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-105364", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-04T17:24:00Z", "trace_id": "c532ff7d-2901-fb76-b295-568be31571bf" }
{ "account_age_days": 1340, "account_id": "ACCT-F72B9E40CA0A", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.453 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 101, "timestamp": "2026-01-04T05:38:00Z", "transaction_amount_usd": 17.95 }, { "asset": "GBP", "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": 0.457, "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": 2115062.54, "financial_exposure_usd": 4065622.34, "recoverable_pct": 0.892 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109361", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T12:01:00Z", "trace_id": "23aa4a61-ad28-b2d5-f8fc-83c7fd86ba40" }
{ "account_age_days": 1957, "account_id": "ACCT-A1FCEB79BEEC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.699 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 978, "timestamp": "2026-01-07T12:01:00Z", "transaction_amount_usd": 5085.27 }, { "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": 0.699, "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": 638.31, "financial_exposure_usd": 1100.59, "recoverable_pct": 0.659 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108045", "label": "benign", "label_confidence": 0.524, "severity": "medium", "timestamp": "2026-01-06T14:05:00Z", "trace_id": "5ccd6473-190f-600a-b171-a574ab75540b" }
{ "account_age_days": 553, "account_id": "ACCT-A1D6D1545774", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.559 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 233, "timestamp": "2026-01-06T01:56:00Z", "transaction_amount_usd": 21.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.533, "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": 1109.18, "financial_exposure_usd": 2457.61, "recoverable_pct": 0.709 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107489", "label": "benign", "label_confidence": 0.454, "severity": "medium", "timestamp": "2026-01-06T04:49:00Z", "trace_id": "5478cfd0-5ab0-d0d9-815b-c0c31b17dd9e" }
{ "account_age_days": 1547, "account_id": "ACCT-6583E4EDB4E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.309 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 278, "timestamp": "2026-01-05T17:26:00Z", "transaction_amount_usd": 10.26 }, { "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": 0.644, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2635.96, "financial_exposure_usd": 4051.52, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104631", "label": "fraudulent", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-04T05:11:00Z", "trace_id": "52fecf67-17a8-8f42-6063-7d2ee4e2b096" }
{ "account_age_days": 620, "account_id": "ACCT-900E6A3C554C", "baseline_risk_score": 0.325, "kyc_tier": "tier_1", "session_entropy": 0.605 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 533, "timestamp": "2026-01-04T05:11:00Z", "transaction_amount_usd": 2270396.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.724, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "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": 2228350.66, "financial_exposure_usd": 4033435.58, "recoverable_pct": 0.747 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107180", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-05T23:40:00Z", "trace_id": "f949ec74-72a1-a4af-7a42-dec2728f5284" }
{ "account_age_days": 689, "account_id": "ACCT-C3070F4A05BB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 326, "timestamp": "2026-01-05T15:44:00Z", "transaction_amount_usd": 7.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.549, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1220.75, "financial_exposure_usd": 2561.42, "recoverable_pct": 0.606 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100639", "label": "fraudulent", "label_confidence": 0.821, "severity": "critical", "timestamp": "2026-01-01T10:39:00Z", "trace_id": "2bcb4c54-0d91-9018-6721-d508ed31a097" }
{ "account_age_days": 1798, "account_id": "ACCT-0E90C079C1D2", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 164, "timestamp": "2026-01-01T10:39:00Z", "transaction_amount_usd": 10658.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.599, "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": 873441.42, "financial_exposure_usd": 1006018.3, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106774", "label": "benign", "label_confidence": 0.568, "severity": "high", "timestamp": "2026-01-05T16:54:00Z", "trace_id": "82e0a127-4950-7cc8-c3ff-006ab17b9d64" }
{ "account_age_days": 1155, "account_id": "ACCT-D5707E4ECACF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.938 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1175, "timestamp": "2026-01-05T16:54:00Z", "transaction_amount_usd": 13878.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.529, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4295.49, "financial_exposure_usd": 6139.2, "recoverable_pct": 0.943 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107163", "label": "benign", "label_confidence": 0.58, "severity": "low", "timestamp": "2026-01-05T23:23:00Z", "trace_id": "401528e3-e788-3aaa-a89a-91e05b40258f" }
{ "account_age_days": 661, "account_id": "ACCT-316B61B4DFE1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.474 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 379, "timestamp": "2026-01-05T23:23:00Z", "transaction_amount_usd": 5565.18 }, { "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": 0.637, "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": 492.21, "financial_exposure_usd": 817.55, "recoverable_pct": 0.956 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106317", "label": "fraudulent", "label_confidence": 0.677, "severity": "high", "timestamp": "2026-01-05T09:17:00Z", "trace_id": "9503fc2e-0907-19dd-3c06-fd978e5186bd" }
{ "account_age_days": 1773, "account_id": "ACCT-F49FFBCFCDA0", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.479 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 178, "timestamp": "2026-01-05T09:17:00Z", "transaction_amount_usd": 1030481.15 }, { "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": 0.649, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1748796.23, "financial_exposure_usd": 3926475.6, "recoverable_pct": 0.893 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108940", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-07T05:00:00Z", "trace_id": "32c6dab5-6f4f-140d-5548-3fb14b9f12a7" }
{ "account_age_days": 414, "account_id": "ACCT-1857666B92EE", "baseline_risk_score": 0.059, "kyc_tier": "tier_2", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 255, "timestamp": "2026-01-07T05:00:00Z", "transaction_amount_usd": 10026.19 }, { "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": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2140.86, "financial_exposure_usd": 3265.39, "recoverable_pct": 0.819 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100472", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-01T07:52:00Z", "trace_id": "520a38e0-0da7-c237-9fe2-cadc8cbab2b1" }
{ "account_age_days": 296, "account_id": "ACCT-A9AD8897DA6D", "baseline_risk_score": 0.627, "kyc_tier": "tier_1", "session_entropy": 0.862 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 829, "timestamp": "2026-01-01T07:52:00Z", "transaction_amount_usd": 9545.72 }, { "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": 0.887, "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": 526952.55, "financial_exposure_usd": 609260.46, "recoverable_pct": 0.063 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107775", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-06T09:35:00Z", "trace_id": "17b29b56-12b8-5b54-9baf-b5e164822175" }
{ "account_age_days": 43, "account_id": "ACCT-AC3AC0FEA69D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 773, "timestamp": "2026-01-06T09:35:00Z", "transaction_amount_usd": 4196.53 }, { "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": 0.464, "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": 1458.31, "financial_exposure_usd": 1863.95, "recoverable_pct": 0.425 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108576", "label": "benign", "label_confidence": 0.478, "severity": "medium", "timestamp": "2026-01-06T22:56:00Z", "trace_id": "d1f8c50b-5895-32bc-4bec-e7718737fe29" }
{ "account_age_days": 686, "account_id": "ACCT-AD0594DC7296", "baseline_risk_score": 0.073, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 614, "timestamp": "2026-01-06T22:56:00Z", "transaction_amount_usd": 3614.01 }, { "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": 0.664, "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": 1856.98, "financial_exposure_usd": 1944.43, "recoverable_pct": 0.43 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108216", "label": "benign", "label_confidence": 0.679, "severity": "medium", "timestamp": "2026-01-06T16:56:00Z", "trace_id": "3b2d874d-6e5b-976f-863e-0ca2c8289b50" }
{ "account_age_days": 1331, "account_id": "ACCT-18F03CF9BAD0", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.401 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 776, "timestamp": "2026-01-06T16:56:00Z", "transaction_amount_usd": 9386.23 }, { "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": 0.659, "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": 3349.79, "financial_exposure_usd": 4723.32, "recoverable_pct": 0.637 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104177", "label": "fraudulent", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-03T21:37:00Z", "trace_id": "841fda47-127c-6520-0465-4f17e8518b6b" }
{ "account_age_days": 53, "account_id": "ACCT-CE0AA2DCA326", "baseline_risk_score": 0.059, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 350, "timestamp": "2026-01-03T15:13:00Z", "transaction_amount_usd": 6.6 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.365, "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": 4714477.4, "financial_exposure_usd": 6227234.1, "recoverable_pct": 0.748 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107581", "label": "benign", "label_confidence": 0.55, "severity": "low", "timestamp": "2026-01-06T06:21:00Z", "trace_id": "3c34c07e-de44-f69a-111c-1262a049480d" }
{ "account_age_days": 1604, "account_id": "ACCT-C239663C1AF3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.547 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 704, "timestamp": "2026-01-06T06:21:00Z", "transaction_amount_usd": 9258.27 }, { "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": 0.518, "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": 1358.7, "financial_exposure_usd": 1488.49, "recoverable_pct": 0.701 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108767", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-07T02:07:00Z", "trace_id": "a385f108-90d9-5837-15c8-0e9d30d8201a" }
{ "account_age_days": 1959, "account_id": "ACCT-3C2B19052AD5", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.793 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 915, "timestamp": "2026-01-07T02:07:00Z", "transaction_amount_usd": 1040.26 }, { "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": 0.502, "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": 1380.17, "financial_exposure_usd": 1599.61, "recoverable_pct": 0.411 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107287", "label": "benign", "label_confidence": 0.484, "severity": "low", "timestamp": "2026-01-06T01:27:00Z", "trace_id": "a900979b-c3de-f63e-478e-19dfdd5ecb35" }
{ "account_age_days": 1919, "account_id": "ACCT-2560430CCA47", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 360, "timestamp": "2026-01-05T21:11:00Z", "transaction_amount_usd": 2.39 }, { "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": 0.768, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1652.64, "financial_exposure_usd": 3087.73, "recoverable_pct": 0.817 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103915", "label": "fraudulent", "label_confidence": 0.923, "severity": "low", "timestamp": "2026-01-03T17:15:00Z", "trace_id": "679fcc09-2955-4010-e951-91e3639a34ee" }
{ "account_age_days": 1263, "account_id": "ACCT-53750DDA8E20", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.773 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 601, "timestamp": "2026-01-03T17:15:00Z", "transaction_amount_usd": 754873.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.541, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 3", "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": 3391357.25, "financial_exposure_usd": 8403607.87, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107779", "label": "benign", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-06T09:39:00Z", "trace_id": "0f5a3d54-be10-bd28-13db-b3e2ca87da09" }
{ "account_age_days": 1458, "account_id": "ACCT-11838AF0966A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.902 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1057, "timestamp": "2026-01-06T09:39:00Z", "transaction_amount_usd": 13548.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.512, "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": 5420.37, "financial_exposure_usd": 9690.67, "recoverable_pct": 0.71 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105864", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-05T01:44:00Z", "trace_id": "c28fcd01-e7a4-2bd4-9685-5df7508bad27" }
{ "account_age_days": 1732, "account_id": "ACCT-7383022306F6", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.701 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 542, "timestamp": "2026-01-05T01:44:00Z", "transaction_amount_usd": 2365587.68 }, { "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": 0.694, "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": 4876753.24, "financial_exposure_usd": 6207308.95, "recoverable_pct": 0.553 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108554", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-06T22:34:00Z", "trace_id": "c4e12418-4476-0f2c-3e7c-d20773fbd8cc" }
{ "account_age_days": 1624, "account_id": "ACCT-7F1045EF86F2", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.405 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 385, "timestamp": "2026-01-06T11:46:00Z", "transaction_amount_usd": 18.34 }, { "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": 0.721, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 642.25, "financial_exposure_usd": 1007.54, "recoverable_pct": 0.909 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101541", "label": "fraudulent", "label_confidence": 0.897, "severity": "low", "timestamp": "2026-01-02T01:41:00Z", "trace_id": "50e5fe07-317b-54a8-cbea-c03e5e905326" }
{ "account_age_days": 1347, "account_id": "ACCT-26F407AE86F8", "baseline_risk_score": 0.297, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 202, "timestamp": "2026-01-02T01:41:00Z", "transaction_amount_usd": 28847.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 658055.03, "financial_exposure_usd": 734457.26, "recoverable_pct": 0.044 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109532", "label": "benign", "label_confidence": 0.518, "severity": "critical", "timestamp": "2026-01-07T14:52:00Z", "trace_id": "1db4b263-6659-a341-e259-d0f39d17bedf" }
{ "account_age_days": 120, "account_id": "ACCT-4B3CC67965F9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 202, "timestamp": "2026-01-07T08:48:00Z", "transaction_amount_usd": 23.11 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.695, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 965.51, "financial_exposure_usd": 2101.68, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102466", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-02T17:06:00Z", "trace_id": "d6f553d1-47f2-de70-96e8-be33ce074efd" }
{ "account_age_days": 1120, "account_id": "ACCT-E61249E358E3", "baseline_risk_score": 0.596, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 164, "timestamp": "2026-01-02T17:06:00Z", "transaction_amount_usd": 35613.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.613, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 788562.75, "financial_exposure_usd": 1126662.98, "recoverable_pct": 0.775 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100995", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-01T16:35:00Z", "trace_id": "53afba26-07a8-25f0-1e4d-de00b77fff18" }
{ "account_age_days": 122, "account_id": "ACCT-887DA902D4F9", "baseline_risk_score": 0.627, "kyc_tier": "tier_3", "session_entropy": 0.6 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 946, "timestamp": "2026-01-01T16:35:00Z", "transaction_amount_usd": 105625.01 }, { "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": 0.9, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id H...
{ "customer_funds_at_risk_usd": 352371.09, "financial_exposure_usd": 756549.17, "recoverable_pct": 0.318 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108491", "label": "benign", "label_confidence": 0.531, "severity": "low", "timestamp": "2026-01-06T21:31:00Z", "trace_id": "5473f3db-ede8-f2f4-5d6e-83da1e22247b" }
{ "account_age_days": 741, "account_id": "ACCT-6CABC8B2BCCC", "baseline_risk_score": 0.054, "kyc_tier": "tier_1", "session_entropy": 0.905 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 250, "timestamp": "2026-01-06T19:18:00Z", "transaction_amount_usd": 2.83 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.796, "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": 564.44, "financial_exposure_usd": 1383.84, "recoverable_pct": 0.625 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104834", "label": "fraudulent", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-04T08:34:00Z", "trace_id": "42fa4914-b1a5-154b-a405-6ba3dc5d0b57" }
{ "account_age_days": 1787, "account_id": "ACCT-DC245CD578B5", "baseline_risk_score": 0.206, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 354, "timestamp": "2026-01-03T20:56:00Z", "transaction_amount_usd": 15.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "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": 2897641.79, "financial_exposure_usd": 6720817.99, "recoverable_pct": 0.406 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100960", "label": "fraudulent", "label_confidence": 0.972, "severity": "medium", "timestamp": "2026-01-01T16:00:00Z", "trace_id": "366c817b-042c-9f7c-a498-42473c9cb202" }
{ "account_age_days": 1945, "account_id": "ACCT-0CBB16547A0B", "baseline_risk_score": 0.256, "kyc_tier": "tier_3", "session_entropy": 0.463 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 341, "timestamp": "2026-01-01T16:00:00Z", "transaction_amount_usd": 114716.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.38, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 642201.25, "financial_exposure_usd": 806779.83, "recoverable_pct": 0.061 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101055", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-01T17:35:00Z", "trace_id": "3144cec7-de08-ff93-c257-d3cf070d269e" }
{ "account_age_days": 1061, "account_id": "ACCT-88CD7F7210AA", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.783 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1054, "timestamp": "2026-01-01T17:35:00Z", "transaction_amount_usd": 82827.23 }, { "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": 0.754, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 550430.59, "financial_exposure_usd": 1241959.99, "recoverable_pct": 0.827 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105628", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-04T21:48:00Z", "trace_id": "903ebdaf-98fe-3dc6-ddae-632f8cd819f2" }
{ "account_age_days": 640, "account_id": "ACCT-AA1B7D478302", "baseline_risk_score": 0.208, "kyc_tier": "tier_1", "session_entropy": 0.61 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 206, "timestamp": "2026-01-04T09:47:00Z", "transaction_amount_usd": 18.31 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.609, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 9701638.95, "financial_exposure_usd": 10333715.78, "recoverable_pct": 0.958 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107311", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-06T01:51:00Z", "trace_id": "350c15e8-a127-133b-5cec-e22e63cb6c80" }
{ "account_age_days": 1442, "account_id": "ACCT-1F47C8E2FC1C", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.143 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 519, "timestamp": "2026-01-06T01:51:00Z", "transaction_amount_usd": 9891.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.495, "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": 1529.16, "financial_exposure_usd": 2583.28, "recoverable_pct": 0.862 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109662", "label": "benign", "label_confidence": 0.593, "severity": "high", "timestamp": "2026-01-07T17:02:00Z", "trace_id": "b678b4cb-73bb-1a25-0c85-f25f5cfff082" }
{ "account_age_days": 1783, "account_id": "ACCT-D0BE5E1F4AE0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.595 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 151, "timestamp": "2026-01-07T17:02:00Z", "transaction_amount_usd": 9562.01 }, { "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": 0.693, "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": 1106.22, "financial_exposure_usd": 2094.22, "recoverable_pct": 0.864 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100012", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-01T00:12:00Z", "trace_id": "5230dfbd-5553-b2fe-6889-803e5913f9d3" }
{ "account_age_days": 1772, "account_id": "ACCT-BF0D073D821C", "baseline_risk_score": 0.471, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 361, "timestamp": "2025-12-31T11:57:00Z", "transaction_amount_usd": 12.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.814, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 673698.97, "financial_exposure_usd": 1115533.9, "recoverable_pct": 0.67 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104021", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-03T19:01:00Z", "trace_id": "9737f8ea-6d71-1b15-aa93-188ac4a31805" }
{ "account_age_days": 1580, "account_id": "ACCT-DB899F26E394", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 739, "timestamp": "2026-01-03T19:01:00Z", "transaction_amount_usd": 1702858.35 }, { "asset": "SOL", "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": 0.717, "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": 6560759.32, "financial_exposure_usd": 6785534.62, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103377", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-03T08:17:00Z", "trace_id": "42057af8-3909-f822-2a8e-2e4f7709a35b" }
{ "account_age_days": 1880, "account_id": "ACCT-D7EFD3F46672", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.667 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 662, "timestamp": "2026-01-03T08:17:00Z", "transaction_amount_usd": 299345.98 }, { "asset": "USDT", "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": 0.455, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 335159.06, "financial_exposure_usd": 343760.91, "recoverable_pct": 0.555 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106701", "label": "benign", "label_confidence": 0.49, "severity": "high", "timestamp": "2026-01-05T15:41:00Z", "trace_id": "7fe5291c-5ddb-7225-7219-83d5ef0ddb56" }
{ "account_age_days": 39, "account_id": "ACCT-8CD66AB66573", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.326 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1177, "timestamp": "2026-01-05T15:41:00Z", "transaction_amount_usd": 11011.12 }, { "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": 0.494, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2914.92, "financial_exposure_usd": 4090.86, "recoverable_pct": 0.712 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106656", "label": "fraudulent", "label_confidence": 0.656, "severity": "critical", "timestamp": "2026-01-05T14:56:00Z", "trace_id": "144aafa5-4cea-b2d8-02e3-e1979b062fa3" }
{ "account_age_days": 854, "account_id": "ACCT-1E65F817EEB2", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.597 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 258, "timestamp": "2026-01-05T02:50:00Z", "transaction_amount_usd": 17.03 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4029757.5, "financial_exposure_usd": 4315322.69, "recoverable_pct": 0.798 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106750", "label": "benign", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-05T16:30:00Z", "trace_id": "8f6ef159-9ce1-dc48-19c7-9abc9f9bab67" }
{ "account_age_days": 771, "account_id": "ACCT-1C2DB191D69B", "baseline_risk_score": 0.159, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 282, "timestamp": "2026-01-05T06:54:00Z", "transaction_amount_usd": 4.25 }, { "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": 0.742, "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": 3353.98, "financial_exposure_usd": 7453.69, "recoverable_pct": 0.978 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109882", "label": "benign", "label_confidence": 0.555, "severity": "high", "timestamp": "2026-01-07T20:42:00Z", "trace_id": "6dd6c4e8-6c44-42fd-33b4-a1f1fde5ec93" }
{ "account_age_days": 1938, "account_id": "ACCT-7F551483735F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.551 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 390, "timestamp": "2026-01-07T14:52:00Z", "transaction_amount_usd": 18.15 }, { "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": 0.578, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3473.95, "financial_exposure_usd": 6226.55, "recoverable_pct": 0.798 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108268", "label": "benign", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-06T17:48:00Z", "trace_id": "c8ff99fb-9303-5d95-556d-f1e293c9cd8f" }
{ "account_age_days": 1353, "account_id": "ACCT-8C49428E0ABB", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 312, "timestamp": "2026-01-06T17:48:00Z", "transaction_amount_usd": 1671.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.757, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "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": 3014.26, "financial_exposure_usd": 3145.02, "recoverable_pct": 0.425 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108040", "label": "benign", "label_confidence": 0.547, "severity": "medium", "timestamp": "2026-01-06T14:00:00Z", "trace_id": "abce6615-0c39-580a-1ce4-2f5e4e4d195d" }
{ "account_age_days": 1679, "account_id": "ACCT-D18B3EA90E5C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 277, "timestamp": "2026-01-06T14:00:00Z", "transaction_amount_usd": 8187.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.473, "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": 7190.67, "financial_exposure_usd": 7487.57, "recoverable_pct": 0.834 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107174", "label": "benign", "label_confidence": 0.594, "severity": "low", "timestamp": "2026-01-05T23:34:00Z", "trace_id": "76988f20-e2e5-8cd9-2cd2-e17e2960740d" }
{ "account_age_days": 1027, "account_id": "ACCT-3B6EFCD19609", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.38 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 271, "timestamp": "2026-01-05T18:34:00Z", "transaction_amount_usd": 23.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.683, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1011.66, "financial_exposure_usd": 2312.61, "recoverable_pct": 0.881 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104042", "label": "fraudulent", "label_confidence": 0.628, "severity": "critical", "timestamp": "2026-01-03T19:22:00Z", "trace_id": "7f4fa0b8-6c05-b046-cdda-1ca202f97092" }
{ "account_age_days": 569, "account_id": "ACCT-F9DE091287DF", "baseline_risk_score": 0.238, "kyc_tier": "tier_3", "session_entropy": 0.686 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 628, "timestamp": "2026-01-03T19:22:00Z", "transaction_amount_usd": 378969.97 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.499, "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": 4794687.54, "financial_exposure_usd": 4949916.04, "recoverable_pct": 0.876 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109817", "label": "benign", "label_confidence": 0.605, "severity": "critical", "timestamp": "2026-01-07T19:37:00Z", "trace_id": "848955e6-0854-7922-7ee8-379d67d632eb" }
{ "account_age_days": 1437, "account_id": "ACCT-A85F75B03BCB", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.32 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 646, "timestamp": "2026-01-07T19:37:00Z", "transaction_amount_usd": 12261.05 }, { "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": 0.703, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 713.6, "financial_exposure_usd": 743.72, "recoverable_pct": 0.439 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103554", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-03T11:14:00Z", "trace_id": "2d8ba4f8-d718-2a33-a4c0-e19ec7aae65a" }
{ "account_age_days": 1136, "account_id": "ACCT-0CF7F38BE5AF", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 236, "timestamp": "2026-01-03T11:14:00Z", "transaction_amount_usd": 343834.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.872, "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": 5494757.44, "financial_exposure_usd": 7232632.91, "recoverable_pct": 0.71 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105176", "label": "fraudulent", "label_confidence": 0.842, "severity": "high", "timestamp": "2026-01-04T14:16:00Z", "trace_id": "58581737-9083-e478-fa2e-419530c35e9c" }
{ "account_age_days": 860, "account_id": "ACCT-B5DAC5CAE2CE", "baseline_risk_score": 0.164, "kyc_tier": "tier_1", "session_entropy": 0.355 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 906, "timestamp": "2026-01-04T14:16:00Z", "transaction_amount_usd": 1547720.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.733, "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": 4908585.7, "financial_exposure_usd": 5792129.47, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105941", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-05T03:01:00Z", "trace_id": "fb5acc1d-71d1-f96a-3606-704b1a452673" }
{ "account_age_days": 1120, "account_id": "ACCT-47F1BD6F43E8", "baseline_risk_score": 0.377, "kyc_tier": "tier_1", "session_entropy": 0.561 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1094, "timestamp": "2026-01-05T03:01:00Z", "transaction_amount_usd": 567719.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.724, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3388919.61, "financial_exposure_usd": 6216363.36, "recoverable_pct": 0.694 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104471", "label": "fraudulent", "label_confidence": 0.665, "severity": "critical", "timestamp": "2026-01-04T02:31:00Z", "trace_id": "21299067-dcd4-6550-993a-f03d2dcdab0e" }
{ "account_age_days": 1886, "account_id": "ACCT-F40A44AC26C1", "baseline_risk_score": 0.157, "kyc_tier": "tier_3", "session_entropy": 0.414 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1011, "timestamp": "2026-01-04T02:31:00Z", "transaction_amount_usd": 214674.37 }, { "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": 0.765, "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": 1360819.03, "financial_exposure_usd": 1538249.01, "recoverable_pct": 0.525 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103286", "label": "fraudulent", "label_confidence": 0.95, "severity": "high", "timestamp": "2026-01-03T06:46:00Z", "trace_id": "89c4d0cf-1a9f-eee2-b8cd-3df01b9c8af9" }
{ "account_age_days": 270, "account_id": "ACCT-5F4036F8767A", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.761 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 86, "timestamp": "2026-01-02T21:26:00Z", "transaction_amount_usd": 24.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "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": 0.601, "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": 293154.97, "financial_exposure_usd": 330862.94, "recoverable_pct": 0.513 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102278", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-02T13:58:00Z", "trace_id": "b5825f87-b8e8-ec6d-e838-7e624b07ef39" }
{ "account_age_days": 872, "account_id": "ACCT-5295ADF3C60A", "baseline_risk_score": 0.416, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 340, "timestamp": "2026-01-02T10:52:00Z", "transaction_amount_usd": 8.06 }, { "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": 0.878, "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": 438680.68, "financial_exposure_usd": 533645.83, "recoverable_pct": 0.353 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103254", "label": "fraudulent", "label_confidence": 0.878, "severity": "medium", "timestamp": "2026-01-03T06:14:00Z", "trace_id": "e09d6d02-94a9-053c-caa7-028eba2a0a50" }
{ "account_age_days": 1343, "account_id": "ACCT-EA5FE4069F3C", "baseline_risk_score": 0.635, "kyc_tier": "tier_1", "session_entropy": 0.214 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1048, "timestamp": "2026-01-03T06:14:00Z", "transaction_amount_usd": 22872.13 }, { "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": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 489128.86, "financial_exposure_usd": 599090.03, "recoverable_pct": 0.3 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109552", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-07T15:12:00Z", "trace_id": "81c032e6-9053-de8d-ca6a-7dd0af7a6f79" }
{ "account_age_days": 626, "account_id": "ACCT-C55AE004E74B", "baseline_risk_score": 0.062, "kyc_tier": "tier_3", "session_entropy": 0.291 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 469, "timestamp": "2026-01-07T15:12:00Z", "transaction_amount_usd": 9353.68 }, { "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": 0.753, "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": 2735.48, "financial_exposure_usd": 3441.61, "recoverable_pct": 0.856 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109416", "label": "benign", "label_confidence": 0.543, "severity": "high", "timestamp": "2026-01-07T12:56:00Z", "trace_id": "930cfb24-7ef5-61d9-8e8f-275deb698d5a" }
{ "account_age_days": 628, "account_id": "ACCT-B65A28A7D270", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.449 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1187, "timestamp": "2026-01-07T12:56:00Z", "transaction_amount_usd": 780.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.65, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5091.52, "financial_exposure_usd": 8477.21, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106874", "label": "benign", "label_confidence": 0.482, "severity": "low", "timestamp": "2026-01-05T18:34:00Z", "trace_id": "852adc10-cc70-5db5-5325-f33f42102a48" }
{ "account_age_days": 1880, "account_id": "ACCT-A6DF4ECAF75E", "baseline_risk_score": 0.121, "kyc_tier": "tier_1", "session_entropy": 0.342 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 81, "timestamp": "2026-01-05T14:43:00Z", "transaction_amount_usd": 2.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.644, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1957.96, "financial_exposure_usd": 2789.48, "recoverable_pct": 0.818 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109946", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-07T21:46:00Z", "trace_id": "e6309a5a-1f83-f100-721b-4d171404db86" }
{ "account_age_days": 58, "account_id": "ACCT-F8E8C5C980E0", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.674 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 660, "timestamp": "2026-01-07T21:46:00Z", "transaction_amount_usd": 11674.07 }, { "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": 0.717, "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": 2476.12, "financial_exposure_usd": 5083.95, "recoverable_pct": 0.448 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101622", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-02T03:02:00Z", "trace_id": "6f4c9b4f-58df-f190-349b-1394a70d91b4" }
{ "account_age_days": 301, "account_id": "ACCT-13B96BA0C195", "baseline_risk_score": 0.502, "kyc_tier": "tier_2", "session_entropy": 0.18 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 844, "timestamp": "2026-01-02T03:02:00Z", "transaction_amount_usd": 30611.06 }, { "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": 0.469, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 506508.33, "financial_exposure_usd": 733735.09, "recoverable_pct": 0.559 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107047", "label": "benign", "label_confidence": 0.488, "severity": "medium", "timestamp": "2026-01-05T21:27:00Z", "trace_id": "828f889e-ca8a-80a8-1ee7-057c8a60863f" }
{ "account_age_days": 1888, "account_id": "ACCT-B7A042DCD337", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 895, "timestamp": "2026-01-05T21:27:00Z", "transaction_amount_usd": 12058.66 }, { "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": 0.648, "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": 1294.46, "financial_exposure_usd": 2744.55, "recoverable_pct": 0.837 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101535", "label": "fraudulent", "label_confidence": 0.908, "severity": "low", "timestamp": "2026-01-02T01:35:00Z", "trace_id": "64b2c085-efea-ae40-cea1-f3a3da937cbc" }
{ "account_age_days": 1906, "account_id": "ACCT-B8CE0C78EE92", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 382, "timestamp": "2026-01-01T22:04:00Z", "transaction_amount_usd": 10 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.722, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 536256.68, "financial_exposure_usd": 791228.25, "recoverable_pct": 0.764 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103332", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-03T07:32:00Z", "trace_id": "403dc42a-ae3b-0874-dfdb-845e4303a6cb" }
{ "account_age_days": 763, "account_id": "ACCT-CDFDA6ABA3CE", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.428 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 283, "timestamp": "2026-01-03T07:32:00Z", "transaction_amount_usd": 42718.42 }, { "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": 0.659, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 126002.47, "financial_exposure_usd": 276285.8, "recoverable_pct": 0.721 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109759", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-07T18:39:00Z", "trace_id": "43ad7724-0cc2-d755-2394-2b1b406a7b3e" }
{ "account_age_days": 793, "account_id": "ACCT-4B8283630C87", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.939 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 982, "timestamp": "2026-01-07T18:39:00Z", "transaction_amount_usd": 12506.88 }, { "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": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1725.01, "financial_exposure_usd": 3198.43, "recoverable_pct": 0.857 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106760", "label": "benign", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-05T16:40:00Z", "trace_id": "82df32ec-67e4-0bbe-e563-e4379ca8e76a" }
{ "account_age_days": 948, "account_id": "ACCT-4DF15828ECB6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 673, "timestamp": "2026-01-05T16:40:00Z", "transaction_amount_usd": 9884.58 }, { "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": 0.798, "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": 2549.52, "financial_exposure_usd": 3475.91, "recoverable_pct": 0.426 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106331", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-05T09:31:00Z", "trace_id": "daeb3daf-544d-313a-50b5-22579c0fdda5" }
{ "account_age_days": 1852, "account_id": "ACCT-748D5187B4BA", "baseline_risk_score": 0.343, "kyc_tier": "tier_2", "session_entropy": 0.17 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1076, "timestamp": "2026-01-05T09:31:00Z", "transaction_amount_usd": 2682810.66 }, { "asset": "SOL", "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": 0.427, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1795080, "financial_exposure_usd": 3311135.99, "recoverable_pct": 0.438 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106319", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-05T09:19:00Z", "trace_id": "1dd3721c-66c3-4b03-c8f5-8365ab97892a" }
{ "account_age_days": 1180, "account_id": "ACCT-549B4A872156", "baseline_risk_score": 0.303, "kyc_tier": "tier_3", "session_entropy": 0.919 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 560, "timestamp": "2026-01-05T09:19:00Z", "transaction_amount_usd": 1367511.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.812, "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": 5614595.24, "financial_exposure_usd": 6507545.64, "recoverable_pct": 0.891 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100578", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-01T09:38:00Z", "trace_id": "4f153435-eef3-9e93-5926-f91b1f56278d" }
{ "account_age_days": 732, "account_id": "ACCT-50FCA4764F26", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.295 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 119, "timestamp": "2025-12-31T23:03:00Z", "transaction_amount_usd": 20.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.616, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 608747.95, "financial_exposure_usd": 618937.44, "recoverable_pct": 0.253 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106746", "label": "benign", "label_confidence": 0.684, "severity": "high", "timestamp": "2026-01-05T16:26:00Z", "trace_id": "2ee9e653-0f18-6a89-6520-f2cf81e569a2" }
{ "account_age_days": 1509, "account_id": "ACCT-1CDF6DE1CA90", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.825 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 691, "timestamp": "2026-01-05T16:26:00Z", "transaction_amount_usd": 6161.29 }, { "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": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2800.87, "financial_exposure_usd": 4707.28, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104948", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-04T10:28:00Z", "trace_id": "93267389-7e9d-1307-eb60-ff8709a07994" }
{ "account_age_days": 207, "account_id": "ACCT-0F12CCF0139C", "baseline_risk_score": 0.079, "kyc_tier": "tier_3", "session_entropy": 0.173 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 664, "timestamp": "2026-01-04T10:28:00Z", "transaction_amount_usd": 2046676.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.491, "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": 1207115.38, "financial_exposure_usd": 1914755.86, "recoverable_pct": 0.446 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104325", "label": "fraudulent", "label_confidence": 0.824, "severity": "medium", "timestamp": "2026-01-04T00:05:00Z", "trace_id": "f12fdaf1-8ec6-8ca6-d41e-50428220041c" }
{ "account_age_days": 178, "account_id": "ACCT-E381F0EE315F", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 985, "timestamp": "2026-01-04T00:05:00Z", "transaction_amount_usd": 2066589.59 }, { "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": 0.444, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2768244.99, "financial_exposure_usd": 2787488.87, "recoverable_pct": 0.673 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100265", "label": "fraudulent", "label_confidence": 0.879, "severity": "low", "timestamp": "2026-01-01T04:25:00Z", "trace_id": "769eb31c-2683-0a4c-8133-25f1e76032c3" }
{ "account_age_days": 731, "account_id": "ACCT-28E9209E2470", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 182, "timestamp": "2026-01-01T04:25:00Z", "transaction_amount_usd": 119886.25 }, { "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": 0.845, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 504922.35, "financial_exposure_usd": 893461.76, "recoverable_pct": 0.465 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100926", "label": "fraudulent", "label_confidence": 0.889, "severity": "critical", "timestamp": "2026-01-01T15:26:00Z", "trace_id": "a8a60104-54fd-09e5-b1cc-309fdf66d41e" }
{ "account_age_days": 367, "account_id": "ACCT-2E6A23ED28DC", "baseline_risk_score": 0.482, "kyc_tier": "tier_3", "session_entropy": 0.325 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 206, "timestamp": "2026-01-01T15:26:00Z", "transaction_amount_usd": 74589.38 }, { "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": 0.503, "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": 329969.03, "financial_exposure_usd": 792382.61, "recoverable_pct": 0.631 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105429", "label": "fraudulent", "label_confidence": 0.746, "severity": "critical", "timestamp": "2026-01-04T18:29:00Z", "trace_id": "d7aedaad-653f-b56a-3556-b42258e37124" }
{ "account_age_days": 1861, "account_id": "ACCT-09F8BDD4B707", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 681, "timestamp": "2026-01-04T18:29:00Z", "transaction_amount_usd": 340679.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.359, "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": 2846999.84, "financial_exposure_usd": 5259764.54, "recoverable_pct": 0.812 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104344", "label": "fraudulent", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-04T00:24:00Z", "trace_id": "da85db11-ae6a-b277-b4b9-25e4a38bbbf8" }
{ "account_age_days": 1116, "account_id": "ACCT-86ACE890AC6D", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.549 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 510, "timestamp": "2026-01-04T00:24:00Z", "transaction_amount_usd": 2508115.57 }, { "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": 0.594, "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": 5022448.74, "financial_exposure_usd": 7663024.19, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109582", "label": "benign", "label_confidence": 0.653, "severity": "high", "timestamp": "2026-01-07T15:42:00Z", "trace_id": "c6702e3b-d7d2-7ca1-4547-683ee94d3871" }
{ "account_age_days": 1525, "account_id": "ACCT-3BF8AC33707B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.265 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 442, "timestamp": "2026-01-07T15:42:00Z", "transaction_amount_usd": 8602.74 }, { "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": 0.532, "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": 1094.74, "financial_exposure_usd": 1271.8, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105823", "label": "fraudulent", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-05T01:03:00Z", "trace_id": "524ae938-0a0c-84ad-6df5-f84393fefbd5" }
{ "account_age_days": 171, "account_id": "ACCT-E2545BF344E1", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.412 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 849, "timestamp": "2026-01-05T01:03:00Z", "transaction_amount_usd": 151944.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3469933.66, "financial_exposure_usd": 4843183.46, "recoverable_pct": 0.811 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103513", "label": "fraudulent", "label_confidence": 0.674, "severity": "high", "timestamp": "2026-01-03T10:33:00Z", "trace_id": "128d8f5a-6117-13d3-926a-dbe7105c9b3d" }
{ "account_age_days": 613, "account_id": "ACCT-40EB8ED398EA", "baseline_risk_score": 0.33, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 276, "timestamp": "2026-01-03T01:12:00Z", "transaction_amount_usd": 2.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.41, "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": 2347270.88, "financial_exposure_usd": 2396871.23, "recoverable_pct": 0.981 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107440", "label": "benign", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-06T04:00:00Z", "trace_id": "c30ba677-aa19-3d0e-935d-9268bb8ee89f" }
{ "account_age_days": 825, "account_id": "ACCT-CA2E3FAEDBE2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 968, "timestamp": "2026-01-06T04:00:00Z", "transaction_amount_usd": 7551.66 }, { "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": 0.763, "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": 26, "financial_exposure_usd": 31.06, "recoverable_pct": 0.745 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102859", "label": "fraudulent", "label_confidence": 0.976, "severity": "high", "timestamp": "2026-01-02T23:39:00Z", "trace_id": "bcc93653-da2f-a6f0-4c85-293eedbe0ec9" }
{ "account_age_days": 1421, "account_id": "ACCT-355573B00350", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.903 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 134, "timestamp": "2026-01-02T22:58:00Z", "transaction_amount_usd": 15.33 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 569487.57, "financial_exposure_usd": 669229.12, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107612", "label": "benign", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-06T06:52:00Z", "trace_id": "eaeb3bb9-d5ad-0eac-92cf-d49bc4529b8c" }
{ "account_age_days": 1100, "account_id": "ACCT-D04A18D6107E", "baseline_risk_score": 0.107, "kyc_tier": "tier_2", "session_entropy": 0.491 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 384, "timestamp": "2026-01-06T00:59:00Z", "transaction_amount_usd": 10.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.463, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3986.83, "financial_exposure_usd": 5926.39, "recoverable_pct": 0.781 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108018", "label": "benign", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-06T13:38:00Z", "trace_id": "91f0426f-d5e8-53c8-a8c1-1d26ad6a0a00" }
{ "account_age_days": 81, "account_id": "ACCT-D872C5136BDB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.373 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 94, "timestamp": "2026-01-06T13:38:00Z", "transaction_amount_usd": 9790.33 }, { "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": 0.616, "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": 1038.57, "financial_exposure_usd": 1902.95, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105732", "label": "fraudulent", "label_confidence": 0.775, "severity": "high", "timestamp": "2026-01-04T23:32:00Z", "trace_id": "c733952b-15c8-25ff-5d80-ccc2ef5b29f2" }
{ "account_age_days": 353, "account_id": "ACCT-67396F8C3805", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 262, "timestamp": "2026-01-04T21:02:00Z", "transaction_amount_usd": 4.01 }, { "asset": "USDT", "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": 0.477, "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": 1949063.75, "financial_exposure_usd": 2711516.64, "recoverable_pct": 0.887 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102604", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-02T19:24:00Z", "trace_id": "0e56d4b3-0284-ff08-c40f-fbe65ce9260b" }
{ "account_age_days": 1722, "account_id": "ACCT-993F20A36753", "baseline_risk_score": 0.389, "kyc_tier": "tier_3", "session_entropy": 0.728 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 214, "timestamp": "2026-01-02T12:10:00Z", "transaction_amount_usd": 13.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.507, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 983572.86, "financial_exposure_usd": 1109787.64, "recoverable_pct": 0.335 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105300", "label": "fraudulent", "label_confidence": 0.909, "severity": "critical", "timestamp": "2026-01-04T16:20:00Z", "trace_id": "5739f5cb-2a94-d97b-d76c-38f5d0de89ae" }
{ "account_age_days": 1074, "account_id": "ACCT-8F89A2763B88", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.863 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 621, "timestamp": "2026-01-04T16:20:00Z", "transaction_amount_usd": 2402476.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.946, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4717948.07, "financial_exposure_usd": 5286312.78, "recoverable_pct": 0.413 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109069", "label": "benign", "label_confidence": 0.457, "severity": "high", "timestamp": "2026-01-07T07:09:00Z", "trace_id": "15b77fe1-688d-2255-1532-caf363092383" }
{ "account_age_days": 66, "account_id": "ACCT-8BDC757DE99D", "baseline_risk_score": 0.187, "kyc_tier": "tier_2", "session_entropy": 0.347 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 626, "timestamp": "2026-01-07T07:09:00Z", "transaction_amount_usd": 10733.16 }, { "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": 0.532, "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": 2934.82, "financial_exposure_usd": 3237.9, "recoverable_pct": 0.733 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108441", "label": "benign", "label_confidence": 0.589, "severity": "high", "timestamp": "2026-01-06T20:41:00Z", "trace_id": "903dcca1-b097-e737-b32e-46b458e9aeed" }
{ "account_age_days": 645, "account_id": "ACCT-B4BFFD86EB0C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.498 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 107, "timestamp": "2026-01-06T08:43:00Z", "transaction_amount_usd": 23.77 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.746, "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": 4232.03, "financial_exposure_usd": 4286.72, "recoverable_pct": 0.473 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105742", "label": "fraudulent", "label_confidence": 0.873, "severity": "low", "timestamp": "2026-01-04T23:42:00Z", "trace_id": "fc220bf7-f5b7-3ef1-0ae1-86922906553f" }
{ "account_age_days": 1773, "account_id": "ACCT-FC1C431A8228", "baseline_risk_score": 0.376, "kyc_tier": "tier_1", "session_entropy": 0.481 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 352, "timestamp": "2026-01-04T17:40:00Z", "transaction_amount_usd": 14.46 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.432, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 926679.27, "financial_exposure_usd": 1418744.15, "recoverable_pct": 0.562 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109484", "label": "benign", "label_confidence": 0.566, "severity": "low", "timestamp": "2026-01-07T14:04:00Z", "trace_id": "d951cd36-aa22-c79a-96f5-aa5f37ac65e2" }
{ "account_age_days": 1114, "account_id": "ACCT-979635CAC049", "baseline_risk_score": 0.154, "kyc_tier": "tier_2", "session_entropy": 0.344 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 848, "timestamp": "2026-01-07T14:04:00Z", "transaction_amount_usd": 14486.9 }, { "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": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2536.87, "financial_exposure_usd": 3675.56, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109024", "label": "benign", "label_confidence": 0.643, "severity": "medium", "timestamp": "2026-01-07T06:24:00Z", "trace_id": "8a5a2a4a-9941-9753-3a52-37bb46981fdb" }
{ "account_age_days": 367, "account_id": "ACCT-BA6191DBA687", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.545 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 449, "timestamp": "2026-01-07T06:24:00Z", "transaction_amount_usd": 11922.28 }, { "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": 0.625, "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": 2963.3, "financial_exposure_usd": 4753.67, "recoverable_pct": 0.686 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108694", "label": "benign", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-07T00:54:00Z", "trace_id": "b43a9f1b-26d4-1268-6e93-f4555e7e7c1b" }
{ "account_age_days": 553, "account_id": "ACCT-BAAAEEA7AF1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.131 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 164, "timestamp": "2026-01-07T00:54:00Z", "transaction_amount_usd": 7459.65 }, { "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": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 603.72, "financial_exposure_usd": 859.79, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108392", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-06T19:52:00Z", "trace_id": "166ab08a-d875-8c6e-88a5-c0253bdc0e4a" }
{ "account_age_days": 1299, "account_id": "ACCT-37CE1BC547DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.639 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 133, "timestamp": "2026-01-06T19:52:00Z", "transaction_amount_usd": 8637.04 }, { "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": 0.741, "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": 1504.65, "financial_exposure_usd": 2386.17, "recoverable_pct": 0.514 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107062", "label": "benign", "label_confidence": 0.518, "severity": "low", "timestamp": "2026-01-05T21:42:00Z", "trace_id": "ad5b154a-d0fc-e66b-d50f-4fc7d910e769" }
{ "account_age_days": 1441, "account_id": "ACCT-B6B21B1DFEC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.453 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 100, "timestamp": "2026-01-05T12:23:00Z", "transaction_amount_usd": 21.18 }, { "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": 0.757, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 265.99, "financial_exposure_usd": 570.71, "recoverable_pct": 0.637 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105422", "label": "fraudulent", "label_confidence": 0.926, "severity": "high", "timestamp": "2026-01-04T18:22:00Z", "trace_id": "46e5dc6e-ecb0-a3c2-9955-0a523cfb1f66" }
{ "account_age_days": 1445, "account_id": "ACCT-F581AE6F04F6", "baseline_risk_score": 0.239, "kyc_tier": "tier_1", "session_entropy": 0.618 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 475, "timestamp": "2026-01-04T18:22:00Z", "transaction_amount_usd": 2067680.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.657, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3489381.15, "financial_exposure_usd": 3705525.28, "recoverable_pct": 0.545 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104803", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-04T08:03:00Z", "trace_id": "8665001d-6994-36d2-2e13-67614f266700" }
{ "account_age_days": 146, "account_id": "ACCT-13F12FC765FE", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.84 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1019, "timestamp": "2026-01-04T08:03:00Z", "transaction_amount_usd": 2470050.93 }, { "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": 0.776, "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": 7165515.25, "financial_exposure_usd": 8335186.95, "recoverable_pct": 0.683 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100431", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-01T07:11:00Z", "trace_id": "615676b3-af6e-95c8-f4e6-3ead420090a1" }
{ "account_age_days": 1404, "account_id": "ACCT-29F9824433A3", "baseline_risk_score": 0.637, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 452, "timestamp": "2026-01-01T07:11:00Z", "transaction_amount_usd": 89126.34 }, { "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": 0.823, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 197107, "financial_exposure_usd": 255960, "recoverable_pct": 0.79 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106170", "label": "fraudulent", "label_confidence": 0.71, "severity": "critical", "timestamp": "2026-01-05T06:50:00Z", "trace_id": "777e2f0d-da5e-f4c7-a350-fd35d0010e81" }
{ "account_age_days": 549, "account_id": "ACCT-2F30F8490136", "baseline_risk_score": 0.42, "kyc_tier": "tier_1", "session_entropy": 0.594 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1014, "timestamp": "2026-01-05T06:50:00Z", "transaction_amount_usd": 498746.73 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.49, "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": 1601410.01, "financial_exposure_usd": 2994832.1, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104615", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-04T04:55:00Z", "trace_id": "a28e3a91-1ca2-ea6a-a39f-91c69297f14e" }
{ "account_age_days": 19, "account_id": "ACCT-F80E4DF70728", "baseline_risk_score": 0.094, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 418, "timestamp": "2026-01-04T04:55:00Z", "transaction_amount_usd": 2430281.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.513, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1632260.82, "financial_exposure_usd": 1888306.49, "recoverable_pct": 0.496 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102595", "label": "fraudulent", "label_confidence": 0.888, "severity": "low", "timestamp": "2026-01-02T19:15:00Z", "trace_id": "73b15ee0-cb7c-6111-993b-9170222435a6" }
{ "account_age_days": 1651, "account_id": "ACCT-A488DEFC5AA6", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.169 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 109, "timestamp": "2026-01-02T06:36:00Z", "transaction_amount_usd": 19.97 }, { "asset": "GBP", "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": 0.945, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 361004.71, "financial_exposure_usd": 469929.17, "recoverable_pct": 0.325 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104171", "label": "fraudulent", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-03T21:31:00Z", "trace_id": "d356dda5-cb62-fb1d-b0b4-2d387aac3d34" }
{ "account_age_days": 715, "account_id": "ACCT-014A7B2CD5D9", "baseline_risk_score": 0.224, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 112, "timestamp": "2026-01-03T13:56:00Z", "transaction_amount_usd": 20.9 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.505, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 2418057.65, "financial_exposure_usd": 4619541.41, "recoverable_pct": 0.943 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108607", "label": "benign", "label_confidence": 0.574, "severity": "critical", "timestamp": "2026-01-06T23:27:00Z", "trace_id": "132b8daf-7433-608a-9ecb-ebaa401df9b1" }
{ "account_age_days": 633, "account_id": "ACCT-D13AA77E46A3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 299, "timestamp": "2026-01-06T23:27:00Z", "transaction_amount_usd": 12952.09 }, { "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": 0.658, "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": 7067.68, "financial_exposure_usd": 9348.64, "recoverable_pct": 0.914 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107117", "label": "benign", "label_confidence": 0.508, "severity": "medium", "timestamp": "2026-01-05T22:37:00Z", "trace_id": "16c7625f-9408-a5eb-c54c-367a1dc6a8fc" }
{ "account_age_days": 357, "account_id": "ACCT-743D1BB56EDE", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.413 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 406, "timestamp": "2026-01-05T22:37:00Z", "transaction_amount_usd": 7388.42 }, { "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": 0.453, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 880.6, "financial_exposure_usd": 1672.32, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }