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-105104", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-04T13:04:00Z", "trace_id": "e6d7fa5f-ad11-4f57-9f86-b97e7e373891" }
{ "account_age_days": 1605, "account_id": "ACCT-F307D1BD3434", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.392 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 181, "timestamp": "2026-01-04T07:03:00Z", "transaction_amount_usd": 10.81 }, { "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": 0.459, "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": 6740525.38, "financial_exposure_usd": 8706112.85, "recoverable_pct": 0.841 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106115", "label": "fraudulent", "label_confidence": 0.932, "severity": "high", "timestamp": "2026-01-05T05:55:00Z", "trace_id": "46925db3-21e5-159e-5726-a767c947972d" }
{ "account_age_days": 1488, "account_id": "ACCT-76401B0DE701", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.176 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 92, "timestamp": "2026-01-05T05:55:00Z", "transaction_amount_usd": 2773211.31 }, { "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": 0.586, "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": 2485507.12, "financial_exposure_usd": 4005018.37, "recoverable_pct": 0.608 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100919", "label": "fraudulent", "label_confidence": 0.845, "severity": "low", "timestamp": "2026-01-01T15:19:00Z", "trace_id": "78e3ae37-cffa-9985-355b-08dd1278e7dc" }
{ "account_age_days": 91, "account_id": "ACCT-F88BEBFB6702", "baseline_risk_score": 0.294, "kyc_tier": "tier_1", "session_entropy": 0.665 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 542, "timestamp": "2026-01-01T15:19:00Z", "transaction_amount_usd": 113456.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.716, "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": 498265.91, "financial_exposure_usd": 697072.97, "recoverable_pct": 0.724 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108645", "label": "benign", "label_confidence": 0.519, "severity": "high", "timestamp": "2026-01-07T00:05:00Z", "trace_id": "4c366945-6897-3133-dd7e-6b90ca1b5402" }
{ "account_age_days": 1351, "account_id": "ACCT-77B70EC65D2E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 90, "timestamp": "2026-01-07T00:05:00Z", "transaction_amount_usd": 9602.5 }, { "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": 0.781, "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": 543.42, "financial_exposure_usd": 1000.24, "recoverable_pct": 0.929 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106132", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-05T06:12:00Z", "trace_id": "b7818192-26e4-5180-bcd2-db46e676a583" }
{ "account_age_days": 243, "account_id": "ACCT-3B8D3957400E", "baseline_risk_score": 0.215, "kyc_tier": "tier_3", "session_entropy": 0.266 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 487, "timestamp": "2026-01-05T06:12:00Z", "transaction_amount_usd": 2936249.52 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.51, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4961129.81, "financial_exposure_usd": 6283098.54, "recoverable_pct": 0.452 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107769", "label": "benign", "label_confidence": 0.451, "severity": "medium", "timestamp": "2026-01-06T09:29:00Z", "trace_id": "468edfab-ac4d-81cc-ceb1-5a3415145529" }
{ "account_age_days": 1764, "account_id": "ACCT-51D282D45FC7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.28 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 365, "timestamp": "2026-01-06T06:06:00Z", "transaction_amount_usd": 22.61 }, { "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": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4019.95, "financial_exposure_usd": 5592.55, "recoverable_pct": 0.682 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109141", "label": "benign", "label_confidence": 0.64, "severity": "low", "timestamp": "2026-01-07T08:21:00Z", "trace_id": "60895b0d-7783-7cef-09fc-2f01af7b6059" }
{ "account_age_days": 204, "account_id": "ACCT-CA44BB6B3854", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 476, "timestamp": "2026-01-07T08:21:00Z", "transaction_amount_usd": 13535.18 }, { "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": 0.657, "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": 930.23, "financial_exposure_usd": 1687.07, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100072", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-01T01:12:00Z", "trace_id": "a55fa725-bcb3-c168-b706-2cfa29cc0789" }
{ "account_age_days": 1576, "account_id": "ACCT-033AC4D6D408", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.204 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 636, "timestamp": "2026-01-01T01:12:00Z", "transaction_amount_usd": 26860.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.581, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 727581.07, "financial_exposure_usd": 1326982.74, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100161", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-01T02:41:00Z", "trace_id": "706ad042-ae6b-0455-9cdd-d7c2d25a0b3f" }
{ "account_age_days": 1351, "account_id": "ACCT-47414CA423D9", "baseline_risk_score": 0.475, "kyc_tier": "tier_2", "session_entropy": 0.767 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 572, "timestamp": "2026-01-01T02:41:00Z", "transaction_amount_usd": 52166.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.391, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 282108.11, "financial_exposure_usd": 450714.11, "recoverable_pct": 0.401 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107331", "label": "benign", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-06T02:11:00Z", "trace_id": "44a8e9f5-407e-c788-f797-7016bba88222" }
{ "account_age_days": 803, "account_id": "ACCT-8CDA3E19AC72", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.55 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 175, "timestamp": "2026-01-06T01:23:00Z", "transaction_amount_usd": 16.8 }, { "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": 0.5, "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_tr...
{ "customer_funds_at_risk_usd": 1829.36, "financial_exposure_usd": 2045.89, "recoverable_pct": 0.785 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108869", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-07T03:49:00Z", "trace_id": "737f5d6b-f70f-ee64-ed1b-6ee1bd699f1d" }
{ "account_age_days": 1434, "account_id": "ACCT-C644ADC1986F", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.674 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 544, "timestamp": "2026-01-07T03:49:00Z", "transaction_amount_usd": 12140.76 }, { "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": 0.597, "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": 3551.42, "financial_exposure_usd": 3921.1, "recoverable_pct": 0.948 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109397", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-07T12:37:00Z", "trace_id": "c7498160-62eb-3c33-add5-bcc86762d5ba" }
{ "account_age_days": 55, "account_id": "ACCT-3500D082C8C9", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.278 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1159, "timestamp": "2026-01-07T12:37:00Z", "transaction_amount_usd": 4516.68 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.496, "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": 725.74, "financial_exposure_usd": 1445.51, "recoverable_pct": 0.433 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108162", "label": "benign", "label_confidence": 0.489, "severity": "low", "timestamp": "2026-01-06T16:02:00Z", "trace_id": "f747d5e6-f664-d25e-6f56-eafea89acf55" }
{ "account_age_days": 1768, "account_id": "ACCT-7BDC74FC0AC0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.779 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 256, "timestamp": "2026-01-06T16:02:00Z", "transaction_amount_usd": 7633.66 }, { "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": 0.543, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 935.82, "financial_exposure_usd": 1040.23, "recoverable_pct": 0.589 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102218", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-02T12:58:00Z", "trace_id": "d585c06b-2974-2d62-f302-3d9f418efe8d" }
{ "account_age_days": 1162, "account_id": "ACCT-B9229F6D8571", "baseline_risk_score": 0.268, "kyc_tier": "tier_1", "session_entropy": 0.778 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 94, "timestamp": "2026-01-02T02:57:00Z", "transaction_amount_usd": 21.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.61, "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 HAVIN...
{ "customer_funds_at_risk_usd": 303434.12, "financial_exposure_usd": 328475.21, "recoverable_pct": 0.674 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108047", "label": "benign", "label_confidence": 0.545, "severity": "medium", "timestamp": "2026-01-06T14:07:00Z", "trace_id": "aac7c0c5-e6f5-d426-c4c1-4ed6dbf62a08" }
{ "account_age_days": 479, "account_id": "ACCT-D6082F98D5F0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.489 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1146, "timestamp": "2026-01-06T14:07:00Z", "transaction_amount_usd": 13024.98 }, { "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": 0.529, "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": 979.4, "financial_exposure_usd": 1310.84, "recoverable_pct": 0.957 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106917", "label": "benign", "label_confidence": 0.496, "severity": "high", "timestamp": "2026-01-05T19:17:00Z", "trace_id": "dd0fb79b-d66a-7995-e55c-1c675cd0ea62" }
{ "account_age_days": 344, "account_id": "ACCT-8283D324CF6C", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.134 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 198, "timestamp": "2026-01-05T19:17:00Z", "transaction_amount_usd": 3472.38 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 53.53, "financial_exposure_usd": 79.86, "recoverable_pct": 0.662 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102697", "label": "fraudulent", "label_confidence": 0.823, "severity": "critical", "timestamp": "2026-01-02T20:57:00Z", "trace_id": "34cc14c3-3d99-1b35-fea1-fc5a1e3f6ebb" }
{ "account_age_days": 225, "account_id": "ACCT-B7954D37C338", "baseline_risk_score": 0.525, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 134, "timestamp": "2026-01-02T12:08:00Z", "transaction_amount_usd": 5.18 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.44, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 759501.4, "financial_exposure_usd": 1033713.08, "recoverable_pct": 0.107 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106850", "label": "benign", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-05T18:10:00Z", "trace_id": "31aafa27-e201-0c61-9c87-93f4323ad625" }
{ "account_age_days": 1968, "account_id": "ACCT-0B0F6FAA40E7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.928 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 135, "timestamp": "2026-01-05T18:10:00Z", "transaction_amount_usd": 3961.15 }, { "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": 0.689, "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": 2199.1, "financial_exposure_usd": 2359.33, "recoverable_pct": 0.927 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104499", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-04T02:59:00Z", "trace_id": "0fd8ddf9-001d-8dc2-9926-a8f998fd2977" }
{ "account_age_days": 383, "account_id": "ACCT-C1FAAA3A9871", "baseline_risk_score": 0.305, "kyc_tier": "tier_1", "session_entropy": 0.48 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1150, "timestamp": "2026-01-04T02:59:00Z", "transaction_amount_usd": 2731002.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.779, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5259087.32, "financial_exposure_usd": 7423653.78, "recoverable_pct": 0.98 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108330", "label": "benign", "label_confidence": 0.611, "severity": "medium", "timestamp": "2026-01-06T18:50:00Z", "trace_id": "214d80c2-418c-d161-b394-6c057ba2ac20" }
{ "account_age_days": 741, "account_id": "ACCT-5C9390953A6D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.666 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 440, "timestamp": "2026-01-06T18:50:00Z", "transaction_amount_usd": 2755.7 }, { "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": 0.663, "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": 2977.72, "financial_exposure_usd": 3336.05, "recoverable_pct": 0.818 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103685", "label": "fraudulent", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-03T13:25:00Z", "trace_id": "22cd1f4e-2db7-6ca9-72f6-b384a832aea3" }
{ "account_age_days": 836, "account_id": "ACCT-A806CCC3C673", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.711 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 352, "timestamp": "2026-01-03T04:16:00Z", "transaction_amount_usd": 0.28 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.75, "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 AN...
{ "customer_funds_at_risk_usd": 2438803.32, "financial_exposure_usd": 3806614.48, "recoverable_pct": 0.635 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108000", "label": "benign", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-06T13:20:00Z", "trace_id": "2c634618-042f-f745-864a-ec9d8980ebfb" }
{ "account_age_days": 33, "account_id": "ACCT-EEF8E82307C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.63 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 234, "timestamp": "2026-01-06T13:20:00Z", "transaction_amount_usd": 7756.4 }, { "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": 0.53, "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": 2726.49, "financial_exposure_usd": 2926.05, "recoverable_pct": 0.931 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106508", "label": "fraudulent", "label_confidence": 0.929, "severity": "high", "timestamp": "2026-01-05T12:28:00Z", "trace_id": "7dd24b9b-0d61-7330-af9c-de74e29c0b1f" }
{ "account_age_days": 730, "account_id": "ACCT-FEA526C81D42", "baseline_risk_score": 0.364, "kyc_tier": "tier_3", "session_entropy": 0.545 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1105, "timestamp": "2026-01-05T12:28:00Z", "transaction_amount_usd": 1998208.9 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.838, "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": 1796522.51, "financial_exposure_usd": 3578184.08, "recoverable_pct": 0.87 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103895", "label": "fraudulent", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-03T16:55:00Z", "trace_id": "70a6d429-aa8a-9ac3-1996-a672c1cb2658" }
{ "account_age_days": 1994, "account_id": "ACCT-C9FBE9EF0B60", "baseline_risk_score": 0.246, "kyc_tier": "tier_1", "session_entropy": 0.49 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 211, "timestamp": "2026-01-03T07:54:00Z", "transaction_amount_usd": 10.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6295898.32, "financial_exposure_usd": 7291070.05, "recoverable_pct": 0.522 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104460", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-04T02:20:00Z", "trace_id": "7f80c8b1-ddf4-f06b-0d4f-a4942c0696c8" }
{ "account_age_days": 98, "account_id": "ACCT-0FD55ED8EF73", "baseline_risk_score": 0.351, "kyc_tier": "tier_3", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 209, "timestamp": "2026-01-03T22:33:00Z", "transaction_amount_usd": 17.86 }, { "asset": "USD", "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": 0.716, "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": 1502276.73, "financial_exposure_usd": 2988756.33, "recoverable_pct": 0.428 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106462", "label": "fraudulent", "label_confidence": 0.717, "severity": "low", "timestamp": "2026-01-05T11:42:00Z", "trace_id": "b7b96aa1-8a8b-4f2d-1bb3-ed48fee7d1dc" }
{ "account_age_days": 75, "account_id": "ACCT-7059E17C6607", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.786 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 915, "timestamp": "2026-01-05T11:42:00Z", "transaction_amount_usd": 2191683.09 }, { "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": 0.423, "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": 1272879.48, "financial_exposure_usd": 2967908.53, "recoverable_pct": 0.618 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101458", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-02T00:18:00Z", "trace_id": "017f5d87-a6d0-4fa1-682b-73d8db53c784" }
{ "account_age_days": 996, "account_id": "ACCT-63CDACFA202B", "baseline_risk_score": 0.568, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 650, "timestamp": "2026-01-02T00:18:00Z", "transaction_amount_usd": 46531.67 }, { "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": 0.919, "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": 343366.07, "financial_exposure_usd": 498728.71, "recoverable_pct": 0.531 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100023", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-01T00:23:00Z", "trace_id": "a3925731-6b79-afcc-3d0a-5f0c0c394ec7" }
{ "account_age_days": 92, "account_id": "ACCT-0977C513752A", "baseline_risk_score": 0.575, "kyc_tier": "tier_1", "session_entropy": 0.349 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1135, "timestamp": "2026-01-01T00:23:00Z", "transaction_amount_usd": 13747.52 }, { "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": 0.539, "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": 431084.02, "financial_exposure_usd": 607819.65, "recoverable_pct": 0.841 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106349", "label": "fraudulent", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-05T09:49:00Z", "trace_id": "6704031a-80c1-ee2f-0cda-bfeee8d643f2" }
{ "account_age_days": 745, "account_id": "ACCT-061CA9A08D06", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.799 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 957, "timestamp": "2026-01-05T09:49:00Z", "transaction_amount_usd": 1779713.06 }, { "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": 0.359, "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": 1995704.14, "financial_exposure_usd": 2544110.65, "recoverable_pct": 0.979 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106812", "label": "benign", "label_confidence": 0.505, "severity": "medium", "timestamp": "2026-01-05T17:32:00Z", "trace_id": "c55e8229-9118-0df9-1d97-d46f3f472e28" }
{ "account_age_days": 1587, "account_id": "ACCT-B81CFB0A876D", "baseline_risk_score": 0.075, "kyc_tier": "tier_1", "session_entropy": 0.775 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 947, "timestamp": "2026-01-05T17:32:00Z", "transaction_amount_usd": 11216.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.63, "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_tr...
{ "customer_funds_at_risk_usd": 2692.18, "financial_exposure_usd": 4945.15, "recoverable_pct": 0.771 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103292", "label": "fraudulent", "label_confidence": 0.851, "severity": "medium", "timestamp": "2026-01-03T06:52:00Z", "trace_id": "e6885ee0-52e3-66bc-37fe-39d37d4e5a34" }
{ "account_age_days": 294, "account_id": "ACCT-40983A31649F", "baseline_risk_score": 0.459, "kyc_tier": "tier_2", "session_entropy": 0.158 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 430, "timestamp": "2026-01-03T06:52:00Z", "transaction_amount_usd": 80780.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "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": 96341.59, "financial_exposure_usd": 190709.6, "recoverable_pct": 0.259 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105698", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-04T22:58:00Z", "trace_id": "42af35ec-0c91-f8b1-406a-e1f813d38968" }
{ "account_age_days": 1537, "account_id": "ACCT-EDFD25C47A34", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.205 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 860, "timestamp": "2026-01-04T22:58:00Z", "transaction_amount_usd": 1238561.44 }, { "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": 0.641, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 5658509.77, "financial_exposure_usd": 6202850.27, "recoverable_pct": 0.581 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105834", "label": "fraudulent", "label_confidence": 0.772, "severity": "high", "timestamp": "2026-01-05T01:14:00Z", "trace_id": "3418f35b-025d-6e77-1c3e-5e515d998ab7" }
{ "account_age_days": 1092, "account_id": "ACCT-B5BF370DACF1", "baseline_risk_score": 0.383, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 870, "timestamp": "2026-01-05T01:14:00Z", "transaction_amount_usd": 2397401.86 }, { "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": 0.753, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4544794.73, "financial_exposure_usd": 6331853.79, "recoverable_pct": 0.617 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102110", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-02T11:10:00Z", "trace_id": "28b6b921-791e-7ffc-b5ef-bf9acce981ad" }
{ "account_age_days": 394, "account_id": "ACCT-58542A23BB18", "baseline_risk_score": 0.579, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 757, "timestamp": "2026-01-02T11:10:00Z", "transaction_amount_usd": 87229.25 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.69, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 573071.87, "financial_exposure_usd": 651859.43, "recoverable_pct": 0.081 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103368", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-03T08:08:00Z", "trace_id": "a69c2d86-4045-d72c-e799-1be485fb7d41" }
{ "account_age_days": 630, "account_id": "ACCT-B2719E6C33A1", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.282 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1195, "timestamp": "2026-01-03T08:08:00Z", "transaction_amount_usd": 1603542.44 }, { "asset": "ETH", "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": 0.522, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2236087.43, "financial_exposure_usd": 5336545.18, "recoverable_pct": 0.623 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101174", "label": "fraudulent", "label_confidence": 0.815, "severity": "critical", "timestamp": "2026-01-01T19:34:00Z", "trace_id": "25c2af35-e56c-7c82-0aaf-1b1bac503240" }
{ "account_age_days": 1171, "account_id": "ACCT-ADBF6FB2828E", "baseline_risk_score": 0.6, "kyc_tier": "tier_1", "session_entropy": 0.409 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 456, "timestamp": "2026-01-01T19:34:00Z", "transaction_amount_usd": 86525.93 }, { "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": 0.652, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 440147, "financial_exposure_usd": 520227.57, "recoverable_pct": 0.827 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105114", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-04T13:14:00Z", "trace_id": "4b3cec50-4ca5-f1bb-c1a5-cc6f222a35d9" }
{ "account_age_days": 756, "account_id": "ACCT-199EB22CE1CB", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.428 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 260, "timestamp": "2026-01-04T13:14:00Z", "transaction_amount_usd": 107128.37 }, { "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": 0.458, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2376745.08, "financial_exposure_usd": 4053067.44, "recoverable_pct": 0.56 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103412", "label": "fraudulent", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-03T08:52:00Z", "trace_id": "470af3d0-d255-5c69-3d99-68f0b268c0e4" }
{ "account_age_days": 717, "account_id": "ACCT-251D5341FFF9", "baseline_risk_score": 0.351, "kyc_tier": "tier_2", "session_entropy": 0.783 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 104, "timestamp": "2026-01-03T08:52:00Z", "transaction_amount_usd": 1576734.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.69, "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 p...
{ "customer_funds_at_risk_usd": 3742041.57, "financial_exposure_usd": 4950101.21, "recoverable_pct": 0.953 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109813", "label": "benign", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-07T19:33:00Z", "trace_id": "cba899eb-b814-0c9b-d5e8-f6fb4f1a6c28" }
{ "account_age_days": 1989, "account_id": "ACCT-6E8562E5255D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 143, "timestamp": "2026-01-07T19:33:00Z", "transaction_amount_usd": 8367.36 }, { "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": 0.546, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 390.82, "financial_exposure_usd": 511.41, "recoverable_pct": 0.775 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104773", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-04T07:33:00Z", "trace_id": "dcb0b681-13c5-c2be-f828-40fc807e140c" }
{ "account_age_days": 527, "account_id": "ACCT-BD5B02BCA424", "baseline_risk_score": 0.197, "kyc_tier": "tier_2", "session_entropy": 0.359 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1071, "timestamp": "2026-01-04T07:33:00Z", "transaction_amount_usd": 2507043.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.629, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2855731.9, "financial_exposure_usd": 4468055.35, "recoverable_pct": 0.689 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103676", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-03T13:16:00Z", "trace_id": "39c4f98d-93c7-c690-1dc1-c23df9240c81" }
{ "account_age_days": 161, "account_id": "ACCT-CB4BCEDE556C", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.923 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1067, "timestamp": "2026-01-03T13:16:00Z", "transaction_amount_usd": 2661325.67 }, { "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": 0.608, "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": 5714149.11, "financial_exposure_usd": 5975376.79, "recoverable_pct": 0.786 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102721", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-02T21:21:00Z", "trace_id": "da55199b-7d44-e1b9-f919-89488f381a5e" }
{ "account_age_days": 532, "account_id": "ACCT-301DD209DD36", "baseline_risk_score": 0.368, "kyc_tier": "tier_2", "session_entropy": 0.64 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 341, "timestamp": "2026-01-02T21:21:00Z", "transaction_amount_usd": 9728.39 }, { "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": 0.897, "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": 512614.22, "financial_exposure_usd": 1024744.1, "recoverable_pct": 0.624 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103711", "label": "fraudulent", "label_confidence": 0.74, "severity": "low", "timestamp": "2026-01-03T13:51:00Z", "trace_id": "d1aa0dc3-248f-c736-0b72-f21774f08540" }
{ "account_age_days": 1190, "account_id": "ACCT-624E9E97405D", "baseline_risk_score": 0.218, "kyc_tier": "tier_3", "session_entropy": 0.783 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 372, "timestamp": "2026-01-03T13:51:00Z", "transaction_amount_usd": 1464975.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.946, "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": 6231031.32, "financial_exposure_usd": 7000242.02, "recoverable_pct": 0.819 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108738", "label": "benign", "label_confidence": 0.591, "severity": "medium", "timestamp": "2026-01-07T01:38:00Z", "trace_id": "02eefd8b-6bf7-2525-1e2c-1f5b7d74b548" }
{ "account_age_days": 738, "account_id": "ACCT-C015E8EAA208", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 299, "timestamp": "2026-01-07T01:38:00Z", "transaction_amount_usd": 1115.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.791, "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": 1356.61, "financial_exposure_usd": 2072.06, "recoverable_pct": 0.67 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106173", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-05T06:53:00Z", "trace_id": "2730e788-d9bc-de70-8c50-4e76166bd93e" }
{ "account_age_days": 372, "account_id": "ACCT-A5F1E8FD5FDA", "baseline_risk_score": 0.112, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 216, "timestamp": "2026-01-05T06:53:00Z", "transaction_amount_usd": 1092458.1 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.684, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 9109150.8, "financial_exposure_usd": 9745715.61, "recoverable_pct": 0.409 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102758", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-02T21:58:00Z", "trace_id": "3e04bdc5-85fd-2875-9aee-dce4cea580e0" }
{ "account_age_days": 1125, "account_id": "ACCT-9931A1D6540B", "baseline_risk_score": 0.62, "kyc_tier": "tier_2", "session_entropy": 0.677 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 333, "timestamp": "2026-01-02T10:33:00Z", "transaction_amount_usd": 19.47 }, { "asset": "USDT", "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": 0.499, "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": 720895.72, "financial_exposure_usd": 777884.43, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109289", "label": "benign", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-07T10:49:00Z", "trace_id": "4f01422b-ceb9-3f8f-50db-92b4878cc805" }
{ "account_age_days": 1923, "account_id": "ACCT-21348F5056E2", "baseline_risk_score": 0.076, "kyc_tier": "tier_2", "session_entropy": 0.54 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 955, "timestamp": "2026-01-07T10:49:00Z", "transaction_amount_usd": 9855.92 }, { "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": 0.509, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 548.5, "financial_exposure_usd": 647.88, "recoverable_pct": 0.907 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106183", "label": "fraudulent", "label_confidence": 0.931, "severity": "low", "timestamp": "2026-01-05T07:03:00Z", "trace_id": "c60c9c6c-67a6-5874-5fcc-0ea0eec0b4a4" }
{ "account_age_days": 867, "account_id": "ACCT-1F1759237F14", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.258 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 197, "timestamp": "2026-01-05T02:45:00Z", "transaction_amount_usd": 13.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3398076.06, "financial_exposure_usd": 6557716.7, "recoverable_pct": 0.719 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106716", "label": "benign", "label_confidence": 0.687, "severity": "high", "timestamp": "2026-01-05T15:56:00Z", "trace_id": "b335ab51-1a2e-2768-7e7d-f2d65630c7d8" }
{ "account_age_days": 1779, "account_id": "ACCT-17AE7CCCD59D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1067, "timestamp": "2026-01-05T15:56:00Z", "transaction_amount_usd": 10904.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.765, "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": 3751.42, "financial_exposure_usd": 4887.53, "recoverable_pct": 0.621 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105906", "label": "fraudulent", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-05T02:26:00Z", "trace_id": "b79b94f0-3f32-d6ab-9d76-8e6cae5b17e2" }
{ "account_age_days": 400, "account_id": "ACCT-6150FA06694D", "baseline_risk_score": 0.352, "kyc_tier": "tier_1", "session_entropy": 0.164 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 806, "timestamp": "2026-01-05T02:26:00Z", "transaction_amount_usd": 2492099.57 }, { "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": 0.921, "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": 1294506.7, "financial_exposure_usd": 2776862.73, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101889", "label": "fraudulent", "label_confidence": 0.884, "severity": "medium", "timestamp": "2026-01-02T07:29:00Z", "trace_id": "20d582f2-91a2-71dc-2687-f45143f617d6" }
{ "account_age_days": 1802, "account_id": "ACCT-EE25884094AC", "baseline_risk_score": 0.618, "kyc_tier": "tier_3", "session_entropy": 0.682 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 636, "timestamp": "2026-01-02T07:29:00Z", "transaction_amount_usd": 107806.98 }, { "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": 0.386, "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": 561546.76, "financial_exposure_usd": 1223387.31, "recoverable_pct": 0.783 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106225", "label": "fraudulent", "label_confidence": 0.756, "severity": "high", "timestamp": "2026-01-05T07:45:00Z", "trace_id": "9ded20bf-6e90-79b4-06e5-d2b5980cb44d" }
{ "account_age_days": 150, "account_id": "ACCT-CE13CDC0107F", "baseline_risk_score": 0.138, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 452, "timestamp": "2026-01-05T07:45:00Z", "transaction_amount_usd": 2145234.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5270723.87, "financial_exposure_usd": 6253284.01, "recoverable_pct": 0.935 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103231", "label": "fraudulent", "label_confidence": 0.91, "severity": "medium", "timestamp": "2026-01-03T05:51:00Z", "trace_id": "cc6f07b0-e061-b309-3929-def5bf7eb509" }
{ "account_age_days": 1296, "account_id": "ACCT-49900767E945", "baseline_risk_score": 0.458, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 675, "timestamp": "2026-01-03T05:51:00Z", "transaction_amount_usd": 87120.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.647, "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": 1090004.4, "financial_exposure_usd": 1350559.76, "recoverable_pct": 0.434 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105776", "label": "fraudulent", "label_confidence": 0.88, "severity": "medium", "timestamp": "2026-01-05T00:16:00Z", "trace_id": "d440ba76-df22-3557-e14e-3b4ba790aa45" }
{ "account_age_days": 427, "account_id": "ACCT-E7909DC6F807", "baseline_risk_score": 0.07, "kyc_tier": "tier_3", "session_entropy": 0.213 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 478, "timestamp": "2026-01-05T00:16:00Z", "transaction_amount_usd": 1741574.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.395, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2640267.33, "financial_exposure_usd": 3492462.75, "recoverable_pct": 0.471 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104639", "label": "fraudulent", "label_confidence": 0.706, "severity": "low", "timestamp": "2026-01-04T05:19:00Z", "trace_id": "4bb83ac9-ee64-f617-2ca2-28aca295d0d0" }
{ "account_age_days": 423, "account_id": "ACCT-C0EC9C089C90", "baseline_risk_score": 0.225, "kyc_tier": "tier_1", "session_entropy": 0.893 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 194, "timestamp": "2026-01-03T22:01:00Z", "transaction_amount_usd": 10.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.395, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3469929.82, "financial_exposure_usd": 6465565.02, "recoverable_pct": 0.882 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103367", "label": "fraudulent", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-03T08:07:00Z", "trace_id": "1fe04c19-0349-2028-9f4f-4100018a6b2d" }
{ "account_age_days": 174, "account_id": "ACCT-47D21EEA5487", "baseline_risk_score": 0.094, "kyc_tier": "tier_1", "session_entropy": 0.265 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 188, "timestamp": "2026-01-03T08:07:00Z", "transaction_amount_usd": 2799455.62 }, { "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": 0.682, "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": 4266052, "financial_exposure_usd": 7722741.61, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104160", "label": "fraudulent", "label_confidence": 0.84, "severity": "critical", "timestamp": "2026-01-03T21:20:00Z", "trace_id": "b39279dc-29b2-78c7-3e4e-3c28b1f53967" }
{ "account_age_days": 1470, "account_id": "ACCT-CAF6F94A91C5", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.253 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 452, "timestamp": "2026-01-03T21:20:00Z", "transaction_amount_usd": 597985.82 }, { "asset": "USD", "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": 0.591, "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": 5426178.33, "financial_exposure_usd": 6255108.5, "recoverable_pct": 0.918 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104871", "label": "fraudulent", "label_confidence": 0.626, "severity": "critical", "timestamp": "2026-01-04T09:11:00Z", "trace_id": "a709ab5c-be9c-e1c3-fb3c-060bc020e0cb" }
{ "account_age_days": 1240, "account_id": "ACCT-57F97A956EBA", "baseline_risk_score": 0.1, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 626, "timestamp": "2026-01-04T09:11:00Z", "transaction_amount_usd": 1256997.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.853, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5744541.38, "financial_exposure_usd": 7338457.35, "recoverable_pct": 0.776 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106696", "label": "benign", "label_confidence": 0.528, "severity": "low", "timestamp": "2026-01-05T15:36:00Z", "trace_id": "39a991a5-1aca-cee9-d376-81891f7bde96" }
{ "account_age_days": 211, "account_id": "ACCT-3F55825E5F28", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.283 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1017, "timestamp": "2026-01-05T15:36:00Z", "transaction_amount_usd": 13181.03 }, { "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": 0.671, "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": 6134.59, "financial_exposure_usd": 9420.81, "recoverable_pct": 0.972 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102369", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-02T15:29:00Z", "trace_id": "06ce911e-90bf-0c14-f8d0-f93d6ef3fcc9" }
{ "account_age_days": 1784, "account_id": "ACCT-2690C83B4130", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.342 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 229, "timestamp": "2026-01-02T12:52:00Z", "transaction_amount_usd": 14.84 }, { "asset": "BTC", "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": 0.607, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 704983.9, "financial_exposure_usd": 847290.69, "recoverable_pct": 0.056 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108877", "label": "benign", "label_confidence": 0.674, "severity": "critical", "timestamp": "2026-01-07T03:57:00Z", "trace_id": "d50a156b-c988-c419-6caa-3a7aca520e9a" }
{ "account_age_days": 674, "account_id": "ACCT-2754F49CB9A2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1173, "timestamp": "2026-01-07T03:57:00Z", "transaction_amount_usd": 3203.83 }, { "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": 0.709, "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": 2189.18, "financial_exposure_usd": 2866.97, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109398", "label": "benign", "label_confidence": 0.655, "severity": "medium", "timestamp": "2026-01-07T12:38:00Z", "trace_id": "e2268dc6-4a59-6c08-1d47-cc8dd37e2374" }
{ "account_age_days": 315, "account_id": "ACCT-3D50B2BD703F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.83 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 348, "timestamp": "2026-01-07T02:09:00Z", "transaction_amount_usd": 11.97 }, { "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": 0.512, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3401.05, "financial_exposure_usd": 3531.34, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109628", "label": "benign", "label_confidence": 0.652, "severity": "medium", "timestamp": "2026-01-07T16:28:00Z", "trace_id": "3f359c46-2a9d-2547-d311-e87f2265ceae" }
{ "account_age_days": 672, "account_id": "ACCT-5ED997C82CD8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.911 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 929, "timestamp": "2026-01-07T16:28:00Z", "transaction_amount_usd": 11893.93 }, { "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": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1418.58, "financial_exposure_usd": 3095.64, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109244", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-07T10:04:00Z", "trace_id": "a6c716b7-1309-e2c0-b6f7-2aa40b9749a2" }
{ "account_age_days": 1176, "account_id": "ACCT-51967F94CEE0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 559, "timestamp": "2026-01-07T10:04:00Z", "transaction_amount_usd": 11193.93 }, { "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": 0.591, "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": 6124.6, "financial_exposure_usd": 6703.3, "recoverable_pct": 0.495 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102812", "label": "fraudulent", "label_confidence": 0.861, "severity": "medium", "timestamp": "2026-01-02T22:52:00Z", "trace_id": "a6ad33e6-8696-2768-7630-afcf3a41535c" }
{ "account_age_days": 1972, "account_id": "ACCT-C2A6CF91D39F", "baseline_risk_score": 0.364, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1049, "timestamp": "2026-01-02T22:52:00Z", "transaction_amount_usd": 105112.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.504, "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": 238492.95, "financial_exposure_usd": 581111.43, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104199", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-03T21:59:00Z", "trace_id": "83025693-b6b4-dcbc-cb90-907212f5efb5" }
{ "account_age_days": 806, "account_id": "ACCT-48AB08F23F07", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 205, "timestamp": "2026-01-03T21:59:00Z", "transaction_amount_usd": 2829750.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "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": 3858446.2, "financial_exposure_usd": 7024132.57, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105214", "label": "fraudulent", "label_confidence": 0.883, "severity": "high", "timestamp": "2026-01-04T14:54:00Z", "trace_id": "41cb00ef-4852-9613-bf02-e4442c821b40" }
{ "account_age_days": 843, "account_id": "ACCT-482302B1A601", "baseline_risk_score": 0.422, "kyc_tier": "tier_1", "session_entropy": 0.552 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 380, "timestamp": "2026-01-04T03:07:00Z", "transaction_amount_usd": 7.6 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.386, "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": 3417476.45, "financial_exposure_usd": 8348328, "recoverable_pct": 0.849 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106307", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-05T09:07:00Z", "trace_id": "eb198d35-3a42-cf44-a346-ee1febb2667e" }
{ "account_age_days": 679, "account_id": "ACCT-CE9FB94AA0EF", "baseline_risk_score": 0.056, "kyc_tier": "tier_3", "session_entropy": 0.603 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 340, "timestamp": "2026-01-05T03:25:00Z", "transaction_amount_usd": 8.82 }, { "asset": "BTC", "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": 0.477, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1724394.72, "financial_exposure_usd": 2092724.88, "recoverable_pct": 0.507 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102452", "label": "fraudulent", "label_confidence": 0.939, "severity": "low", "timestamp": "2026-01-02T16:52:00Z", "trace_id": "b398284c-c2c8-4cc6-a59d-59aa6e69b349" }
{ "account_age_days": 1451, "account_id": "ACCT-211A84D20B34", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.165 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 214, "timestamp": "2026-01-02T16:52:00Z", "transaction_amount_usd": 110508.44 }, { "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": 0.843, "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": 526308.03, "financial_exposure_usd": 578785.93, "recoverable_pct": 0.287 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108908", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-07T04:28:00Z", "trace_id": "6bfba545-fe3f-34ae-1143-27a540937ae3" }
{ "account_age_days": 1745, "account_id": "ACCT-0F9F2090A4E1", "baseline_risk_score": 0.112, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 248, "timestamp": "2026-01-07T04:28:00Z", "transaction_amount_usd": 429.16 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 656.91, "financial_exposure_usd": 1018.98, "recoverable_pct": 0.661 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103119", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-03T03:59:00Z", "trace_id": "aacecd09-7ae9-4232-0df3-4bcf00786ae8" }
{ "account_age_days": 95, "account_id": "ACCT-444A21510538", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 271, "timestamp": "2026-01-02T21:36:00Z", "transaction_amount_usd": 12.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.39, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 665617.46, "financial_exposure_usd": 893808.5, "recoverable_pct": 0.586 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101059", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-01T17:39:00Z", "trace_id": "c9612afa-2089-499d-b146-f07610775b9a" }
{ "account_age_days": 1580, "account_id": "ACCT-F513C9D585D5", "baseline_risk_score": 0.554, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 250, "timestamp": "2026-01-01T12:17:00Z", "transaction_amount_usd": 14.91 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.772, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 609328.2, "financial_exposure_usd": 653604.92, "recoverable_pct": 0.056 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104158", "label": "fraudulent", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-03T21:18:00Z", "trace_id": "6bd6d9fe-d145-5f42-ddd9-202f27588952" }
{ "account_age_days": 390, "account_id": "ACCT-9B3CEAAF2280", "baseline_risk_score": 0.065, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 985, "timestamp": "2026-01-03T21:18:00Z", "transaction_amount_usd": 2855315.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.598, "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": 5775650.51, "financial_exposure_usd": 6512139.93, "recoverable_pct": 0.6 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106888", "label": "benign", "label_confidence": 0.585, "severity": "high", "timestamp": "2026-01-05T18:48:00Z", "trace_id": "afbf4cab-7d6c-06fd-c782-737dccbd9321" }
{ "account_age_days": 947, "account_id": "ACCT-83C89BFFD2D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.768 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 190, "timestamp": "2026-01-05T18:48:00Z", "transaction_amount_usd": 6917.2 }, { "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": 0.626, "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": 1832.24, "financial_exposure_usd": 3095.92, "recoverable_pct": 0.723 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102393", "label": "fraudulent", "label_confidence": 0.798, "severity": "medium", "timestamp": "2026-01-02T15:53:00Z", "trace_id": "2db1fe69-e236-787a-069a-8d9172dc0687" }
{ "account_age_days": 872, "account_id": "ACCT-15A838A60526", "baseline_risk_score": 0.512, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 804, "timestamp": "2026-01-02T15:53:00Z", "transaction_amount_usd": 102193.45 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.556, "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": 760242.3, "financial_exposure_usd": 933114.41, "recoverable_pct": 0.655 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109292", "label": "benign", "label_confidence": 0.67, "severity": "medium", "timestamp": "2026-01-07T10:52:00Z", "trace_id": "c98e9c08-f7fb-b099-249d-9abc6c67ccfb" }
{ "account_age_days": 1859, "account_id": "ACCT-15B8D7AAC6E3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 129, "timestamp": "2026-01-07T10:52:00Z", "transaction_amount_usd": 5813.72 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1843.2, "financial_exposure_usd": 1988.21, "recoverable_pct": 0.477 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109082", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-07T07:22:00Z", "trace_id": "7757e608-18dd-2225-7aec-a1a6e85a238f" }
{ "account_age_days": 1338, "account_id": "ACCT-867FFD67047D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.731 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 266, "timestamp": "2026-01-07T07:22:00Z", "transaction_amount_usd": 13650.57 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.702, "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": 890.56, "financial_exposure_usd": 1293.63, "recoverable_pct": 0.571 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101277", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-01T21:17:00Z", "trace_id": "d9a0a8b2-85fb-a4c6-5b8b-132ecb962a10" }
{ "account_age_days": 1332, "account_id": "ACCT-AB2E14D7D457", "baseline_risk_score": 0.515, "kyc_tier": "tier_2", "session_entropy": 0.913 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 856, "timestamp": "2026-01-01T21:17:00Z", "transaction_amount_usd": 106512.31 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.728, "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": 373532.72, "financial_exposure_usd": 765075.37, "recoverable_pct": 0.547 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107365", "label": "benign", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-06T02:45:00Z", "trace_id": "ed0e9466-fea7-54c2-c80a-220ff383bb32" }
{ "account_age_days": 1215, "account_id": "ACCT-7542AF2BAC33", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.234 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 704, "timestamp": "2026-01-06T02:45:00Z", "transaction_amount_usd": 10599.02 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.653, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1210.62, "financial_exposure_usd": 1874.19, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102160", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-02T12:00:00Z", "trace_id": "413cda92-193c-1ad6-4262-65131cfe9e24" }
{ "account_age_days": 988, "account_id": "ACCT-DB24323E4E8F", "baseline_risk_score": 0.421, "kyc_tier": "tier_1", "session_entropy": 0.816 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1004, "timestamp": "2026-01-02T12:00:00Z", "transaction_amount_usd": 83777.72 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1397805.07, "financial_exposure_usd": 1539720.29, "recoverable_pct": 0.516 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103724", "label": "fraudulent", "label_confidence": 0.682, "severity": "low", "timestamp": "2026-01-03T14:04:00Z", "trace_id": "59136b55-1214-f376-2633-93727fe28f31" }
{ "account_age_days": 710, "account_id": "ACCT-A89641CDFC7D", "baseline_risk_score": 0.188, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1183, "timestamp": "2026-01-03T14:04:00Z", "transaction_amount_usd": 2737713.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.758, "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": 4897437.31, "financial_exposure_usd": 6690255.74, "recoverable_pct": 0.957 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105399", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-04T17:59:00Z", "trace_id": "69ca316f-0aa0-f074-7e68-1ffeaa87d3b5" }
{ "account_age_days": 1042, "account_id": "ACCT-87FBF55BE13E", "baseline_risk_score": 0.269, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 98, "timestamp": "2026-01-04T10:11:00Z", "transaction_amount_usd": 14.97 }, { "asset": "USD", "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": 0.76, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2425289.24, "financial_exposure_usd": 3717200.86, "recoverable_pct": 0.51 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108790", "label": "benign", "label_confidence": 0.468, "severity": "medium", "timestamp": "2026-01-07T02:30:00Z", "trace_id": "efa0845e-393e-a07f-bede-d9d876eb8030" }
{ "account_age_days": 1849, "account_id": "ACCT-BFBA93BF7763", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.541 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 340, "timestamp": "2026-01-06T19:02:00Z", "transaction_amount_usd": 4.31 }, { "asset": "EUR", "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": 0.729, "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": 3484.4, "financial_exposure_usd": 6795.37, "recoverable_pct": 0.57 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107668", "label": "benign", "label_confidence": 0.522, "severity": "high", "timestamp": "2026-01-06T07:48:00Z", "trace_id": "887c9166-08d4-cb31-bf58-b1ba43c98df7" }
{ "account_age_days": 259, "account_id": "ACCT-F2FEC84C5F12", "baseline_risk_score": 0.125, "kyc_tier": "tier_1", "session_entropy": 0.814 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 931, "timestamp": "2026-01-06T07:48:00Z", "transaction_amount_usd": 13642.81 }, { "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": 0.488, "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": 1457.49, "financial_exposure_usd": 3577.78, "recoverable_pct": 0.417 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107500", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-06T05:00:00Z", "trace_id": "b923a032-d548-8766-0b61-15ce989b4185" }
{ "account_age_days": 1881, "account_id": "ACCT-E4144EC9FE11", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.115 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 223, "timestamp": "2026-01-05T23:05:00Z", "transaction_amount_usd": 16.17 }, { "asset": "BTC", "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": 0.586, "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": 1452.05, "financial_exposure_usd": 1517.55, "recoverable_pct": 0.483 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106377", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-05T10:17:00Z", "trace_id": "7e3d34bb-74a3-434a-c5fb-6554405bca76" }
{ "account_age_days": 1304, "account_id": "ACCT-3801220D77E8", "baseline_risk_score": 0.084, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 436, "timestamp": "2026-01-05T10:17:00Z", "transaction_amount_usd": 181638.25 }, { "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": 0.454, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6033358.31, "financial_exposure_usd": 6697270.84, "recoverable_pct": 0.793 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108369", "label": "benign", "label_confidence": 0.562, "severity": "medium", "timestamp": "2026-01-06T19:29:00Z", "trace_id": "3e1e5662-21d1-a9b8-fbd0-ecfac5fad71e" }
{ "account_age_days": 1014, "account_id": "ACCT-9842C66F8F24", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.844 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1102, "timestamp": "2026-01-06T19:29:00Z", "transaction_amount_usd": 666.37 }, { "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": 0.701, "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": 1658.14, "financial_exposure_usd": 2060.13, "recoverable_pct": 0.463 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109460", "label": "benign", "label_confidence": 0.483, "severity": "medium", "timestamp": "2026-01-07T13:40:00Z", "trace_id": "6ac6499b-f992-f6a7-cbe0-c205e61b72d1" }
{ "account_age_days": 1719, "account_id": "ACCT-99C6C2E7083A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 942, "timestamp": "2026-01-07T13:40:00Z", "transaction_amount_usd": 11546.54 }, { "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": 0.67, "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 pr...
{ "customer_funds_at_risk_usd": 1185.44, "financial_exposure_usd": 1687.11, "recoverable_pct": 0.986 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109247", "label": "benign", "label_confidence": 0.599, "severity": "high", "timestamp": "2026-01-07T10:07:00Z", "trace_id": "5c11e724-942c-3ca0-e243-a16b28594f45" }
{ "account_age_days": 1068, "account_id": "ACCT-0E2DBF807912", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 609, "timestamp": "2026-01-07T10:07:00Z", "transaction_amount_usd": 3867.28 }, { "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": 0.572, "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": 342.14, "financial_exposure_usd": 658.85, "recoverable_pct": 0.651 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109353", "label": "benign", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-07T11:53:00Z", "trace_id": "ad1ee57a-95a4-ca9a-c6e5-f8f41a9d769f" }
{ "account_age_days": 1427, "account_id": "ACCT-FD61B2B5D4D9", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.625 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 414, "timestamp": "2026-01-07T11:53:00Z", "transaction_amount_usd": 5583.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.679 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105251", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-04T15:31:00Z", "trace_id": "5004ca0b-425f-9dac-aeaa-f1d3e2a70bb8" }
{ "account_age_days": 1237, "account_id": "ACCT-4EA4DE8D21D0", "baseline_risk_score": 0.17, "kyc_tier": "tier_2", "session_entropy": 0.652 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 940, "timestamp": "2026-01-04T15:31:00Z", "transaction_amount_usd": 628911.94 }, { "asset": "USDT", "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": 0.575, "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": 4803235.38, "financial_exposure_usd": 6528646.27, "recoverable_pct": 0.791 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105180", "label": "fraudulent", "label_confidence": 0.835, "severity": "critical", "timestamp": "2026-01-04T14:20:00Z", "trace_id": "570a76a7-37be-6e00-1810-d74c4d7fb218" }
{ "account_age_days": 338, "account_id": "ACCT-C15B4AE8D883", "baseline_risk_score": 0.179, "kyc_tier": "tier_3", "session_entropy": 0.43 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 388, "timestamp": "2026-01-04T14:20:00Z", "transaction_amount_usd": 872820.02 }, { "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": 0.565, "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": 3468514.83, "financial_exposure_usd": 4950847.38, "recoverable_pct": 0.539 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108147", "label": "benign", "label_confidence": 0.734, "severity": "medium", "timestamp": "2026-01-06T15:47:00Z", "trace_id": "410105e3-3092-cfc0-865f-9119aeecab09" }
{ "account_age_days": 987, "account_id": "ACCT-16B08A16932B", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.903 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 880, "timestamp": "2026-01-06T15:47:00Z", "transaction_amount_usd": 11121.43 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.625, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3755.76, "financial_exposure_usd": 5458.84, "recoverable_pct": 0.842 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106580", "label": "fraudulent", "label_confidence": 0.718, "severity": "low", "timestamp": "2026-01-05T13:40:00Z", "trace_id": "71ed0153-5cd2-536d-1d27-baaa75a5a132" }
{ "account_age_days": 928, "account_id": "ACCT-BE4B1867D557", "baseline_risk_score": 0.264, "kyc_tier": "tier_1", "session_entropy": 0.865 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 386, "timestamp": "2026-01-05T01:11:00Z", "transaction_amount_usd": 3.17 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.611, "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": 2867274.1, "financial_exposure_usd": 4117000.14, "recoverable_pct": 0.816 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108344", "label": "benign", "label_confidence": 0.499, "severity": "high", "timestamp": "2026-01-06T19:04:00Z", "trace_id": "a7c1d285-1bee-7291-2419-2da3d23a3083" }
{ "account_age_days": 493, "account_id": "ACCT-00C580AA78A8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.916 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 296, "timestamp": "2026-01-06T15:54:00Z", "transaction_amount_usd": 15.24 }, { "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": 0.469, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2094.37, "financial_exposure_usd": 2149.99, "recoverable_pct": 0.809 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100402", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-01T06:42:00Z", "trace_id": "bcde7407-844b-f02f-5b1f-49796ae1dd7e" }
{ "account_age_days": 1418, "account_id": "ACCT-6396A6331D6B", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1088, "timestamp": "2026-01-01T06:42:00Z", "transaction_amount_usd": 64377.19 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.903, "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": 316720.93, "financial_exposure_usd": 709931.2, "recoverable_pct": 0.522 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105963", "label": "fraudulent", "label_confidence": 0.613, "severity": "medium", "timestamp": "2026-01-05T03:23:00Z", "trace_id": "d8a6da69-3026-5223-f300-94ff009a4fa4" }
{ "account_age_days": 1159, "account_id": "ACCT-1730642F3490", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.609 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1164, "timestamp": "2026-01-05T03:23:00Z", "transaction_amount_usd": 668213.62 }, { "asset": "SOL", "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": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4203803.51, "financial_exposure_usd": 5502421.29, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100968", "label": "fraudulent", "label_confidence": 0.975, "severity": "critical", "timestamp": "2026-01-01T16:08:00Z", "trace_id": "5f20c61b-877a-ec13-0b78-7f4e092a5310" }
{ "account_age_days": 685, "account_id": "ACCT-912E0C786415", "baseline_risk_score": 0.601, "kyc_tier": "tier_1", "session_entropy": 0.198 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 797, "timestamp": "2026-01-01T16:08:00Z", "transaction_amount_usd": 32888.49 }, { "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": 0.868, "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": 104351.56, "financial_exposure_usd": 257920.84, "recoverable_pct": 0.473 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107118", "label": "benign", "label_confidence": 0.49, "severity": "low", "timestamp": "2026-01-05T22:38:00Z", "trace_id": "fbcc3bc8-fe94-c3c2-5b06-89169a160343" }
{ "account_age_days": 1598, "account_id": "ACCT-B3ED9487B545", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 433, "timestamp": "2026-01-05T22:38:00Z", "transaction_amount_usd": 9776.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.688, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 173.35, "financial_exposure_usd": 252.18, "recoverable_pct": 0.583 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106689", "label": "benign", "label_confidence": 0.739, "severity": "high", "timestamp": "2026-01-05T15:29:00Z", "trace_id": "ca552792-4556-1c15-379b-ea4bbd8f208c" }
{ "account_age_days": 1354, "account_id": "ACCT-8D6371436986", "baseline_risk_score": 0.158, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 749, "timestamp": "2026-01-05T15:29:00Z", "transaction_amount_usd": 12346.53 }, { "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": 0.666, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2159.87, "financial_exposure_usd": 3274.62, "recoverable_pct": 0.763 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }