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-103837", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-03T15:57:00Z", "trace_id": "37d13843-12a1-e46b-7123-8f3a68826509" }
{ "account_age_days": 7, "account_id": "ACCT-186C6FE016C4", "baseline_risk_score": 0.38, "kyc_tier": "tier_3", "session_entropy": 0.332 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 221, "timestamp": "2026-01-03T11:47:00Z", "transaction_amount_usd": 18.8 }, { "asset": "USDC", "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": 0.815, "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": 4655348.58, "financial_exposure_usd": 6513773.29, "recoverable_pct": 0.555 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103342", "label": "fraudulent", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-03T07:42:00Z", "trace_id": "f2887ddd-9a70-1948-bff6-34ed6637fcd1" }
{ "account_age_days": 748, "account_id": "ACCT-07BCCD22E2B3", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.466 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 84, "timestamp": "2026-01-03T06:13:00Z", "transaction_amount_usd": 18.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.844, "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": 1355215.38, "financial_exposure_usd": 2887606.47, "recoverable_pct": 0.707 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100894", "label": "fraudulent", "label_confidence": 0.756, "severity": "critical", "timestamp": "2026-01-01T14:54:00Z", "trace_id": "01d68d62-eb26-54f8-1336-06a0b03cbb07" }
{ "account_age_days": 298, "account_id": "ACCT-FBABB543270C", "baseline_risk_score": 0.61, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 233, "timestamp": "2026-01-01T06:18:00Z", "transaction_amount_usd": 16.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.543, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 441982.45, "financial_exposure_usd": 846693.96, "recoverable_pct": 0.048 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109475", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-07T13:55:00Z", "trace_id": "49a6de1b-a26e-009b-a389-c7712fa3117f" }
{ "account_age_days": 793, "account_id": "ACCT-0A29953AA67C", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1029, "timestamp": "2026-01-07T13:55:00Z", "transaction_amount_usd": 10603.58 }, { "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": 0.565, "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": 2620.64, "financial_exposure_usd": 2802.77, "recoverable_pct": 0.96 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102057", "label": "fraudulent", "label_confidence": 0.782, "severity": "high", "timestamp": "2026-01-02T10:17:00Z", "trace_id": "8e6a1b87-b18f-0e65-d13c-fb10477533ef" }
{ "account_age_days": 325, "account_id": "ACCT-3D5D0583775E", "baseline_risk_score": 0.486, "kyc_tier": "tier_3", "session_entropy": 0.714 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 736, "timestamp": "2026-01-02T10:17:00Z", "transaction_amount_usd": 81976.59 }, { "asset": "USD", "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": 0.397, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 535222.96, "financial_exposure_usd": 607890.17, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104783", "label": "fraudulent", "label_confidence": 0.725, "severity": "high", "timestamp": "2026-01-04T07:43:00Z", "trace_id": "19a8c4bd-2a9d-ae10-17e4-30a2ae3e6620" }
{ "account_age_days": 118, "account_id": "ACCT-993E087B6F9F", "baseline_risk_score": 0.261, "kyc_tier": "tier_3", "session_entropy": 0.815 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 297, "timestamp": "2026-01-03T21:52:00Z", "transaction_amount_usd": 3.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.787, "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": 1448780.21, "financial_exposure_usd": 2079979.92, "recoverable_pct": 0.588 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108546", "label": "benign", "label_confidence": 0.576, "severity": "medium", "timestamp": "2026-01-06T22:26:00Z", "trace_id": "19786049-2f9b-8284-9269-a86ea43c4a2f" }
{ "account_age_days": 1980, "account_id": "ACCT-1B7FE6F7585B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.742 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 286, "timestamp": "2026-01-06T17:54:00Z", "transaction_amount_usd": 4.19 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.589, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4810.32, "financial_exposure_usd": 5644.8, "recoverable_pct": 0.625 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101315", "label": "fraudulent", "label_confidence": 0.896, "severity": "critical", "timestamp": "2026-01-01T21:55:00Z", "trace_id": "182fee4e-1954-6197-a94a-5a65e8790a4d" }
{ "account_age_days": 1145, "account_id": "ACCT-B0C03B1D5D7F", "baseline_risk_score": 0.549, "kyc_tier": "tier_1", "session_entropy": 0.315 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 979, "timestamp": "2026-01-01T21:55:00Z", "transaction_amount_usd": 27014.76 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "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": 226889.74, "financial_exposure_usd": 519151.74, "recoverable_pct": 0.36 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102428", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-02T16:28:00Z", "trace_id": "4df77f35-635d-67d4-cab4-7de6b7aec6a5" }
{ "account_age_days": 757, "account_id": "ACCT-3360B2CB939A", "baseline_risk_score": 0.37, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 92, "timestamp": "2026-01-02T16:28:00Z", "transaction_amount_usd": 38416.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.834, "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": 396643.41, "financial_exposure_usd": 545907.68, "recoverable_pct": 0.105 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106762", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-05T16:42:00Z", "trace_id": "f43271f4-f8b6-d8d3-1960-02eed4b982e3" }
{ "account_age_days": 91, "account_id": "ACCT-6EA0E8DDFB5B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.589 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1059, "timestamp": "2026-01-05T16:42:00Z", "transaction_amount_usd": 8655.66 }, { "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": 0.745, "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": 4067.76, "financial_exposure_usd": 5781.93, "recoverable_pct": 0.919 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103236", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-03T05:56:00Z", "trace_id": "fe08d365-9b51-d4ad-1e56-9ae6197fc188" }
{ "account_age_days": 1960, "account_id": "ACCT-A50E782EB3DC", "baseline_risk_score": 0.272, "kyc_tier": "tier_1", "session_entropy": 0.237 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 717, "timestamp": "2026-01-03T05:56:00Z", "transaction_amount_usd": 50142.49 }, { "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": 0.779, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 522480.75, "financial_exposure_usd": 732621.02, "recoverable_pct": 0.284 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105468", "label": "fraudulent", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-04T19:08:00Z", "trace_id": "c6b49351-58e9-39a7-b803-6075a0cd92ca" }
{ "account_age_days": 1055, "account_id": "ACCT-C2213E95761A", "baseline_risk_score": 0.236, "kyc_tier": "tier_1", "session_entropy": 0.407 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 429, "timestamp": "2026-01-04T19:08:00Z", "transaction_amount_usd": 1692882.32 }, { "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": 0.825, "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": 2755133.11, "financial_exposure_usd": 6482677.65, "recoverable_pct": 0.74 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100890", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-01T14:50:00Z", "trace_id": "d5a19fbc-d489-9b95-0bcb-3af7abb67078" }
{ "account_age_days": 846, "account_id": "ACCT-919772380D7F", "baseline_risk_score": 0.452, "kyc_tier": "tier_1", "session_entropy": 0.466 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 223, "timestamp": "2026-01-01T07:18:00Z", "transaction_amount_usd": 14.21 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.575, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 552390.81, "financial_exposure_usd": 779468.68, "recoverable_pct": 0.836 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105218", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-04T14:58:00Z", "trace_id": "336d60a7-cf7f-0bd4-5ceb-c4783bf4409f" }
{ "account_age_days": 375, "account_id": "ACCT-165C079A4AEC", "baseline_risk_score": 0.214, "kyc_tier": "tier_1", "session_entropy": 0.48 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 597, "timestamp": "2026-01-04T14:58:00Z", "transaction_amount_usd": 1890590.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.934, "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": 7746623.1, "financial_exposure_usd": 9837358.19, "recoverable_pct": 0.851 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103868", "label": "fraudulent", "label_confidence": 0.668, "severity": "medium", "timestamp": "2026-01-03T16:28:00Z", "trace_id": "c8302cae-4178-d201-b37d-7827bb693021" }
{ "account_age_days": 1623, "account_id": "ACCT-D7AD8DD90663", "baseline_risk_score": 0.276, "kyc_tier": "tier_1", "session_entropy": 0.61 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 668, "timestamp": "2026-01-03T16:28:00Z", "transaction_amount_usd": 601487.39 }, { "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": 0.829, "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": 3656451.16, "financial_exposure_usd": 5712098.56, "recoverable_pct": 0.456 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106865", "label": "benign", "label_confidence": 0.476, "severity": "critical", "timestamp": "2026-01-05T18:25:00Z", "trace_id": "34d60093-33de-195b-c240-8f2298617f9c" }
{ "account_age_days": 254, "account_id": "ACCT-4A6E43DD1DF7", "baseline_risk_score": 0.137, "kyc_tier": "tier_2", "session_entropy": 0.458 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 961, "timestamp": "2026-01-05T18:25:00Z", "transaction_amount_usd": 2218.39 }, { "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": 0.535, "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": 1622.76, "financial_exposure_usd": 3083.23, "recoverable_pct": 0.738 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106513", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-05T12:33:00Z", "trace_id": "f49a6c71-6276-bbac-1038-55e56ea45a09" }
{ "account_age_days": 1260, "account_id": "ACCT-E335F6BC057B", "baseline_risk_score": 0.177, "kyc_tier": "tier_2", "session_entropy": 0.545 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 356, "timestamp": "2026-01-05T12:33:00Z", "transaction_amount_usd": 79841.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.757, "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": 3213269.45, "financial_exposure_usd": 5334875.86, "recoverable_pct": 0.585 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100699", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-01T11:39:00Z", "trace_id": "6f46e775-e332-4380-18f2-3b989be61235" }
{ "account_age_days": 1508, "account_id": "ACCT-F85C49CF844A", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.438 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 505, "timestamp": "2026-01-01T11:39:00Z", "transaction_amount_usd": 3695.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 479815.72, "financial_exposure_usd": 604247.38, "recoverable_pct": 0.839 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103192", "label": "fraudulent", "label_confidence": 0.794, "severity": "high", "timestamp": "2026-01-03T05:12:00Z", "trace_id": "3b52a091-aa99-8ad9-29b9-2134a2a22234" }
{ "account_age_days": 849, "account_id": "ACCT-9F279F5CFD80", "baseline_risk_score": 0.501, "kyc_tier": "tier_2", "session_entropy": 0.464 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 210, "timestamp": "2026-01-02T23:15:00Z", "transaction_amount_usd": 23.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "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": 347072.48, "financial_exposure_usd": 402705.3, "recoverable_pct": 0.722 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104938", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-04T10:18:00Z", "trace_id": "9f5ded81-f933-8b10-ecde-4ccec2884b81" }
{ "account_age_days": 712, "account_id": "ACCT-5C344532D27A", "baseline_risk_score": 0.356, "kyc_tier": "tier_1", "session_entropy": 0.855 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 393, "timestamp": "2026-01-03T23:48:00Z", "transaction_amount_usd": 6.93 }, { "asset": "ETH", "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": 0.372, "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": 3632999.36, "financial_exposure_usd": 4075661.18, "recoverable_pct": 0.833 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103369", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-03T08:09:00Z", "trace_id": "652c90d9-e85a-e992-04ef-919a2fb842bb" }
{ "account_age_days": 1533, "account_id": "ACCT-F397145293E4", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 242, "timestamp": "2026-01-02T19:32:00Z", "transaction_amount_usd": 12.04 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.75, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2367922.57, "financial_exposure_usd": 2863958.31, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105573", "label": "fraudulent", "label_confidence": 0.749, "severity": "high", "timestamp": "2026-01-04T20:53:00Z", "trace_id": "7f233b47-3c42-2dd2-0036-f08ae61c723d" }
{ "account_age_days": 1415, "account_id": "ACCT-D599B70D3B55", "baseline_risk_score": 0.283, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1112, "timestamp": "2026-01-04T20:53:00Z", "transaction_amount_usd": 1752657.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.825, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 740242.41, "financial_exposure_usd": 1666697.21, "recoverable_pct": 0.458 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109509", "label": "benign", "label_confidence": 0.471, "severity": "low", "timestamp": "2026-01-07T14:29:00Z", "trace_id": "7028f5d2-a73c-53f5-d5c5-dde413476e0e" }
{ "account_age_days": 363, "account_id": "ACCT-605D5FB9CC0B", "baseline_risk_score": 0.16, "kyc_tier": "tier_3", "session_entropy": 0.468 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 134, "timestamp": "2026-01-07T14:29:00Z", "transaction_amount_usd": 3292 }, { "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": 0.685, "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": 1661.13, "financial_exposure_usd": 3189.76, "recoverable_pct": 0.486 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101566", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-02T02:06:00Z", "trace_id": "8486994b-00c1-b778-8082-e5f3ebceacd6" }
{ "account_age_days": 1131, "account_id": "ACCT-9F8245B80AED", "baseline_risk_score": 0.611, "kyc_tier": "tier_3", "session_entropy": 0.83 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 510, "timestamp": "2026-01-02T02:06:00Z", "transaction_amount_usd": 96263.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.372, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 451422.05, "financial_exposure_usd": 756147.6, "recoverable_pct": 0.462 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106030", "label": "fraudulent", "label_confidence": 0.621, "severity": "critical", "timestamp": "2026-01-05T04:30:00Z", "trace_id": "72d4a33d-b709-a8b0-5ad5-a558bb97ddbb" }
{ "account_age_days": 278, "account_id": "ACCT-5E84703C169A", "baseline_risk_score": 0.311, "kyc_tier": "tier_1", "session_entropy": 0.548 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 266, "timestamp": "2026-01-05T02:20:00Z", "transaction_amount_usd": 23.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.875, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 6153614.43, "financial_exposure_usd": 8395902.58, "recoverable_pct": 0.66 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104252", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-03T22:52:00Z", "trace_id": "bc817ce9-1210-a2b2-7b6c-869b662b69b0" }
{ "account_age_days": 1430, "account_id": "ACCT-7C1352C9BB3C", "baseline_risk_score": 0.178, "kyc_tier": "tier_2", "session_entropy": 0.108 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 215, "timestamp": "2026-01-03T13:10:00Z", "transaction_amount_usd": 17.54 }, { "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": 0.534, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2000849.94, "financial_exposure_usd": 3601503.53, "recoverable_pct": 0.422 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104813", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-04T08:13:00Z", "trace_id": "ccf97c10-3270-16a4-b002-752df7211992" }
{ "account_age_days": 1992, "account_id": "ACCT-69C9B99B2E19", "baseline_risk_score": 0.249, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 242, "timestamp": "2026-01-04T08:13:00Z", "transaction_amount_usd": 434096.68 }, { "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": 0.392, "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": 3331302.55, "financial_exposure_usd": 4156358.06, "recoverable_pct": 0.802 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104448", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-04T02:08:00Z", "trace_id": "7029a2a7-1a07-4402-1c0d-955bba3779f7" }
{ "account_age_days": 860, "account_id": "ACCT-EFCC6A08151A", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.379 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1060, "timestamp": "2026-01-04T02:08:00Z", "transaction_amount_usd": 2523481.63 }, { "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": 0.855, "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": 6272456.77, "financial_exposure_usd": 7779538.08, "recoverable_pct": 0.735 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102456", "label": "fraudulent", "label_confidence": 0.903, "severity": "critical", "timestamp": "2026-01-02T16:56:00Z", "trace_id": "bd925b81-ac36-d170-01c8-3cecd1b7daa5" }
{ "account_age_days": 951, "account_id": "ACCT-0C789B6FA4D8", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.617 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 991, "timestamp": "2026-01-02T16:56:00Z", "transaction_amount_usd": 88304.3 }, { "asset": "USD", "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": 0.837, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 423127.18, "financial_exposure_usd": 680960.46, "recoverable_pct": 0.025 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107639", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-06T07:19:00Z", "trace_id": "7d384561-d2ca-f5fa-2f57-31277eeb2e00" }
{ "account_age_days": 675, "account_id": "ACCT-3E14D3DD69A0", "baseline_risk_score": 0.183, "kyc_tier": "tier_2", "session_entropy": 0.76 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 324, "timestamp": "2026-01-05T21:34:00Z", "transaction_amount_usd": 14.28 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.672, "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": 1216.45, "financial_exposure_usd": 1705.77, "recoverable_pct": 0.863 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107426", "label": "benign", "label_confidence": 0.597, "severity": "critical", "timestamp": "2026-01-06T03:46:00Z", "trace_id": "65e85118-4d18-6533-baab-82bb39f50659" }
{ "account_age_days": 1579, "account_id": "ACCT-6DC852F33870", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 300, "timestamp": "2026-01-06T03:46:00Z", "transaction_amount_usd": 14060.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.67, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1477.12, "financial_exposure_usd": 2939.85, "recoverable_pct": 0.683 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102053", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-02T10:13:00Z", "trace_id": "cd2aa674-ee9c-5d3d-4166-02d5a866112d" }
{ "account_age_days": 347, "account_id": "ACCT-6B2CD21CB3E5", "baseline_risk_score": 0.474, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 821, "timestamp": "2026-01-02T10:13:00Z", "transaction_amount_usd": 100919.78 }, { "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": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 830034.73, "financial_exposure_usd": 1397496.39, "recoverable_pct": 0.65 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109654", "label": "benign", "label_confidence": 0.745, "severity": "critical", "timestamp": "2026-01-07T16:54:00Z", "trace_id": "be4b5040-86a3-4322-bfb0-fc2aa9f57832" }
{ "account_age_days": 1306, "account_id": "ACCT-4E37699E320F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.502 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 594, "timestamp": "2026-01-07T16:54:00Z", "transaction_amount_usd": 2219.69 }, { "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": 0.627, "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": 1599.1, "financial_exposure_usd": 2334.36, "recoverable_pct": 0.697 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104186", "label": "fraudulent", "label_confidence": 0.663, "severity": "low", "timestamp": "2026-01-03T21:46:00Z", "trace_id": "5a3318ee-8abc-81fe-d1fa-4e0394adbf75" }
{ "account_age_days": 1674, "account_id": "ACCT-1E45D7933925", "baseline_risk_score": 0.319, "kyc_tier": "tier_1", "session_entropy": 0.906 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 294, "timestamp": "2026-01-03T21:46:00Z", "transaction_amount_usd": 2009426.99 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.844, "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": 3605676.07, "financial_exposure_usd": 5102792.46, "recoverable_pct": 0.455 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106167", "label": "fraudulent", "label_confidence": 0.792, "severity": "low", "timestamp": "2026-01-05T06:47:00Z", "trace_id": "4baa447b-cb58-6b2b-9eb4-db2f78a72124" }
{ "account_age_days": 796, "account_id": "ACCT-6590FF46E783", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 709, "timestamp": "2026-01-05T06:47:00Z", "transaction_amount_usd": 294304.78 }, { "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": 0.416, "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": 3323139.14, "financial_exposure_usd": 4654233.97, "recoverable_pct": 0.776 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104406", "label": "fraudulent", "label_confidence": 0.88, "severity": "critical", "timestamp": "2026-01-04T01:26:00Z", "trace_id": "1d398023-9f80-6617-0254-94570b6fc786" }
{ "account_age_days": 699, "account_id": "ACCT-74C4F3DE8757", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.734 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1092, "timestamp": "2026-01-04T01:26:00Z", "transaction_amount_usd": 1614011.17 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.519, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3281634.99, "financial_exposure_usd": 6693634.84, "recoverable_pct": 0.788 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106630", "label": "fraudulent", "label_confidence": 0.934, "severity": "critical", "timestamp": "2026-01-05T14:30:00Z", "trace_id": "dafce49d-6889-f8ee-4c09-2ae1d870989e" }
{ "account_age_days": 10, "account_id": "ACCT-BC1D58D26109", "baseline_risk_score": 0.235, "kyc_tier": "tier_3", "session_entropy": 0.622 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 244, "timestamp": "2026-01-05T12:39:00Z", "transaction_amount_usd": 17 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2317390.72, "financial_exposure_usd": 3153360.44, "recoverable_pct": 0.483 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107510", "label": "benign", "label_confidence": 0.635, "severity": "low", "timestamp": "2026-01-06T05:10:00Z", "trace_id": "ba8e01ed-7210-8b92-f123-bac4e28efb53" }
{ "account_age_days": 420, "account_id": "ACCT-6587B0E01FFF", "baseline_risk_score": 0.177, "kyc_tier": "tier_2", "session_entropy": 0.818 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 233, "timestamp": "2026-01-06T05:10:00Z", "transaction_amount_usd": 507.37 }, { "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": 0.467, "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": 2116.95, "financial_exposure_usd": 2743.92, "recoverable_pct": 0.528 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104777", "label": "fraudulent", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-04T07:37:00Z", "trace_id": "deed50ce-a3db-a465-a329-3c53979c5534" }
{ "account_age_days": 1982, "account_id": "ACCT-FC04E33D428E", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.222 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 953, "timestamp": "2026-01-04T07:37:00Z", "transaction_amount_usd": 271928.79 }, { "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": 0.816, "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": 1295229.48, "financial_exposure_usd": 2852052.48, "recoverable_pct": 0.856 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101978", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-02T08:58:00Z", "trace_id": "385a2da0-d6c9-5c26-54d8-98c370162e14" }
{ "account_age_days": 582, "account_id": "ACCT-C8D5F389EBFC", "baseline_risk_score": 0.604, "kyc_tier": "tier_2", "session_entropy": 0.308 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 987, "timestamp": "2026-01-02T08:58:00Z", "transaction_amount_usd": 56971.75 }, { "asset": "JPY", "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": 0.827, "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": 242985.54, "financial_exposure_usd": 526752.4, "recoverable_pct": 0.184 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107113", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-05T22:33:00Z", "trace_id": "a8fdffd9-41f0-16df-d3bc-18f4515a1503" }
{ "account_age_days": 602, "account_id": "ACCT-1D143A94C255", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 91, "timestamp": "2026-01-05T13:12:00Z", "transaction_amount_usd": 4.78 }, { "asset": "SOL", "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": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4629.43, "financial_exposure_usd": 5945.56, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103051", "label": "fraudulent", "label_confidence": 0.803, "severity": "critical", "timestamp": "2026-01-03T02:51:00Z", "trace_id": "253ad5fb-9908-7672-cba4-52ad0ba82a22" }
{ "account_age_days": 512, "account_id": "ACCT-1A403F8DC231", "baseline_risk_score": 0.469, "kyc_tier": "tier_1", "session_entropy": 0.527 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 438, "timestamp": "2026-01-03T02:51:00Z", "transaction_amount_usd": 118787.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.713, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 251391.6, "financial_exposure_usd": 367718.25, "recoverable_pct": 0.671 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102120", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-02T11:20:00Z", "trace_id": "b6439cc0-4f6e-7a5b-d298-d68c57c1c060" }
{ "account_age_days": 880, "account_id": "ACCT-76B59A528943", "baseline_risk_score": 0.549, "kyc_tier": "tier_2", "session_entropy": 0.542 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 706, "timestamp": "2026-01-02T11:20:00Z", "transaction_amount_usd": 34100.98 }, { "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": 0.715, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 443642.09, "financial_exposure_usd": 507460.72, "recoverable_pct": 0.707 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102572", "label": "fraudulent", "label_confidence": 0.897, "severity": "low", "timestamp": "2026-01-02T18:52:00Z", "trace_id": "aab2a2cb-c93d-a21d-05a7-957c1f3c0632" }
{ "account_age_days": 603, "account_id": "ACCT-2EF46BEC33D0", "baseline_risk_score": 0.595, "kyc_tier": "tier_1", "session_entropy": 0.833 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 457, "timestamp": "2026-01-02T18:52:00Z", "transaction_amount_usd": 8878.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.369, "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": 713054.99, "financial_exposure_usd": 822432.88, "recoverable_pct": 0.773 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100835", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-01T13:55:00Z", "trace_id": "a47d7534-c553-3759-c987-57b1d5ac585e" }
{ "account_age_days": 1731, "account_id": "ACCT-BACAB7F76291", "baseline_risk_score": 0.411, "kyc_tier": "tier_3", "session_entropy": 0.819 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 377, "timestamp": "2026-01-01T03:43:00Z", "transaction_amount_usd": 21.61 }, { "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": 0.787, "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": 664828.26, "financial_exposure_usd": 721403.98, "recoverable_pct": 0.573 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109074", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-07T07:14:00Z", "trace_id": "a6e9a191-3d6a-9bdd-f429-cefc4bf948c3" }
{ "account_age_days": 879, "account_id": "ACCT-227E8249C783", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.287 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 636, "timestamp": "2026-01-07T07:14:00Z", "transaction_amount_usd": 1777.36 }, { "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": 0.609, "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": 616.63, "financial_exposure_usd": 857.99, "recoverable_pct": 0.985 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103167", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-03T04:47:00Z", "trace_id": "4961c582-7439-d8ba-0cc1-7507e872eac5" }
{ "account_age_days": 792, "account_id": "ACCT-C2193002E03F", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 91, "timestamp": "2026-01-03T01:09:00Z", "transaction_amount_usd": 20.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.817, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 92177.31, "financial_exposure_usd": 195717.95, "recoverable_pct": 0.024 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100519", "label": "fraudulent", "label_confidence": 0.88, "severity": "critical", "timestamp": "2026-01-01T08:39:00Z", "trace_id": "a9611c5d-94ba-3bf2-1c54-2d78733e2137" }
{ "account_age_days": 1864, "account_id": "ACCT-C5DD5187A7F2", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.725 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 212, "timestamp": "2026-01-01T08:39:00Z", "transaction_amount_usd": 91330.39 }, { "asset": "USD", "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": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 272047.82, "financial_exposure_usd": 406187.7, "recoverable_pct": 0.54 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106402", "label": "fraudulent", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-05T10:42:00Z", "trace_id": "97803f9b-8aa8-6a24-a941-0e5d7e35487c" }
{ "account_age_days": 1510, "account_id": "ACCT-D1CD7775B0D4", "baseline_risk_score": 0.41, "kyc_tier": "tier_3", "session_entropy": 0.172 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 225, "timestamp": "2026-01-05T10:42:00Z", "transaction_amount_usd": 1999270.88 }, { "asset": "USD", "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": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4944548.22, "financial_exposure_usd": 8124512.48, "recoverable_pct": 0.467 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104002", "label": "fraudulent", "label_confidence": 0.606, "severity": "medium", "timestamp": "2026-01-03T18:42:00Z", "trace_id": "60d5cce1-8587-ce33-d99c-89f58d4e64d6" }
{ "account_age_days": 1997, "account_id": "ACCT-E774C8F39B04", "baseline_risk_score": 0.203, "kyc_tier": "tier_3", "session_entropy": 0.504 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 683, "timestamp": "2026-01-03T18:42:00Z", "transaction_amount_usd": 127061.2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.514, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2803690.85, "financial_exposure_usd": 4803058.08, "recoverable_pct": 0.916 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106990", "label": "benign", "label_confidence": 0.516, "severity": "high", "timestamp": "2026-01-05T20:30:00Z", "trace_id": "2bdf27a3-e0ee-6ee7-189c-d61fa608a85e" }
{ "account_age_days": 1736, "account_id": "ACCT-3120A465897E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 136, "timestamp": "2026-01-05T17:37:00Z", "transaction_amount_usd": 2.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.745, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2111.69, "financial_exposure_usd": 2676.99, "recoverable_pct": 0.934 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103128", "label": "fraudulent", "label_confidence": 0.874, "severity": "high", "timestamp": "2026-01-03T04:08:00Z", "trace_id": "c8c8c99f-e15b-bbed-cb60-639b21781764" }
{ "account_age_days": 974, "account_id": "ACCT-0B3B0CC52BDB", "baseline_risk_score": 0.564, "kyc_tier": "tier_3", "session_entropy": 0.496 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1133, "timestamp": "2026-01-03T04:08:00Z", "transaction_amount_usd": 33545.31 }, { "asset": "EUR", "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": 0.503, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 397857.19, "financial_exposure_usd": 898967.72, "recoverable_pct": 0.046 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108620", "label": "benign", "label_confidence": 0.652, "severity": "low", "timestamp": "2026-01-06T23:40:00Z", "trace_id": "de46cbcc-9d44-9f57-8dea-f377c2bf6620" }
{ "account_age_days": 481, "account_id": "ACCT-E16680BE264C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.733 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 490, "timestamp": "2026-01-06T23:40:00Z", "transaction_amount_usd": 14088.66 }, { "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": 0.573, "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": 1273.08, "financial_exposure_usd": 2188.4, "recoverable_pct": 0.731 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104624", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-04T05:04:00Z", "trace_id": "e94ffeda-a0f4-09b6-613a-b58e1f4f3d96" }
{ "account_age_days": 1580, "account_id": "ACCT-8F54EE90A9B1", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.685 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 285, "timestamp": "2026-01-04T05:04:00Z", "transaction_amount_usd": 1049069.4 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.504, "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": 2561419.96, "financial_exposure_usd": 5291863.43, "recoverable_pct": 0.806 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102125", "label": "fraudulent", "label_confidence": 0.835, "severity": "low", "timestamp": "2026-01-02T11:25:00Z", "trace_id": "ee4d6812-ec3c-befc-1bde-c17789e38573" }
{ "account_age_days": 1130, "account_id": "ACCT-C52EA6AB2BF1", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.153 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 162, "timestamp": "2026-01-02T04:34:00Z", "transaction_amount_usd": 12.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 196697.07, "financial_exposure_usd": 361240.45, "recoverable_pct": 0.671 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108204", "label": "benign", "label_confidence": 0.529, "severity": "low", "timestamp": "2026-01-06T16:44:00Z", "trace_id": "71c7c6ff-e095-8a34-d19d-c6bf9b06a7f2" }
{ "account_age_days": 919, "account_id": "ACCT-4EB83A0AAC6C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.49 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 121, "timestamp": "2026-01-06T16:44:00Z", "transaction_amount_usd": 4699.73 }, { "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": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 769.18, "financial_exposure_usd": 977.38, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100918", "label": "fraudulent", "label_confidence": 0.98, "severity": "high", "timestamp": "2026-01-01T15:18:00Z", "trace_id": "daa4340d-b16a-0f1a-4fc7-11d295343ce2" }
{ "account_age_days": 493, "account_id": "ACCT-BEB182C6E28B", "baseline_risk_score": 0.483, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 264, "timestamp": "2026-01-01T15:18:00Z", "transaction_amount_usd": 66395.59 }, { "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": 0.425, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 702090.61, "financial_exposure_usd": 1096990.18, "recoverable_pct": 0.653 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100360", "label": "fraudulent", "label_confidence": 0.804, "severity": "low", "timestamp": "2026-01-01T06:00:00Z", "trace_id": "198a6a0c-8bfc-946c-cea9-e905e0e4fb32" }
{ "account_age_days": 1843, "account_id": "ACCT-D701597C2BBA", "baseline_risk_score": 0.445, "kyc_tier": "tier_1", "session_entropy": 0.785 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 281, "timestamp": "2026-01-01T06:00:00Z", "transaction_amount_usd": 77821.36 }, { "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": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 635575.06, "financial_exposure_usd": 815597.52, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100291", "label": "fraudulent", "label_confidence": 0.879, "severity": "low", "timestamp": "2026-01-01T04:51:00Z", "trace_id": "85f1bc46-f473-bdb4-90ff-3e09094d4b8a" }
{ "account_age_days": 894, "account_id": "ACCT-8B75190C4F26", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.666 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 388, "timestamp": "2025-12-31T20:03:00Z", "transaction_amount_usd": 12.1 }, { "asset": "SOL", "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": 0.529, "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": 715433.83, "financial_exposure_usd": 946526.95, "recoverable_pct": 0.785 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101265", "label": "fraudulent", "label_confidence": 0.925, "severity": "medium", "timestamp": "2026-01-01T21:05:00Z", "trace_id": "94ee00f2-d70c-f870-453e-9679fee916bf" }
{ "account_age_days": 634, "account_id": "ACCT-4C0F8059EAC9", "baseline_risk_score": 0.281, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 892, "timestamp": "2026-01-01T21:05:00Z", "transaction_amount_usd": 58508.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.72, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 130003.97, "financial_exposure_usd": 190977.6, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107479", "label": "benign", "label_confidence": 0.463, "severity": "low", "timestamp": "2026-01-06T04:39:00Z", "trace_id": "ec00a8ed-6aea-ca05-c294-86e90f2b056d" }
{ "account_age_days": 1354, "account_id": "ACCT-45E9CE3CF29E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.948 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 108, "timestamp": "2026-01-06T04:39:00Z", "transaction_amount_usd": 12286.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "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": 1004.06, "financial_exposure_usd": 1292.34, "recoverable_pct": 0.539 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108736", "label": "benign", "label_confidence": 0.489, "severity": "low", "timestamp": "2026-01-07T01:36:00Z", "trace_id": "82d9a1d0-a54b-c6db-2c61-4f3e5a1c2e4d" }
{ "account_age_days": 1640, "account_id": "ACCT-DB4BDE23AC63", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.352 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 786, "timestamp": "2026-01-07T01:36:00Z", "transaction_amount_usd": 8529.23 }, { "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": 0.7, "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 pri...
{ "customer_funds_at_risk_usd": 1097.96, "financial_exposure_usd": 2211.67, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104977", "label": "fraudulent", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-04T10:57:00Z", "trace_id": "35d8387a-c320-6884-c47c-00950a9e2da9" }
{ "account_age_days": 1604, "account_id": "ACCT-40C519F5F4C9", "baseline_risk_score": 0.33, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 810, "timestamp": "2026-01-04T10:57:00Z", "transaction_amount_usd": 2431006.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.673, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2232884.24, "financial_exposure_usd": 2813755.29, "recoverable_pct": 0.813 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107135", "label": "benign", "label_confidence": 0.57, "severity": "medium", "timestamp": "2026-01-05T22:55:00Z", "trace_id": "14d6b73e-8285-a936-9872-d85d5f7e9c1e" }
{ "account_age_days": 1016, "account_id": "ACCT-5F89F41BB44C", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.27 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 287, "timestamp": "2026-01-05T22:55:00Z", "transaction_amount_usd": 4034.37 }, { "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": 0.721, "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": 319.54, "financial_exposure_usd": 548.89, "recoverable_pct": 0.961 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102958", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-03T01:18:00Z", "trace_id": "4ebce866-196b-f090-4236-132990428ab5" }
{ "account_age_days": 166, "account_id": "ACCT-851626D5EADE", "baseline_risk_score": 0.64, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1144, "timestamp": "2026-01-03T01:18:00Z", "transaction_amount_usd": 80635.8 }, { "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": 0.354, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 626367.25, "financial_exposure_usd": 1125231.62, "recoverable_pct": 0.558 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105431", "label": "fraudulent", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-04T18:31:00Z", "trace_id": "da7b7dfc-008d-9148-341a-2536987df92f" }
{ "account_age_days": 724, "account_id": "ACCT-61D8E7BB85FA", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.709 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 269, "timestamp": "2026-01-04T07:20:00Z", "transaction_amount_usd": 21.82 }, { "asset": "USD", "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": 0.668, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5755687.38, "financial_exposure_usd": 6422739.97, "recoverable_pct": 0.445 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102194", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-02T12:34:00Z", "trace_id": "a1080788-60bd-6ce2-56ac-f09507d54e13" }
{ "account_age_days": 902, "account_id": "ACCT-2F915782AA61", "baseline_risk_score": 0.424, "kyc_tier": "tier_2", "session_entropy": 0.461 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 231, "timestamp": "2026-01-02T11:32:00Z", "transaction_amount_usd": 12.91 }, { "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": 0.687, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 302631.63, "financial_exposure_usd": 704398.13, "recoverable_pct": 0.643 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105019", "label": "fraudulent", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-04T11:39:00Z", "trace_id": "35763798-a3d4-539b-0b9d-1107dd14189b" }
{ "account_age_days": 1672, "account_id": "ACCT-66F12448028E", "baseline_risk_score": 0.166, "kyc_tier": "tier_1", "session_entropy": 0.101 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 271, "timestamp": "2026-01-04T06:14:00Z", "transaction_amount_usd": 21 }, { "asset": "BTC", "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": 0.471, "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": 6948446.4, "financial_exposure_usd": 7933812.12, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103954", "label": "fraudulent", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-03T17:54:00Z", "trace_id": "5ecb64b8-d6df-93c7-8a0a-e418cf5ae08e" }
{ "account_age_days": 1231, "account_id": "ACCT-BB97087AAADE", "baseline_risk_score": 0.225, "kyc_tier": "tier_2", "session_entropy": 0.594 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1105, "timestamp": "2026-01-03T17:54:00Z", "transaction_amount_usd": 1535514.03 }, { "asset": "USD", "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": 0.406, "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": 3507181.14, "financial_exposure_usd": 4008300.6, "recoverable_pct": 0.646 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102894", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-03T00:14:00Z", "trace_id": "aabe29d7-a425-7726-348b-ff6d1c8189bb" }
{ "account_age_days": 530, "account_id": "ACCT-BC51AADB609F", "baseline_risk_score": 0.435, "kyc_tier": "tier_3", "session_entropy": 0.293 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 944, "timestamp": "2026-01-03T00:14:00Z", "transaction_amount_usd": 29938.38 }, { "asset": "GBP", "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": 0.858, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 563303.4, "financial_exposure_usd": 565869.82, "recoverable_pct": 0.657 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102093", "label": "fraudulent", "label_confidence": 0.867, "severity": "high", "timestamp": "2026-01-02T10:53:00Z", "trace_id": "1ba96b1f-6fdb-005b-1cfc-d5f1f20a261d" }
{ "account_age_days": 829, "account_id": "ACCT-444BFE3A7E22", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.508 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 362, "timestamp": "2026-01-02T07:26:00Z", "transaction_amount_usd": 12.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.738, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1184481.1, "financial_exposure_usd": 1192329.75, "recoverable_pct": 0.37 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109405", "label": "benign", "label_confidence": 0.661, "severity": "medium", "timestamp": "2026-01-07T12:45:00Z", "trace_id": "ce36f1d9-ec74-a659-9811-33866faae1b1" }
{ "account_age_days": 21, "account_id": "ACCT-A49F2451B843", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 123, "timestamp": "2026-01-07T10:08:00Z", "transaction_amount_usd": 2.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.466, "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": 2647.21, "financial_exposure_usd": 3231.42, "recoverable_pct": 0.846 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109266", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-07T10:26:00Z", "trace_id": "21001acd-8e01-8de1-ba69-48bedb0a75d8" }
{ "account_age_days": 1252, "account_id": "ACCT-904983F6E4F9", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.287 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 719, "timestamp": "2026-01-07T10:26:00Z", "transaction_amount_usd": 5341.55 }, { "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": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 4578.53, "financial_exposure_usd": 5612.21, "recoverable_pct": 0.554 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107133", "label": "benign", "label_confidence": 0.457, "severity": "medium", "timestamp": "2026-01-05T22:53:00Z", "trace_id": "91cba838-e936-b95f-4e1a-13903fffb561" }
{ "account_age_days": 1412, "account_id": "ACCT-C38FB824F80A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 503, "timestamp": "2026-01-05T22:53:00Z", "transaction_amount_usd": 5453.19 }, { "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": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5671.11, "financial_exposure_usd": 7134.56, "recoverable_pct": 0.917 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104278", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-03T23:18:00Z", "trace_id": "2e3b5fad-5219-37a6-3cca-81adca20c56d" }
{ "account_age_days": 344, "account_id": "ACCT-6402B97EA4A3", "baseline_risk_score": 0.345, "kyc_tier": "tier_1", "session_entropy": 0.579 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 831, "timestamp": "2026-01-03T23:18:00Z", "transaction_amount_usd": 1470381.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.569, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3092898.04, "financial_exposure_usd": 7218020.71, "recoverable_pct": 0.864 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107162", "label": "benign", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-05T23:22:00Z", "trace_id": "4c3440b9-fbee-94cc-2467-adbe865c7766" }
{ "account_age_days": 1221, "account_id": "ACCT-25F69CE41B10", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.921 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 149, "timestamp": "2026-01-05T15:01:00Z", "transaction_amount_usd": 15.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2384.01, "financial_exposure_usd": 4112.5, "recoverable_pct": 0.51 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107315", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-06T01:55:00Z", "trace_id": "c46a5481-a8ff-df7a-2dd8-775dac445cc6" }
{ "account_age_days": 472, "account_id": "ACCT-73AA49FC8130", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.61 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 464, "timestamp": "2026-01-06T01:55:00Z", "transaction_amount_usd": 10793.8 }, { "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": 0.499, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 651.63, "financial_exposure_usd": 701, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103174", "label": "fraudulent", "label_confidence": 0.928, "severity": "critical", "timestamp": "2026-01-03T04:54:00Z", "trace_id": "c9748c6a-5ca8-f6fe-eba6-7df61f4a7089" }
{ "account_age_days": 1994, "account_id": "ACCT-E1D550407BFC", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 132, "timestamp": "2026-01-03T01:47:00Z", "transaction_amount_usd": 20.25 }, { "asset": "SOL", "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": 0.671, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 621533.46, "financial_exposure_usd": 1467572.36, "recoverable_pct": 0.46 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101267", "label": "fraudulent", "label_confidence": 0.895, "severity": "medium", "timestamp": "2026-01-01T21:07:00Z", "trace_id": "71590083-e527-3220-5997-daad673dee16" }
{ "account_age_days": 1114, "account_id": "ACCT-D0BD54B3B7A5", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.81 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 363, "timestamp": "2026-01-01T21:07:00Z", "transaction_amount_usd": 27933.72 }, { "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": 0.836, "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": 781114.73, "financial_exposure_usd": 986954.58, "recoverable_pct": 0.209 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105128", "label": "fraudulent", "label_confidence": 0.795, "severity": "medium", "timestamp": "2026-01-04T13:28:00Z", "trace_id": "5dfe92c1-e081-f756-6006-aa2c1cc33391" }
{ "account_age_days": 131, "account_id": "ACCT-E055E596F2E4", "baseline_risk_score": 0.185, "kyc_tier": "tier_3", "session_entropy": 0.518 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 777, "timestamp": "2026-01-04T13:28:00Z", "transaction_amount_usd": 2951074.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.705, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2264752.63, "financial_exposure_usd": 4309355.02, "recoverable_pct": 0.915 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104956", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-04T10:36:00Z", "trace_id": "90fab36c-3084-7742-ffe6-7db9492e55ff" }
{ "account_age_days": 1312, "account_id": "ACCT-60B56827C725", "baseline_risk_score": 0.327, "kyc_tier": "tier_1", "session_entropy": 0.702 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1115, "timestamp": "2026-01-04T10:36:00Z", "transaction_amount_usd": 880512.51 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.816, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3204980.72, "financial_exposure_usd": 7865088.89, "recoverable_pct": 0.462 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106842", "label": "benign", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-05T18:02:00Z", "trace_id": "47ff7954-da29-8b1c-75c9-f4b33b0db385" }
{ "account_age_days": 972, "account_id": "ACCT-0E7793BE590B", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 310, "timestamp": "2026-01-05T11:50:00Z", "transaction_amount_usd": 17.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.669, "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": 1090.92, "financial_exposure_usd": 2277.13, "recoverable_pct": 0.934 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109253", "label": "benign", "label_confidence": 0.542, "severity": "high", "timestamp": "2026-01-07T10:13:00Z", "trace_id": "d43b985f-7c68-701a-e169-2ef9636bd27f" }
{ "account_age_days": 1297, "account_id": "ACCT-1BE2EB8DD34D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.186 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 311, "timestamp": "2026-01-07T05:09:00Z", "transaction_amount_usd": 20.96 }, { "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": 0.751, "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": 704.29, "financial_exposure_usd": 990.49, "recoverable_pct": 0.569 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101643", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-02T03:23:00Z", "trace_id": "f9f69945-5ff5-32eb-244a-773e62299ae7" }
{ "account_age_days": 137, "account_id": "ACCT-28E3DD5883EF", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.319 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 290, "timestamp": "2026-01-02T03:23:00Z", "transaction_amount_usd": 79966.52 }, { "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": 0.646, "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": 518005.54, "financial_exposure_usd": 1079069.81, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102168", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-02T12:08:00Z", "trace_id": "2e6c2c34-2a51-bcf8-535b-23c15684d84f" }
{ "account_age_days": 823, "account_id": "ACCT-300ADEA02E47", "baseline_risk_score": 0.554, "kyc_tier": "tier_1", "session_entropy": 0.379 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 819, "timestamp": "2026-01-02T12:08:00Z", "transaction_amount_usd": 14027.29 }, { "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": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 389558.54, "financial_exposure_usd": 960468.66, "recoverable_pct": 0.361 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103035", "label": "fraudulent", "label_confidence": 0.906, "severity": "critical", "timestamp": "2026-01-03T02:35:00Z", "trace_id": "7e2d8f18-5bf0-93c5-f189-fd48e3ec300d" }
{ "account_age_days": 707, "account_id": "ACCT-7B352AAD3D3C", "baseline_risk_score": 0.395, "kyc_tier": "tier_3", "session_entropy": 0.223 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 256, "timestamp": "2026-01-02T17:55:00Z", "transaction_amount_usd": 8.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.701, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1004843.04, "financial_exposure_usd": 1096979.78, "recoverable_pct": 0.05 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101319", "label": "fraudulent", "label_confidence": 0.918, "severity": "critical", "timestamp": "2026-01-01T21:59:00Z", "trace_id": "5551b0f7-f2b9-ba4e-712e-6b7d0c56da22" }
{ "account_age_days": 730, "account_id": "ACCT-79DCDE0F41BE", "baseline_risk_score": 0.498, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 635, "timestamp": "2026-01-01T21:59:00Z", "transaction_amount_usd": 1440.5 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 895314.92, "financial_exposure_usd": 982849.86, "recoverable_pct": 0.221 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108984", "label": "benign", "label_confidence": 0.48, "severity": "low", "timestamp": "2026-01-07T05:44:00Z", "trace_id": "ccd31c2b-0d5f-0fb9-f2df-1270ed825a3f" }
{ "account_age_days": 153, "account_id": "ACCT-9624AD6512E4", "baseline_risk_score": 0.198, "kyc_tier": "tier_3", "session_entropy": 0.127 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 171, "timestamp": "2026-01-07T00:29:00Z", "transaction_amount_usd": 18.92 }, { "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": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 796.99, "financial_exposure_usd": 1699.36, "recoverable_pct": 0.974 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106722", "label": "benign", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-05T16:02:00Z", "trace_id": "acf26c1f-f255-7e9d-31cd-8989fb020cb6" }
{ "account_age_days": 781, "account_id": "ACCT-F2AEF2ADE2D3", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.426 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 791, "timestamp": "2026-01-05T16:02:00Z", "transaction_amount_usd": 4720.4 }, { "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": 0.65, "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_t...
{ "customer_funds_at_risk_usd": 4862.78, "financial_exposure_usd": 7921.28, "recoverable_pct": 0.498 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108513", "label": "benign", "label_confidence": 0.635, "severity": "low", "timestamp": "2026-01-06T21:53:00Z", "trace_id": "2f093a06-0de3-0e52-7c4c-1a0aaadfd93d" }
{ "account_age_days": 209, "account_id": "ACCT-3370103194D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 80, "timestamp": "2026-01-06T21:53:00Z", "transaction_amount_usd": 6607.16 }, { "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": 0.556, "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": 1209.74, "financial_exposure_usd": 1893.46, "recoverable_pct": 0.79 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103088", "label": "fraudulent", "label_confidence": 0.978, "severity": "low", "timestamp": "2026-01-03T03:28:00Z", "trace_id": "13620054-8fc1-c83d-1ba1-c1ff1f35f19e" }
{ "account_age_days": 770, "account_id": "ACCT-20480EBEAB63", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.741 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 342, "timestamp": "2026-01-03T03:28:00Z", "transaction_amount_usd": 39258.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.741, "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": 480602.92, "financial_exposure_usd": 697903.45, "recoverable_pct": 0.652 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100273", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-01T04:33:00Z", "trace_id": "08ed3047-1900-1fc9-ca44-5a6bad20c3fa" }
{ "account_age_days": 1068, "account_id": "ACCT-6EF684198A39", "baseline_risk_score": 0.493, "kyc_tier": "tier_3", "session_entropy": 0.574 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 81, "timestamp": "2026-01-01T03:49:00Z", "transaction_amount_usd": 10.11 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.421, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 392046.94, "financial_exposure_usd": 451171.33, "recoverable_pct": 0.062 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100159", "label": "fraudulent", "label_confidence": 0.85, "severity": "high", "timestamp": "2026-01-01T02:39:00Z", "trace_id": "37a2a180-0a7b-e6e7-7430-0ccc03fddd08" }
{ "account_age_days": 1917, "account_id": "ACCT-B1B2B9C67120", "baseline_risk_score": 0.6, "kyc_tier": "tier_3", "session_entropy": 0.366 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 81, "timestamp": "2026-01-01T02:39:00Z", "transaction_amount_usd": 15250.57 }, { "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": 0.631, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 737245.55, "financial_exposure_usd": 1084293.81, "recoverable_pct": 0.817 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106910", "label": "benign", "label_confidence": 0.465, "severity": "high", "timestamp": "2026-01-05T19:10:00Z", "trace_id": "47bd8b89-ab11-aeef-acac-49626c6e68a2" }
{ "account_age_days": 647, "account_id": "ACCT-EC2F38349D48", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.364 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 191, "timestamp": "2026-01-05T19:10:00Z", "transaction_amount_usd": 4760.79 }, { "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": 0.606, "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": 896.05, "financial_exposure_usd": 2219.84, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107290", "label": "benign", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-06T01:30:00Z", "trace_id": "c19b5215-13ec-80cd-9cf6-ae26cfa7e72f" }
{ "account_age_days": 762, "account_id": "ACCT-9EE693688ED3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.803 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 217, "timestamp": "2026-01-06T01:30:00Z", "transaction_amount_usd": 14028.54 }, { "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": 0.514, "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": 6295.98, "financial_exposure_usd": 6942.57, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102980", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-03T01:40:00Z", "trace_id": "e14481d7-a959-8b9c-feba-c96ddc293cb6" }
{ "account_age_days": 1343, "account_id": "ACCT-CE5C5310FA6E", "baseline_risk_score": 0.433, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 385, "timestamp": "2026-01-03T01:40:00Z", "transaction_amount_usd": 100982.16 }, { "asset": "EUR", "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": 0.843, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 833495.26, "financial_exposure_usd": 1362749.98, "recoverable_pct": 0.196 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105599", "label": "fraudulent", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-04T21:19:00Z", "trace_id": "ac3cb62c-3b8b-9b0b-7eab-760cc888e13a" }
{ "account_age_days": 1340, "account_id": "ACCT-49737A0A9034", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 170, "timestamp": "2026-01-04T16:05:00Z", "transaction_amount_usd": 19.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.559, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7657150.48, "financial_exposure_usd": 7822266.76, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104037", "label": "fraudulent", "label_confidence": 0.604, "severity": "critical", "timestamp": "2026-01-03T19:17:00Z", "trace_id": "e9f56229-155a-31c2-0942-a2e6f426709c" }
{ "account_age_days": 917, "account_id": "ACCT-95F7CDC9F9A2", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 341, "timestamp": "2026-01-03T11:49:00Z", "transaction_amount_usd": 17.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.385, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3471035.75, "financial_exposure_usd": 6290670.65, "recoverable_pct": 0.982 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103260", "label": "fraudulent", "label_confidence": 0.891, "severity": "critical", "timestamp": "2026-01-03T06:20:00Z", "trace_id": "8565e5d0-373a-c264-5fb6-296f7ee34146" }
{ "account_age_days": 1856, "account_id": "ACCT-A4CABF65CB41", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.881 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1148, "timestamp": "2026-01-03T06:20:00Z", "transaction_amount_usd": 79304.75 }, { "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": 0.424, "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": 735230.62, "financial_exposure_usd": 1046161.87, "recoverable_pct": 0.704 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103270", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T06:30:00Z", "trace_id": "a408cdf2-9435-44fa-e439-edf7e42f0737" }
{ "account_age_days": 706, "account_id": "ACCT-EE3D1DF8584F", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.637 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 553, "timestamp": "2026-01-03T06:30:00Z", "transaction_amount_usd": 31043.81 }, { "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": 0.548, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 823399.47, "financial_exposure_usd": 1168118.3, "recoverable_pct": 0.305 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }