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106376", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-05T10:16:00Z", "trace_id": "3f123121-b18a-e8fd-cd7c-32cce272274b" }
{ "account_age_days": 1045, "account_id": "ACCT-29AFB3FADBF4", "baseline_risk_score": 0.125, "kyc_tier": "tier_1", "session_entropy": 0.491 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 213, "timestamp": "2026-01-05T10:16:00Z", "transaction_amount_usd": 1795240.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "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": 4917345.64, "financial_exposure_usd": 5128287.96, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108876", "label": "benign", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-07T03:56:00Z", "trace_id": "32d0fe23-572a-6c13-159d-d722052ec16b" }
{ "account_age_days": 331, "account_id": "ACCT-6A88731F127D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.89 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 232, "timestamp": "2026-01-07T03:56:00Z", "transaction_amount_usd": 8750.05 }, { "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": 0.559, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 375.63, "financial_exposure_usd": 412.91, "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-100495", "label": "fraudulent", "label_confidence": 0.754, "severity": "low", "timestamp": "2026-01-01T08:15:00Z", "trace_id": "3add0e25-9fa9-3fb9-d44e-6215f5ef1ebd" }
{ "account_age_days": 1767, "account_id": "ACCT-911DDF90AE5A", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.425 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 93, "timestamp": "2026-01-01T08:15:00Z", "transaction_amount_usd": 29442.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.934, "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": 907635.5, "financial_exposure_usd": 911255.28, "recoverable_pct": 0.441 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104461", "label": "fraudulent", "label_confidence": 0.623, "severity": "low", "timestamp": "2026-01-04T02:21:00Z", "trace_id": "b766ed01-65d9-3b82-621d-1f55d8826125" }
{ "account_age_days": 263, "account_id": "ACCT-FD881007218B", "baseline_risk_score": 0.141, "kyc_tier": "tier_3", "session_entropy": 0.492 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1074, "timestamp": "2026-01-04T02:21:00Z", "transaction_amount_usd": 2047745.8 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.43, "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 AN...
{ "customer_funds_at_risk_usd": 3445897.5, "financial_exposure_usd": 6569011.79, "recoverable_pct": 0.69 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107110", "label": "benign", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-05T22:30:00Z", "trace_id": "c920bb63-04c0-1029-5fcb-0788f38f1a68" }
{ "account_age_days": 458, "account_id": "ACCT-3BFAA52C07A3", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.404 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 334, "timestamp": "2026-01-05T22:30:00Z", "transaction_amount_usd": 357.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.757, "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": 2247.61, "financial_exposure_usd": 3511.53, "recoverable_pct": 0.644 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101687", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-02T04:07:00Z", "trace_id": "37a57d9a-161a-d433-d658-f370598d5fa8" }
{ "account_age_days": 336, "account_id": "ACCT-10ABD5472703", "baseline_risk_score": 0.407, "kyc_tier": "tier_1", "session_entropy": 0.181 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 668, "timestamp": "2026-01-02T04:07:00Z", "transaction_amount_usd": 77009.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.521, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 274096.03, "financial_exposure_usd": 469644.73, "recoverable_pct": 0.611 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105819", "label": "fraudulent", "label_confidence": 0.934, "severity": "low", "timestamp": "2026-01-05T00:59:00Z", "trace_id": "5a27f42d-b516-2a94-35ba-313901f27eb2" }
{ "account_age_days": 1068, "account_id": "ACCT-205D946E44AD", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.671 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 944, "timestamp": "2026-01-05T00:59:00Z", "transaction_amount_usd": 263901.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.913, "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": 6005541.96, "financial_exposure_usd": 7472379.69, "recoverable_pct": 0.541 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105175", "label": "fraudulent", "label_confidence": 0.607, "severity": "medium", "timestamp": "2026-01-04T14:15:00Z", "trace_id": "21be45c9-6cd8-2a7d-477e-0e7cab35a8fd" }
{ "account_age_days": 1087, "account_id": "ACCT-BF88213926A9", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.894 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 483, "timestamp": "2026-01-04T14:15:00Z", "transaction_amount_usd": 682098.18 }, { "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": 0.475, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3045784.64, "financial_exposure_usd": 5416794.89, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105540", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-04T20:20:00Z", "trace_id": "96054055-08c2-9734-1ba9-96d6588d87a5" }
{ "account_age_days": 1920, "account_id": "ACCT-4FEB2030E483", "baseline_risk_score": 0.169, "kyc_tier": "tier_3", "session_entropy": 0.633 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 879, "timestamp": "2026-01-04T20:20:00Z", "transaction_amount_usd": 1691018.62 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.811, "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": 3003349.33, "financial_exposure_usd": 4274938.08, "recoverable_pct": 0.447 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101642", "label": "fraudulent", "label_confidence": 0.806, "severity": "critical", "timestamp": "2026-01-02T03:22:00Z", "trace_id": "2350f70f-6771-6c15-3cc3-6fd3f4b1cf61" }
{ "account_age_days": 1371, "account_id": "ACCT-CEFDD2501C76", "baseline_risk_score": 0.583, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 332, "timestamp": "2026-01-02T03:22:00Z", "transaction_amount_usd": 53062 }, { "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": 0.397, "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": 402245.92, "financial_exposure_usd": 467889.04, "recoverable_pct": 0.299 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109315", "label": "benign", "label_confidence": 0.561, "severity": "high", "timestamp": "2026-01-07T11:15:00Z", "trace_id": "f4495325-47a9-6339-b4e3-dc08fea402bc" }
{ "account_age_days": 155, "account_id": "ACCT-2A98D152EC47", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.821 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 214, "timestamp": "2026-01-07T08:58:00Z", "transaction_amount_usd": 3.52 }, { "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": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 670.27, "financial_exposure_usd": 1467.96, "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-103949", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-03T17:49:00Z", "trace_id": "3a40d185-bc30-382d-0696-c261b1596210" }
{ "account_age_days": 650, "account_id": "ACCT-4B7A5C76E79A", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.118 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 854, "timestamp": "2026-01-03T17:49:00Z", "transaction_amount_usd": 1689501.68 }, { "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": 0.732, "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": 5133811.79, "financial_exposure_usd": 5920806.82, "recoverable_pct": 0.897 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103940", "label": "fraudulent", "label_confidence": 0.693, "severity": "critical", "timestamp": "2026-01-03T17:40:00Z", "trace_id": "5fe81cb0-8ff0-e75d-17e1-22ca44de7b5f" }
{ "account_age_days": 1279, "account_id": "ACCT-9E160F597268", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.625 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 755, "timestamp": "2026-01-03T17:40:00Z", "transaction_amount_usd": 496738.29 }, { "asset": "GBP", "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": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2246601.48, "financial_exposure_usd": 3355092.99, "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-106021", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-05T04:21:00Z", "trace_id": "ba2add7e-dcdb-3b42-7724-d046f9321bb6" }
{ "account_age_days": 1129, "account_id": "ACCT-78825C99D7C4", "baseline_risk_score": 0.155, "kyc_tier": "tier_1", "session_entropy": 0.247 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 220, "timestamp": "2026-01-05T04:21:00Z", "transaction_amount_usd": 1936225.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3403367.36, "financial_exposure_usd": 5556401.49, "recoverable_pct": 0.588 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100516", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-01T08:36:00Z", "trace_id": "7424f902-4023-d444-2542-7d14c349263f" }
{ "account_age_days": 300, "account_id": "ACCT-94E91738713E", "baseline_risk_score": 0.417, "kyc_tier": "tier_1", "session_entropy": 0.352 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 575, "timestamp": "2026-01-01T08:36:00Z", "transaction_amount_usd": 18400.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.486, "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": 282741.69, "financial_exposure_usd": 502343.1, "recoverable_pct": 0.337 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108951", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-07T05:11:00Z", "trace_id": "acabb2c0-c16e-b492-1840-4809b16e952d" }
{ "account_age_days": 419, "account_id": "ACCT-E5CD45CE93F2", "baseline_risk_score": 0.187, "kyc_tier": "tier_3", "session_entropy": 0.386 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1120, "timestamp": "2026-01-07T05:11:00Z", "transaction_amount_usd": 1304.97 }, { "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": 0.567, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1731.32, "financial_exposure_usd": 2104.27, "recoverable_pct": 0.578 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109280", "label": "benign", "label_confidence": 0.555, "severity": "medium", "timestamp": "2026-01-07T10:40:00Z", "trace_id": "ee78260c-0d54-809b-8b88-c66307542fad" }
{ "account_age_days": 520, "account_id": "ACCT-8C51F77052C5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.412 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 400, "timestamp": "2026-01-07T07:28:00Z", "transaction_amount_usd": 14.67 }, { "asset": "USDT", "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": 0.529, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 881.94, "financial_exposure_usd": 977.11, "recoverable_pct": 0.517 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107265", "label": "benign", "label_confidence": 0.503, "severity": "high", "timestamp": "2026-01-06T01:05:00Z", "trace_id": "da302ad8-9497-db50-cb59-7c35c434919e" }
{ "account_age_days": 563, "account_id": "ACCT-D28935DD9495", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 874, "timestamp": "2026-01-06T01:05:00Z", "transaction_amount_usd": 5037.31 }, { "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": 0.641, "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": 2019.35, "financial_exposure_usd": 2316.29, "recoverable_pct": 0.678 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103177", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-03T04:57:00Z", "trace_id": "d8b7a8aa-4664-2bf3-3d00-a7a5d6489fc7" }
{ "account_age_days": 1017, "account_id": "ACCT-45768B9C88BB", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.21 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 301, "timestamp": "2026-01-03T04:57:00Z", "transaction_amount_usd": 8479.03 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.762, "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": 511494.45, "financial_exposure_usd": 937187.14, "recoverable_pct": 0.131 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105767", "label": "fraudulent", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-05T00:07:00Z", "trace_id": "4992a88b-6d21-0bd8-b776-638cc88529a4" }
{ "account_age_days": 1869, "account_id": "ACCT-39E729423BE8", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.675 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 254, "timestamp": "2026-01-05T00:07:00Z", "transaction_amount_usd": 602223.04 }, { "asset": "USDT", "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": 0.8, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 3135507.16, "financial_exposure_usd": 4271804.55, "recoverable_pct": 0.718 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100040", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-01T00:40:00Z", "trace_id": "085eb489-4ac6-6780-3874-9f3cc2d49b56" }
{ "account_age_days": 1562, "account_id": "ACCT-5274EE11B61D", "baseline_risk_score": 0.301, "kyc_tier": "tier_3", "session_entropy": 0.804 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 361, "timestamp": "2025-12-31T18:59:00Z", "transaction_amount_usd": 14.14 }, { "asset": "BTC", "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": 0.644, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 203595.07, "financial_exposure_usd": 262132.48, "recoverable_pct": 0.319 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100701", "label": "fraudulent", "label_confidence": 0.917, "severity": "critical", "timestamp": "2026-01-01T11:41:00Z", "trace_id": "f5015e55-e5dd-259d-f3e0-97123e29310c" }
{ "account_age_days": 1028, "account_id": "ACCT-447293E1626F", "baseline_risk_score": 0.394, "kyc_tier": "tier_2", "session_entropy": 0.938 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 140, "timestamp": "2026-01-01T11:41:00Z", "transaction_amount_usd": 64005.38 }, { "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": 0.451, "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": 337167.3, "financial_exposure_usd": 575441.61, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106038", "label": "fraudulent", "label_confidence": 0.605, "severity": "high", "timestamp": "2026-01-05T04:38:00Z", "trace_id": "90ed778d-6782-b359-8bfe-890fcec62cf8" }
{ "account_age_days": 1796, "account_id": "ACCT-0D53352B0479", "baseline_risk_score": 0.094, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 910, "timestamp": "2026-01-05T04:38:00Z", "transaction_amount_usd": 1057879.75 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "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": 1747517.28, "financial_exposure_usd": 2205877.53, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107320", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-06T02:00:00Z", "trace_id": "a1f8f1bb-4bc8-a148-294b-50f74881fe68" }
{ "account_age_days": 828, "account_id": "ACCT-5C7992B8A7C7", "baseline_risk_score": 0.193, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 395, "timestamp": "2026-01-05T23:33:00Z", "transaction_amount_usd": 12.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.728, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1358.81, "financial_exposure_usd": 1809.55, "recoverable_pct": 0.427 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106341", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-05T09:41:00Z", "trace_id": "1f7feba0-5bf4-1395-18a0-619787786f85" }
{ "account_age_days": 1648, "account_id": "ACCT-C190F89087B6", "baseline_risk_score": 0.216, "kyc_tier": "tier_3", "session_entropy": 0.825 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 126, "timestamp": "2026-01-05T05:32:00Z", "transaction_amount_usd": 23.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.887, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1133033.46, "financial_exposure_usd": 2372297.1, "recoverable_pct": 0.601 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106150", "label": "fraudulent", "label_confidence": 0.944, "severity": "low", "timestamp": "2026-01-05T06:30:00Z", "trace_id": "c5168c92-9f74-cfbe-e1b1-f674a5b3ea12" }
{ "account_age_days": 290, "account_id": "ACCT-71FD31EBD3E0", "baseline_risk_score": 0.269, "kyc_tier": "tier_1", "session_entropy": 0.416 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 185, "timestamp": "2026-01-05T03:36:00Z", "transaction_amount_usd": 17.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.548, "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": 649217.67, "financial_exposure_usd": 991347.28, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105970", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-05T03:30:00Z", "trace_id": "3e452ef5-81e8-561c-2433-38443d1890ed" }
{ "account_age_days": 1998, "account_id": "ACCT-9186DC023547", "baseline_risk_score": 0.078, "kyc_tier": "tier_1", "session_entropy": 0.351 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 781, "timestamp": "2026-01-05T03:30:00Z", "transaction_amount_usd": 1260675.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.947, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1150384.72, "financial_exposure_usd": 1763175.96, "recoverable_pct": 0.937 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102268", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-02T13:48:00Z", "trace_id": "ee648fcb-f9cb-e017-16d5-b95a43aec823" }
{ "account_age_days": 773, "account_id": "ACCT-DF2D5502264A", "baseline_risk_score": 0.556, "kyc_tier": "tier_1", "session_entropy": 0.314 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 167, "timestamp": "2026-01-02T12:56:00Z", "transaction_amount_usd": 2.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.648, "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": 502011.16, "financial_exposure_usd": 1031403.32, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104728", "label": "fraudulent", "label_confidence": 0.82, "severity": "high", "timestamp": "2026-01-04T06:48:00Z", "trace_id": "1da9bcd9-4d58-0e61-2a5a-6798d65c8a8e" }
{ "account_age_days": 1786, "account_id": "ACCT-5B7933588EDD", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.174 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 332, "timestamp": "2026-01-04T06:48:00Z", "transaction_amount_usd": 288169.84 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.587, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3724197.51, "financial_exposure_usd": 5688265.35, "recoverable_pct": 0.578 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108292", "label": "benign", "label_confidence": 0.709, "severity": "critical", "timestamp": "2026-01-06T18:12:00Z", "trace_id": "2880a97a-f93d-4b5b-dabb-ff7516e1ccfd" }
{ "account_age_days": 1975, "account_id": "ACCT-129654063383", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.583 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 125, "timestamp": "2026-01-06T18:12:00Z", "transaction_amount_usd": 2126.48 }, { "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": 0.492, "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": 3686.53, "financial_exposure_usd": 5192.46, "recoverable_pct": 0.794 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }