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-107035", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-05T21:15:00Z", "trace_id": "59d4317b-24e4-3ba5-0c07-1c8fb4df3b8c" }
{ "account_age_days": 1905, "account_id": "ACCT-128C53121493", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.395 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 98, "timestamp": "2026-01-05T21:15:00Z", "transaction_amount_usd": 10816.16 }, { "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": 0.679, "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": 784.76, "financial_exposure_usd": 1285.71, "recoverable_pct": 0.881 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102043", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-02T10:03:00Z", "trace_id": "ddb90601-afcd-cbb5-9207-b5ebd1a8a32d" }
{ "account_age_days": 966, "account_id": "ACCT-0D27630AC583", "baseline_risk_score": 0.649, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 822, "timestamp": "2026-01-02T10:03:00Z", "transaction_amount_usd": 76629.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.502, "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": 411723.73, "financial_exposure_usd": 839907.42, "recoverable_pct": 0.36 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103688", "label": "fraudulent", "label_confidence": 0.672, "severity": "critical", "timestamp": "2026-01-03T13:28:00Z", "trace_id": "8a769990-7b2a-a0f6-9f84-853cd5e5edc7" }
{ "account_age_days": 213, "account_id": "ACCT-842617AC4AEA", "baseline_risk_score": 0.204, "kyc_tier": "tier_2", "session_entropy": 0.827 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1014, "timestamp": "2026-01-03T13:28:00Z", "transaction_amount_usd": 472899.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.767, "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": 6141121.03, "financial_exposure_usd": 8000908.12, "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-100035", "label": "fraudulent", "label_confidence": 0.943, "severity": "low", "timestamp": "2026-01-01T00:35:00Z", "trace_id": "409e7a80-86c5-d1d6-9ea9-f50831227592" }
{ "account_age_days": 815, "account_id": "ACCT-9D264599C4DD", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.912 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 204, "timestamp": "2025-12-31T17:28:00Z", "transaction_amount_usd": 10.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.73, "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": 237251.28, "financial_exposure_usd": 341682.37, "recoverable_pct": 0.302 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103920", "label": "fraudulent", "label_confidence": 0.895, "severity": "low", "timestamp": "2026-01-03T17:20:00Z", "trace_id": "afb1ab8a-f495-4cda-d2f0-1c98f008cb3d" }
{ "account_age_days": 1255, "account_id": "ACCT-BE1FB2D9AE4A", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.812 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 173, "timestamp": "2026-01-03T09:49:00Z", "transaction_amount_usd": 5.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.642, "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": 2787905.97, "financial_exposure_usd": 5347074.46, "recoverable_pct": 0.762 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100118", "label": "fraudulent", "label_confidence": 0.897, "severity": "low", "timestamp": "2026-01-01T01:58:00Z", "trace_id": "57b6f1aa-f206-4a1c-ae9e-2bbfe2495790" }
{ "account_age_days": 352, "account_id": "ACCT-91B0AF074700", "baseline_risk_score": 0.644, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 187, "timestamp": "2025-12-31T14:15:00Z", "transaction_amount_usd": 24.58 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.746, "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": 178816.1, "financial_exposure_usd": 407125.3, "recoverable_pct": 0.109 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106565", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-05T13:25:00Z", "trace_id": "c66308b2-acb9-2b6b-5d92-921068cb28eb" }
{ "account_age_days": 71, "account_id": "ACCT-6259479AD46B", "baseline_risk_score": 0.379, "kyc_tier": "tier_2", "session_entropy": 0.814 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 121, "timestamp": "2026-01-05T03:06:00Z", "transaction_amount_usd": 18.02 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.44, "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 post...
{ "customer_funds_at_risk_usd": 3701326.75, "financial_exposure_usd": 5203086.8, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100679", "label": "fraudulent", "label_confidence": 0.885, "severity": "high", "timestamp": "2026-01-01T11:19:00Z", "trace_id": "7f1cb660-63d2-f7d6-d8e4-7208d5258d42" }
{ "account_age_days": 1929, "account_id": "ACCT-0AF55A81E6DA", "baseline_risk_score": 0.568, "kyc_tier": "tier_2", "session_entropy": 0.156 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 380, "timestamp": "2025-12-31T23:44:00Z", "transaction_amount_usd": 4.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.619, "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": 515453.95, "financial_exposure_usd": 871279.25, "recoverable_pct": 0.256 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109630", "label": "benign", "label_confidence": 0.592, "severity": "medium", "timestamp": "2026-01-07T16:30:00Z", "trace_id": "375fadaa-79a7-6862-7840-8fcbe7c5fd41" }
{ "account_age_days": 758, "account_id": "ACCT-88566ED49206", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.562 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 249, "timestamp": "2026-01-07T09:13:00Z", "transaction_amount_usd": 5.53 }, { "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": 0.737, "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": 2580.84, "financial_exposure_usd": 2784.2, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106666", "label": "fraudulent", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-05T15:06:00Z", "trace_id": "08556cc4-ebaf-fc68-76a5-0e7936df687f" }
{ "account_age_days": 602, "account_id": "ACCT-F28011F5737B", "baseline_risk_score": 0.32, "kyc_tier": "tier_2", "session_entropy": 0.383 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 312, "timestamp": "2026-01-05T15:06:00Z", "transaction_amount_usd": 1229626.07 }, { "asset": "EUR", "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": 0.453, "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": 2845437.28, "financial_exposure_usd": 5574067.63, "recoverable_pct": 0.823 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102942", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-03T01:02:00Z", "trace_id": "38a08d59-8929-784e-dc34-0d675d0126fc" }
{ "account_age_days": 500, "account_id": "ACCT-F3C4966C9FB6", "baseline_risk_score": 0.472, "kyc_tier": "tier_1", "session_entropy": 0.189 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1057, "timestamp": "2026-01-03T01:02:00Z", "transaction_amount_usd": 77661.33 }, { "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": 0.587, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 467716.3, "financial_exposure_usd": 491081.15, "recoverable_pct": 0.238 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106031", "label": "fraudulent", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-05T04:31:00Z", "trace_id": "7d28b16b-297f-6466-f4f1-457af1f3b046" }
{ "account_age_days": 303, "account_id": "ACCT-B3990FAE8E8A", "baseline_risk_score": 0.221, "kyc_tier": "tier_2", "session_entropy": 0.563 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 914, "timestamp": "2026-01-05T04:31:00Z", "transaction_amount_usd": 1490424.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.943, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1899888.61, "financial_exposure_usd": 2650103.26, "recoverable_pct": 0.911 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101771", "label": "fraudulent", "label_confidence": 0.911, "severity": "medium", "timestamp": "2026-01-02T05:31:00Z", "trace_id": "ad5e4c26-72d1-f23d-8d30-952314373c4d" }
{ "account_age_days": 1940, "account_id": "ACCT-08614A653846", "baseline_risk_score": 0.644, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 346, "timestamp": "2026-01-02T05:31:00Z", "transaction_amount_usd": 96313.64 }, { "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": 0.577, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 825951.37, "financial_exposure_usd": 905065.43, "recoverable_pct": 0.156 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100775", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-01T12:55:00Z", "trace_id": "e9992f48-754f-c6a3-9b6c-5640d11c8c88" }
{ "account_age_days": 1001, "account_id": "ACCT-74558D8634C5", "baseline_risk_score": 0.323, "kyc_tier": "tier_3", "session_entropy": 0.816 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 786, "timestamp": "2026-01-01T12:55:00Z", "transaction_amount_usd": 70957.4 }, { "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": 0.413, "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": 372342.24, "financial_exposure_usd": 752402.82, "recoverable_pct": 0.308 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106641", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-05T14:41:00Z", "trace_id": "036c75ed-3896-6073-6219-e7bd240470f5" }
{ "account_age_days": 605, "account_id": "ACCT-2A2AD13B1DA0", "baseline_risk_score": 0.406, "kyc_tier": "tier_2", "session_entropy": 0.341 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 313, "timestamp": "2026-01-05T12:19:00Z", "transaction_amount_usd": 3.12 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.761, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4461784.7, "financial_exposure_usd": 4818921.32, "recoverable_pct": 0.651 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105358", "label": "fraudulent", "label_confidence": 0.721, "severity": "medium", "timestamp": "2026-01-04T17:18:00Z", "trace_id": "754ff933-4af7-028f-14ab-d99be8b1e119" }
{ "account_age_days": 1103, "account_id": "ACCT-6471FF2EB5A0", "baseline_risk_score": 0.393, "kyc_tier": "tier_1", "session_entropy": 0.872 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 274, "timestamp": "2026-01-04T17:18:00Z", "transaction_amount_usd": 1322893.6 }, { "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": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2321217.73, "financial_exposure_usd": 3696606.68, "recoverable_pct": 0.702 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101844", "label": "fraudulent", "label_confidence": 0.917, "severity": "critical", "timestamp": "2026-01-02T06:44:00Z", "trace_id": "20322caa-9d9f-db05-3bf2-0128cef16284" }
{ "account_age_days": 337, "account_id": "ACCT-EA7EB287CD33", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.485 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 353, "timestamp": "2026-01-01T22:46:00Z", "transaction_amount_usd": 6.17 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.93, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 733751.46, "financial_exposure_usd": 853437.44, "recoverable_pct": 0.346 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108604", "label": "benign", "label_confidence": 0.718, "severity": "medium", "timestamp": "2026-01-06T23:24:00Z", "trace_id": "d19f5a69-d2fa-e775-af55-ede99ac505f2" }
{ "account_age_days": 981, "account_id": "ACCT-1495DC8E1B9D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 711, "timestamp": "2026-01-06T23:24:00Z", "transaction_amount_usd": 8437.07 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4369.37, "financial_exposure_usd": 4864.39, "recoverable_pct": 0.606 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106297", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-05T08:57:00Z", "trace_id": "7b8dd581-a5b1-ef67-80ee-e2b96f396df2" }
{ "account_age_days": 984, "account_id": "ACCT-7B11DA540260", "baseline_risk_score": 0.11, "kyc_tier": "tier_2", "session_entropy": 0.416 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 385, "timestamp": "2026-01-04T21:57:00Z", "transaction_amount_usd": 13.3 }, { "asset": "USD", "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": 0.73, "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 AN...
{ "customer_funds_at_risk_usd": 5391621.77, "financial_exposure_usd": 5594474.24, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105356", "label": "fraudulent", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-04T17:16:00Z", "trace_id": "ae2f5996-f809-4684-6325-baaaeac05977" }
{ "account_age_days": 1993, "account_id": "ACCT-1B05A2306CE3", "baseline_risk_score": 0.433, "kyc_tier": "tier_3", "session_entropy": 0.913 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 870, "timestamp": "2026-01-04T17:16:00Z", "transaction_amount_usd": 2526455.16 }, { "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": 0.767, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2308636.15, "financial_exposure_usd": 3915628.96, "recoverable_pct": 0.674 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107501", "label": "benign", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-06T05:01:00Z", "trace_id": "11d76456-ec1e-57f8-c053-8ce69a7a9ff5" }
{ "account_age_days": 1319, "account_id": "ACCT-F61CE9B27204", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.751 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 803, "timestamp": "2026-01-06T05:01:00Z", "transaction_amount_usd": 14299.32 }, { "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": 0.618, "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": 427.94, "financial_exposure_usd": 784.37, "recoverable_pct": 0.496 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108457", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-06T20:57:00Z", "trace_id": "f14a3584-7254-cf33-f97e-d660729b9113" }
{ "account_age_days": 1420, "account_id": "ACCT-BF26CF5D8194", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.104 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 964, "timestamp": "2026-01-06T20:57:00Z", "transaction_amount_usd": 1643.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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 pr...
{ "customer_funds_at_risk_usd": 4417.35, "financial_exposure_usd": 4425.42, "recoverable_pct": 0.963 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102017", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-02T09:37:00Z", "trace_id": "0cfb9187-ab0f-dbca-080e-0bd749a973f5" }
{ "account_age_days": 1189, "account_id": "ACCT-DF34B3C54DBD", "baseline_risk_score": 0.574, "kyc_tier": "tier_3", "session_entropy": 0.39 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 323, "timestamp": "2026-01-02T04:45:00Z", "transaction_amount_usd": 1.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.734, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 491617.3, "financial_exposure_usd": 800092.54, "recoverable_pct": 0.531 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109121", "label": "benign", "label_confidence": 0.595, "severity": "medium", "timestamp": "2026-01-07T08:01:00Z", "trace_id": "a436ce6f-ed54-baf8-9c2f-5d0106049b3e" }
{ "account_age_days": 1697, "account_id": "ACCT-7CB0738AE8E7", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.338 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 366, "timestamp": "2026-01-07T03:41:00Z", "transaction_amount_usd": 12.98 }, { "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": 0.495, "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": 1275.87, "financial_exposure_usd": 2995.64, "recoverable_pct": 0.695 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107605", "label": "benign", "label_confidence": 0.619, "severity": "critical", "timestamp": "2026-01-06T06:45:00Z", "trace_id": "04885c14-9f58-9284-e82a-79137e1cea62" }
{ "account_age_days": 359, "account_id": "ACCT-6EE4086E3BA8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.137 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1119, "timestamp": "2026-01-06T06:45:00Z", "transaction_amount_usd": 10286.08 }, { "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": 0.779, "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": 1151.76, "financial_exposure_usd": 2428.36, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105466", "label": "fraudulent", "label_confidence": 0.725, "severity": "medium", "timestamp": "2026-01-04T19:06:00Z", "trace_id": "69e8360d-6caf-a28d-2389-664d40bd2b71" }
{ "account_age_days": 480, "account_id": "ACCT-32CACB42B531", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.763 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 619, "timestamp": "2026-01-04T19:06:00Z", "transaction_amount_usd": 1256095.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.801, "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": 3198017.49, "financial_exposure_usd": 4902473.65, "recoverable_pct": 0.669 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108066", "label": "benign", "label_confidence": 0.724, "severity": "low", "timestamp": "2026-01-06T14:26:00Z", "trace_id": "47b0e8c4-f7e2-7e56-5e1e-d4b843622f8b" }
{ "account_age_days": 1735, "account_id": "ACCT-B33653613DC0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 89, "timestamp": "2026-01-06T14:26:00Z", "transaction_amount_usd": 14121.35 }, { "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 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_tra...
{ "customer_funds_at_risk_usd": 2772.48, "financial_exposure_usd": 3072.5, "recoverable_pct": 0.673 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100003", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-01T00:03:00Z", "trace_id": "fbf24050-a748-dbcf-ac61-9e630dde29a6" }
{ "account_age_days": 1198, "account_id": "ACCT-14FCDD549E8F", "baseline_risk_score": 0.606, "kyc_tier": "tier_3", "session_entropy": 0.456 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 178, "timestamp": "2025-12-31T12:38:00Z", "transaction_amount_usd": 21.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.54, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 109604.76, "financial_exposure_usd": 209747.59, "recoverable_pct": 0.609 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103739", "label": "fraudulent", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-03T14:19:00Z", "trace_id": "6516815d-c29f-9428-7efb-2b386aa0d545" }
{ "account_age_days": 386, "account_id": "ACCT-77422580DED7", "baseline_risk_score": 0.26, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 750, "timestamp": "2026-01-03T14:19:00Z", "transaction_amount_usd": 565548.66 }, { "asset": "ETH", "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": 0.741, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2789587.17, "financial_exposure_usd": 3658749.84, "recoverable_pct": 0.743 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102634", "label": "fraudulent", "label_confidence": 0.958, "severity": "high", "timestamp": "2026-01-02T19:54:00Z", "trace_id": "c4e3a4d5-7e15-8dba-fa82-3e7bd704afe3" }
{ "account_age_days": 351, "account_id": "ACCT-2FA7AE4A3E98", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.935 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1095, "timestamp": "2026-01-02T19:54:00Z", "transaction_amount_usd": 69854.06 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.569, "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": 1116804.03, "financial_exposure_usd": 1355302.66, "recoverable_pct": 0.072 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101523", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-02T01:23:00Z", "trace_id": "37867b55-5fe5-5882-2a47-369a76e7f143" }
{ "account_age_days": 1846, "account_id": "ACCT-8583822A301B", "baseline_risk_score": 0.287, "kyc_tier": "tier_2", "session_entropy": 0.464 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 703, "timestamp": "2026-01-02T01:23:00Z", "transaction_amount_usd": 19831.52 }, { "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": 0.828, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 800864.37, "financial_exposure_usd": 964838.91, "recoverable_pct": 0.463 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102806", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-02T22:46:00Z", "trace_id": "587f2d51-a949-9fea-b182-f2e2e831928c" }
{ "account_age_days": 411, "account_id": "ACCT-A63C36FED122", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.852 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 825, "timestamp": "2026-01-02T22:46:00Z", "transaction_amount_usd": 62925.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.632, "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": 1013250.64, "financial_exposure_usd": 1649293.12, "recoverable_pct": 0.63 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105215", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-04T14:55:00Z", "trace_id": "1580efab-9bdd-5426-6bd9-05834bd45780" }
{ "account_age_days": 1944, "account_id": "ACCT-5C143C592122", "baseline_risk_score": 0.204, "kyc_tier": "tier_3", "session_entropy": 0.592 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 588, "timestamp": "2026-01-04T14:55:00Z", "transaction_amount_usd": 2206207.52 }, { "asset": "SOL", "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": 0.932, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1308740.37, "financial_exposure_usd": 3096700.06, "recoverable_pct": 0.968 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104962", "label": "fraudulent", "label_confidence": 0.684, "severity": "low", "timestamp": "2026-01-04T10:42:00Z", "trace_id": "7a9c90a9-0f0c-e621-04ad-ae1f8054324b" }
{ "account_age_days": 1719, "account_id": "ACCT-AFCF03F9D07A", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.788 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 552, "timestamp": "2026-01-04T10:42:00Z", "transaction_amount_usd": 1753201.9 }, { "asset": "USDC", "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": 0.609, "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": 1355894.73, "financial_exposure_usd": 2203831.78, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106139", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-05T06:19:00Z", "trace_id": "045a4425-669e-2a58-2faa-36e2f9f6ca04" }
{ "account_age_days": 730, "account_id": "ACCT-CEB9FDD3A494", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.816 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 357, "timestamp": "2026-01-05T06:19:00Z", "transaction_amount_usd": 1876188.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.857, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3519550.43, "financial_exposure_usd": 4760704.18, "recoverable_pct": 0.579 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102816", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-02T22:56:00Z", "trace_id": "fe5d11dd-9349-9fba-7c98-c18448879bb1" }
{ "account_age_days": 961, "account_id": "ACCT-D529A58621A4", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 246, "timestamp": "2026-01-02T22:56:00Z", "transaction_amount_usd": 22270.81 }, { "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": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 242096.08, "financial_exposure_usd": 285776.64, "recoverable_pct": 0.643 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102351", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-02T15:11:00Z", "trace_id": "bb68c895-0a2e-45a1-25d7-d04e543dc79d" }
{ "account_age_days": 1441, "account_id": "ACCT-15B9704CF823", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 710, "timestamp": "2026-01-02T15:11:00Z", "transaction_amount_usd": 100209.31 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.62, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 118581.28, "financial_exposure_usd": 131834.48, "recoverable_pct": 0.366 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105532", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-04T20:12:00Z", "trace_id": "9412dbb5-7a29-43b7-eb2d-57f34246753e" }
{ "account_age_days": 1230, "account_id": "ACCT-AFFE2778012A", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.804 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 88, "timestamp": "2026-01-04T09:50:00Z", "transaction_amount_usd": 21.84 }, { "asset": "USDT", "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": 0.44, "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 pos...
{ "customer_funds_at_risk_usd": 5718638.94, "financial_exposure_usd": 6370845.18, "recoverable_pct": 0.834 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105211", "label": "fraudulent", "label_confidence": 0.652, "severity": "critical", "timestamp": "2026-01-04T14:51:00Z", "trace_id": "bc904c9d-ba06-5a6a-86e2-5333a0580919" }
{ "account_age_days": 1616, "account_id": "ACCT-00A1118AF1A6", "baseline_risk_score": 0.194, "kyc_tier": "tier_3", "session_entropy": 0.167 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 234, "timestamp": "2026-01-04T06:32:00Z", "transaction_amount_usd": 8.71 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.589, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2881001.89, "financial_exposure_usd": 3363352.05, "recoverable_pct": 0.913 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107523", "label": "benign", "label_confidence": 0.545, "severity": "critical", "timestamp": "2026-01-06T05:23:00Z", "trace_id": "828c17de-4930-301e-73bf-a191a7f96bb4" }
{ "account_age_days": 115, "account_id": "ACCT-9F4A1747ED25", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.336 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 111, "timestamp": "2026-01-06T05:23:00Z", "transaction_amount_usd": 7699.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.549, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2751.86, "financial_exposure_usd": 3561.84, "recoverable_pct": 0.454 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109418", "label": "benign", "label_confidence": 0.715, "severity": "low", "timestamp": "2026-01-07T12:58:00Z", "trace_id": "b3328616-1ae9-2169-699d-f2db0d0fcd2b" }
{ "account_age_days": 473, "account_id": "ACCT-9692DD1EF9C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1097, "timestamp": "2026-01-07T12:58:00Z", "transaction_amount_usd": 7859.04 }, { "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": 0.784, "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": 915.85, "financial_exposure_usd": 994.17, "recoverable_pct": 0.658 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104005", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-03T18:45:00Z", "trace_id": "92b1008c-6556-6842-079c-359838590726" }
{ "account_age_days": 474, "account_id": "ACCT-72524E1A1A22", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.428 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 140, "timestamp": "2026-01-03T16:24:00Z", "transaction_amount_usd": 5.12 }, { "asset": "JPY", "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": 0.422, "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": 7538701.52, "financial_exposure_usd": 8813780.32, "recoverable_pct": 0.674 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108701", "label": "benign", "label_confidence": 0.466, "severity": "low", "timestamp": "2026-01-07T01:01:00Z", "trace_id": "63d211f4-aec4-6515-3b48-8fcad2b38d9d" }
{ "account_age_days": 399, "account_id": "ACCT-F42ABE376B31", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.74 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 237, "timestamp": "2026-01-06T20:02:00Z", "transaction_amount_usd": 22.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1479.04, "financial_exposure_usd": 1666.07, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105239", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-04T15:19:00Z", "trace_id": "a410b4f7-7d7b-4479-df28-bb7c1587b94d" }
{ "account_age_days": 1801, "account_id": "ACCT-7A09D6B395C1", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.758 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 188, "timestamp": "2026-01-04T06:12:00Z", "transaction_amount_usd": 23.57 }, { "asset": "ETH", "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": 0.949, "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": 2272385.51, "financial_exposure_usd": 2487353.02, "recoverable_pct": 0.658 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105764", "label": "fraudulent", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-05T00:04:00Z", "trace_id": "e655cc1b-1985-698a-a7ea-fb566c0a83da" }
{ "account_age_days": 1314, "account_id": "ACCT-7DE2A769B7DA", "baseline_risk_score": 0.323, "kyc_tier": "tier_3", "session_entropy": 0.622 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 970, "timestamp": "2026-01-05T00:04:00Z", "transaction_amount_usd": 2920691.64 }, { "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": 0.528, "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": 971464.95, "financial_exposure_usd": 1280155, "recoverable_pct": 0.853 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106497", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-05T12:17:00Z", "trace_id": "be0bb054-6b13-41b0-fd76-f1d5b2d8b9fe" }
{ "account_age_days": 1711, "account_id": "ACCT-A0AC105020F6", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.556 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 241, "timestamp": "2026-01-05T12:17:00Z", "transaction_amount_usd": 2922671.98 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.867, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3946311.22, "financial_exposure_usd": 4110633.91, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104508", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-04T03:08:00Z", "trace_id": "6f5cf88f-4782-df12-4c86-04d32bb1cb0c" }
{ "account_age_days": 1717, "account_id": "ACCT-824567A97DCE", "baseline_risk_score": 0.321, "kyc_tier": "tier_3", "session_entropy": 0.841 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 86, "timestamp": "2026-01-03T19:05:00Z", "transaction_amount_usd": 3.69 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.737, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 1003429.1, "financial_exposure_usd": 1591564.86, "recoverable_pct": 0.892 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104472", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-04T02:32:00Z", "trace_id": "f1ac7722-2db1-13b7-ed5e-a4c4980fa21c" }
{ "account_age_days": 1771, "account_id": "ACCT-EF53E2F8CABA", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.792 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 780, "timestamp": "2026-01-04T02:32:00Z", "transaction_amount_usd": 1970263.94 }, { "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": 0.367, "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": 873663.71, "financial_exposure_usd": 1974144.6, "recoverable_pct": 0.992 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106453", "label": "fraudulent", "label_confidence": 0.739, "severity": "critical", "timestamp": "2026-01-05T11:33:00Z", "trace_id": "bfc51483-875e-12ff-3b81-af43749bf6e9" }
{ "account_age_days": 60, "account_id": "ACCT-7C349FB5BE9F", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.318 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 212, "timestamp": "2026-01-05T11:33:00Z", "transaction_amount_usd": 2253317.04 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.373, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5690639.68, "financial_exposure_usd": 7804133.13, "recoverable_pct": 0.674 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100332", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-01T05:32:00Z", "trace_id": "9eed7567-e3ee-62db-0680-ee6db3831f62" }
{ "account_age_days": 483, "account_id": "ACCT-F62E329E32C2", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.278 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 217, "timestamp": "2025-12-31T21:08:00Z", "transaction_amount_usd": 14.83 }, { "asset": "BTC", "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": 0.704, "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": 420620.22, "financial_exposure_usd": 686643.83, "recoverable_pct": 0.304 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107015", "label": "benign", "label_confidence": 0.575, "severity": "high", "timestamp": "2026-01-05T20:55:00Z", "trace_id": "dc8a7108-ff1b-094d-3609-9b18cbb8c9d6" }
{ "account_age_days": 254, "account_id": "ACCT-B2BDA554FB77", "baseline_risk_score": 0.142, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 793, "timestamp": "2026-01-05T20:55:00Z", "transaction_amount_usd": 9013.88 }, { "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": 0.777, "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": 2563.46, "financial_exposure_usd": 3345.99, "recoverable_pct": 0.477 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100832", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-01T13:52:00Z", "trace_id": "b97ec8a1-bc43-0e68-392e-f388c327abb1" }
{ "account_age_days": 3, "account_id": "ACCT-B42094269B00", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.622 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 220, "timestamp": "2026-01-01T03:49:00Z", "transaction_amount_usd": 18.55 }, { "asset": "ETH", "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": 0.53, "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": 501683.8, "financial_exposure_usd": 651754.83, "recoverable_pct": 0.33 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102895", "label": "fraudulent", "label_confidence": 0.958, "severity": "critical", "timestamp": "2026-01-03T00:15:00Z", "trace_id": "f09e4393-6a06-5435-ca64-3c14200649e6" }
{ "account_age_days": 625, "account_id": "ACCT-410E10F64D33", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.56 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 873, "timestamp": "2026-01-03T00:15:00Z", "transaction_amount_usd": 101745.47 }, { "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": 0.409, "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": 217739.02, "financial_exposure_usd": 530829.11, "recoverable_pct": 0.533 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107957", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-06T12:37:00Z", "trace_id": "53ec957b-54be-c697-e1c7-db291d9b5730" }
{ "account_age_days": 1040, "account_id": "ACCT-71D31BB7C499", "baseline_risk_score": 0.08, "kyc_tier": "tier_1", "session_entropy": 0.449 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 609, "timestamp": "2026-01-06T12:37:00Z", "transaction_amount_usd": 9791.24 }, { "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": 0.769, "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": 796.51, "financial_exposure_usd": 1858.28, "recoverable_pct": 0.871 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104842", "label": "fraudulent", "label_confidence": 0.783, "severity": "low", "timestamp": "2026-01-04T08:42:00Z", "trace_id": "4f6230e2-7d06-64cc-05b5-8aac8f1a90d2" }
{ "account_age_days": 1820, "account_id": "ACCT-EB503F0368C7", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1029, "timestamp": "2026-01-04T08:42:00Z", "transaction_amount_usd": 399752.15 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.881, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1406703.52, "financial_exposure_usd": 2272691.04, "recoverable_pct": 0.569 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105095", "label": "fraudulent", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-04T12:55:00Z", "trace_id": "b38863a7-237c-62e3-bcef-e5bc049d1f5f" }
{ "account_age_days": 546, "account_id": "ACCT-FB096D355518", "baseline_risk_score": 0.127, "kyc_tier": "tier_2", "session_entropy": 0.564 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1126, "timestamp": "2026-01-04T12:55:00Z", "transaction_amount_usd": 2075395.09 }, { "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": 0.689, "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": 2369362.85, "financial_exposure_usd": 3839451.97, "recoverable_pct": 0.534 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109384", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-07T12:24:00Z", "trace_id": "769c7b66-01d7-c526-4dcb-5caed0686ad5" }
{ "account_age_days": 930, "account_id": "ACCT-8084EB0F2949", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 234, "timestamp": "2026-01-07T05:45:00Z", "transaction_amount_usd": 17.82 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.706, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2210.35, "financial_exposure_usd": 4652.87, "recoverable_pct": 0.404 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104024", "label": "fraudulent", "label_confidence": 0.942, "severity": "low", "timestamp": "2026-01-03T19:04:00Z", "trace_id": "dea31cdf-70f8-b05e-3b29-323aaf4e69d5" }
{ "account_age_days": 93, "account_id": "ACCT-E0335D0A0404", "baseline_risk_score": 0.283, "kyc_tier": "tier_3", "session_entropy": 0.579 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 687, "timestamp": "2026-01-03T19:04:00Z", "transaction_amount_usd": 1677222.97 }, { "asset": "ETH", "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": 0.519, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7403179.36, "financial_exposure_usd": 7444022.34, "recoverable_pct": 0.542 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102508", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-02T17:48:00Z", "trace_id": "05d93c02-6d55-8867-1751-ad7cf1f1b847" }
{ "account_age_days": 802, "account_id": "ACCT-CDE7F18BF448", "baseline_risk_score": 0.256, "kyc_tier": "tier_3", "session_entropy": 0.452 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 925, "timestamp": "2026-01-02T17:48:00Z", "transaction_amount_usd": 50808.87 }, { "asset": "JPY", "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": 0.668, "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": 656350.86, "financial_exposure_usd": 1016773.16, "recoverable_pct": 0.349 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108692", "label": "benign", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-07T00:52:00Z", "trace_id": "321766f5-1c42-d933-3ce8-51dd80a48d04" }
{ "account_age_days": 1421, "account_id": "ACCT-1A9F51F7643F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 218, "timestamp": "2026-01-06T23:16:00Z", "transaction_amount_usd": 6.97 }, { "asset": "USDT", "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2694.43, "financial_exposure_usd": 3195.85, "recoverable_pct": 0.628 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107475", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T04:35:00Z", "trace_id": "82b5034c-259e-a579-6872-bab453543bbe" }
{ "account_age_days": 2000, "account_id": "ACCT-3C29F433DB74", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.246 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 102, "timestamp": "2026-01-06T04:35:00Z", "transaction_amount_usd": 2969.77 }, { "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": 0.789, "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": 2537.74, "financial_exposure_usd": 4249.86, "recoverable_pct": 0.444 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104443", "label": "fraudulent", "label_confidence": 0.609, "severity": "high", "timestamp": "2026-01-04T02:03:00Z", "trace_id": "cf22ed77-2d7c-e9cc-8c68-f065bc2469c2" }
{ "account_age_days": 723, "account_id": "ACCT-CE240ED3A096", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.31 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 976, "timestamp": "2026-01-04T02:03:00Z", "transaction_amount_usd": 1861224.3 }, { "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": 0.841, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1686174.07, "financial_exposure_usd": 3801212.12, "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-102041", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-02T10:01:00Z", "trace_id": "981e2a5d-8424-a141-81a8-aee650147331" }
{ "account_age_days": 852, "account_id": "ACCT-B8F23E44E0B3", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.524 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 524, "timestamp": "2026-01-02T10:01:00Z", "transaction_amount_usd": 97565.54 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "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": 1150103.09, "financial_exposure_usd": 1198592.8, "recoverable_pct": 0.2 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100395", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-01T06:35:00Z", "trace_id": "d12e73a1-75f1-afb8-e28a-11d12f45428a" }
{ "account_age_days": 908, "account_id": "ACCT-F9C7EC6E82DB", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.766 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 136, "timestamp": "2026-01-01T01:48:00Z", "transaction_amount_usd": 22.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.358, "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": 470792.94, "financial_exposure_usd": 719495.19, "recoverable_pct": 0.199 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100240", "label": "fraudulent", "label_confidence": 0.754, "severity": "high", "timestamp": "2026-01-01T04:00:00Z", "trace_id": "4ac98d23-c0a5-c337-4a34-61e7a54680ad" }
{ "account_age_days": 1896, "account_id": "ACCT-F3FEB7DEA2E0", "baseline_risk_score": 0.565, "kyc_tier": "tier_3", "session_entropy": 0.898 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 331, "timestamp": "2025-12-31T23:01:00Z", "transaction_amount_usd": 13.5 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.425, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 371189.25, "financial_exposure_usd": 662026.47, "recoverable_pct": 0.04 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101704", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-02T04:24:00Z", "trace_id": "faf714e3-ce08-783c-ba3d-34231c24cb0b" }
{ "account_age_days": 22, "account_id": "ACCT-D363A4E1F15F", "baseline_risk_score": 0.521, "kyc_tier": "tier_1", "session_entropy": 0.233 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 252, "timestamp": "2026-01-02T04:24:00Z", "transaction_amount_usd": 114782.34 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.761, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 323679.6, "financial_exposure_usd": 394811.34, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100131", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-01T02:11:00Z", "trace_id": "cf265489-2ec7-5a83-bffa-7a4f0f1972db" }
{ "account_age_days": 1300, "account_id": "ACCT-D007CD41F122", "baseline_risk_score": 0.514, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 120, "timestamp": "2025-12-31T22:13:00Z", "transaction_amount_usd": 15.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 257800.24, "financial_exposure_usd": 319551.03, "recoverable_pct": 0.199 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100783", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-01T13:03:00Z", "trace_id": "b45cbd5a-a02f-8aab-8025-613ada8273ca" }
{ "account_age_days": 836, "account_id": "ACCT-BBFD4A020A11", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.477 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 282, "timestamp": "2026-01-01T13:03:00Z", "transaction_amount_usd": 105585.98 }, { "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": 0.949, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 425178.39, "financial_exposure_usd": 802827.83, "recoverable_pct": 0.151 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109058", "label": "benign", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-07T06:58:00Z", "trace_id": "ab8de7e5-e1ed-aa8f-9941-cde82c81fe97" }
{ "account_age_days": 1611, "account_id": "ACCT-ADADC7B167AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 459, "timestamp": "2026-01-07T06:58:00Z", "transaction_amount_usd": 6434.36 }, { "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": 0.791, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1182.26, "financial_exposure_usd": 1662.55, "recoverable_pct": 0.675 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109333", "label": "benign", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-07T11:33:00Z", "trace_id": "869e70f5-3bad-ada0-c341-5a95ef5b7cf4" }
{ "account_age_days": 1154, "account_id": "ACCT-8F3C97AF10DD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.776 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 93, "timestamp": "2026-01-07T11:33:00Z", "transaction_amount_usd": 9561.63 }, { "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": 0.486, "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": 1336.89, "financial_exposure_usd": 2743.07, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107089", "label": "benign", "label_confidence": 0.494, "severity": "medium", "timestamp": "2026-01-05T22:09:00Z", "trace_id": "823814f6-a2a5-9ceb-dc87-330e99bb0ea8" }
{ "account_age_days": 1798, "account_id": "ACCT-313E5F9418F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.456 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 326, "timestamp": "2026-01-05T20:35:00Z", "transaction_amount_usd": 1.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.481, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1173.4, "financial_exposure_usd": 1193.57, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102633", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-02T19:53:00Z", "trace_id": "9dfece16-9843-c3cf-6f18-449fa255e94b" }
{ "account_age_days": 964, "account_id": "ACCT-81178F0C4B88", "baseline_risk_score": 0.471, "kyc_tier": "tier_2", "session_entropy": 0.321 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 808, "timestamp": "2026-01-02T19:53:00Z", "transaction_amount_usd": 36781.15 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.49, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 476298.69, "financial_exposure_usd": 881423.8, "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-106829", "label": "benign", "label_confidence": 0.6, "severity": "medium", "timestamp": "2026-01-05T17:49:00Z", "trace_id": "f1828229-7a18-71d8-d5ae-dc89616aa84b" }
{ "account_age_days": 1160, "account_id": "ACCT-3065C3E82EDD", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.615 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 168, "timestamp": "2026-01-05T17:49:00Z", "transaction_amount_usd": 7969.18 }, { "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": 0.603, "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": 1106.52, "financial_exposure_usd": 1664.74, "recoverable_pct": 0.715 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105975", "label": "fraudulent", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-05T03:35:00Z", "trace_id": "2551436f-2cde-f122-c918-ff806808e11c" }
{ "account_age_days": 1079, "account_id": "ACCT-CDAEAFD7450B", "baseline_risk_score": 0.23, "kyc_tier": "tier_1", "session_entropy": 0.318 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 101, "timestamp": "2026-01-05T00:09:00Z", "transaction_amount_usd": 1.08 }, { "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": 0.425, "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": 3682458.01, "financial_exposure_usd": 5960383.22, "recoverable_pct": 0.863 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108008", "label": "benign", "label_confidence": 0.47, "severity": "medium", "timestamp": "2026-01-06T13:28:00Z", "trace_id": "44ccb34a-5c7b-8fb7-c3f1-2993cc786d44" }
{ "account_age_days": 1606, "account_id": "ACCT-CDC7A813ABC3", "baseline_risk_score": 0.164, "kyc_tier": "tier_2", "session_entropy": 0.575 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 288, "timestamp": "2026-01-06T13:28:00Z", "transaction_amount_usd": 10972.31 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.572, "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": 2726.15, "financial_exposure_usd": 4448.18, "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-107869", "label": "benign", "label_confidence": 0.694, "severity": "low", "timestamp": "2026-01-06T11:09:00Z", "trace_id": "89c62ee0-1fa5-1074-f898-249b8c4a0292" }
{ "account_age_days": 518, "account_id": "ACCT-3ECCCD22762E", "baseline_risk_score": 0.073, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1020, "timestamp": "2026-01-06T11:09:00Z", "transaction_amount_usd": 8645.8 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2185.67, "financial_exposure_usd": 4159.29, "recoverable_pct": 0.87 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100212", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-01T03:32:00Z", "trace_id": "4badb973-1ed0-1243-9ae6-9d9798fb7955" }
{ "account_age_days": 1464, "account_id": "ACCT-0E4CC98382FF", "baseline_risk_score": 0.38, "kyc_tier": "tier_1", "session_entropy": 0.714 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 850, "timestamp": "2026-01-01T03:32:00Z", "transaction_amount_usd": 23795.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.388, "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": 485092.09, "financial_exposure_usd": 1002366.44, "recoverable_pct": 0.087 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104080", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-03T20:00:00Z", "trace_id": "6be7f4ee-c388-8b12-8f84-43b0a6555114" }
{ "account_age_days": 1580, "account_id": "ACCT-D0C3F658CEDE", "baseline_risk_score": 0.166, "kyc_tier": "tier_2", "session_entropy": 0.469 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 278, "timestamp": "2026-01-03T20:00:00Z", "transaction_amount_usd": 1036311.89 }, { "asset": "JPY", "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": 0.396, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2420353.5, "financial_exposure_usd": 4329241.74, "recoverable_pct": 0.628 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103087", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-03T03:27:00Z", "trace_id": "27ae2af5-2d48-b3bf-8406-a022687e6d00" }
{ "account_age_days": 1954, "account_id": "ACCT-51E11372A372", "baseline_risk_score": 0.511, "kyc_tier": "tier_2", "session_entropy": 0.675 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 659, "timestamp": "2026-01-03T03:27:00Z", "transaction_amount_usd": 49152.02 }, { "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": 0.915, "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": 215520.36, "financial_exposure_usd": 484637.48, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108316", "label": "benign", "label_confidence": 0.491, "severity": "high", "timestamp": "2026-01-06T18:36:00Z", "trace_id": "2f7ebdac-c2d9-caf1-ea18-e3177ab9185e" }
{ "account_age_days": 453, "account_id": "ACCT-7486AC9A32AD", "baseline_risk_score": 0.176, "kyc_tier": "tier_1", "session_entropy": 0.801 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 258, "timestamp": "2026-01-06T15:30:00Z", "transaction_amount_usd": 16.36 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.741, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1789.29, "financial_exposure_usd": 2083.5, "recoverable_pct": 0.916 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109175", "label": "benign", "label_confidence": 0.597, "severity": "high", "timestamp": "2026-01-07T08:55:00Z", "trace_id": "a35d4d83-7692-7762-5c23-af54c4d6e4aa" }
{ "account_age_days": 640, "account_id": "ACCT-66613BE49E38", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 551, "timestamp": "2026-01-07T08:55:00Z", "transaction_amount_usd": 1783.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1198.91, "financial_exposure_usd": 1594.5, "recoverable_pct": 0.912 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105561", "label": "fraudulent", "label_confidence": 0.734, "severity": "high", "timestamp": "2026-01-04T20:41:00Z", "trace_id": "cfbb99b8-3dca-a18f-0837-a955f0cc684c" }
{ "account_age_days": 1248, "account_id": "ACCT-089DDB3CDDC7", "baseline_risk_score": 0.211, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 786, "timestamp": "2026-01-04T20:41:00Z", "transaction_amount_usd": 1605893.74 }, { "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": 0.779, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3594874, "financial_exposure_usd": 4534022.34, "recoverable_pct": 0.987 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109406", "label": "benign", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-07T12:46:00Z", "trace_id": "9f18e367-a612-1a79-4270-f906fbca6d82" }
{ "account_age_days": 851, "account_id": "ACCT-7DE5D2A019FD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 487, "timestamp": "2026-01-07T12:46:00Z", "transaction_amount_usd": 303.91 }, { "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": 0.734, "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": 1128.96, "financial_exposure_usd": 2147.04, "recoverable_pct": 0.941 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100028", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-01T00:28:00Z", "trace_id": "2999bbef-518b-2f21-9cf2-0859ee6e2e72" }
{ "account_age_days": 1871, "account_id": "ACCT-F4E957345052", "baseline_risk_score": 0.38, "kyc_tier": "tier_3", "session_entropy": 0.247 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1123, "timestamp": "2026-01-01T00:28:00Z", "transaction_amount_usd": 88848.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.678, "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": 795615.91, "financial_exposure_usd": 1038600.77, "recoverable_pct": 0.163 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107065", "label": "benign", "label_confidence": 0.648, "severity": "high", "timestamp": "2026-01-05T21:45:00Z", "trace_id": "20f31913-4c08-c775-3ce9-855149d73e4c" }
{ "account_age_days": 1458, "account_id": "ACCT-183564B260A9", "baseline_risk_score": 0.123, "kyc_tier": "tier_2", "session_entropy": 0.846 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 110, "timestamp": "2026-01-05T21:45:00Z", "transaction_amount_usd": 13383.05 }, { "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": 0.491, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 257.68, "financial_exposure_usd": 352.34, "recoverable_pct": 0.865 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106070", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-05T05:10:00Z", "trace_id": "c59fd0e0-d81f-9f2e-9da1-17cf9d537db5" }
{ "account_age_days": 1163, "account_id": "ACCT-A31658ED7F25", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.133 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 347, "timestamp": "2026-01-04T19:44:00Z", "transaction_amount_usd": 14.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.905, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3832620.17, "financial_exposure_usd": 8708750, "recoverable_pct": 0.74 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103980", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-03T18:20:00Z", "trace_id": "ae00a356-1eec-873a-b59c-b08f06273117" }
{ "account_age_days": 66, "account_id": "ACCT-EBB158CE2E6B", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.856 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 633, "timestamp": "2026-01-03T18:20:00Z", "transaction_amount_usd": 2037424.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.779, "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": 3553046.28, "financial_exposure_usd": 4726602.34, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100819", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-01T13:39:00Z", "trace_id": "b3522f65-69bb-560e-145b-b8756a273456" }
{ "account_age_days": 234, "account_id": "ACCT-39C9867A19F6", "baseline_risk_score": 0.634, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1017, "timestamp": "2026-01-01T13:39:00Z", "transaction_amount_usd": 53686.57 }, { "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": 0.665, "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": 668703.12, "financial_exposure_usd": 1008689.09, "recoverable_pct": 0.237 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104526", "label": "fraudulent", "label_confidence": 0.768, "severity": "low", "timestamp": "2026-01-04T03:26:00Z", "trace_id": "604197fa-bb2f-f0cb-eeae-b1dbf2b6b1c8" }
{ "account_age_days": 1717, "account_id": "ACCT-FA3CDFFC97A2", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 214, "timestamp": "2026-01-03T18:05:00Z", "transaction_amount_usd": 3.18 }, { "asset": "USDT", "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": 0.386, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "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": 2421588.36, "financial_exposure_usd": 4553379.68, "recoverable_pct": 0.498 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105182", "label": "fraudulent", "label_confidence": 0.731, "severity": "critical", "timestamp": "2026-01-04T14:22:00Z", "trace_id": "eea90570-7def-bdb9-45c0-b4aa01c824ef" }
{ "account_age_days": 539, "account_id": "ACCT-6AFF0C7F85F4", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.375 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1140, "timestamp": "2026-01-04T14:22:00Z", "transaction_amount_usd": 1557420.51 }, { "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": 0.489, "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": 1683342.23, "financial_exposure_usd": 4110268.11, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109199", "label": "benign", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-07T09:19:00Z", "trace_id": "c747b4d6-e375-5077-b455-73f5fdaf8565" }
{ "account_age_days": 158, "account_id": "ACCT-A4C4D839AD17", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 184, "timestamp": "2026-01-07T04:06:00Z", "transaction_amount_usd": 4.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.747, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 8", "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": 647.78, "financial_exposure_usd": 746.46, "recoverable_pct": 0.628 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100231", "label": "fraudulent", "label_confidence": 0.927, "severity": "critical", "timestamp": "2026-01-01T03:51:00Z", "trace_id": "87dec2ea-0118-d2a5-43ef-054265126fe3" }
{ "account_age_days": 1569, "account_id": "ACCT-F713A7F84522", "baseline_risk_score": 0.276, "kyc_tier": "tier_2", "session_entropy": 0.252 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 220, "timestamp": "2025-12-31T23:02:00Z", "transaction_amount_usd": 10.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.423, "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": 495863.63, "financial_exposure_usd": 701891.38, "recoverable_pct": 0.409 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103937", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-03T17:37:00Z", "trace_id": "1be1a14b-4df4-2719-f816-5b07401d99e4" }
{ "account_age_days": 100, "account_id": "ACCT-665E70297045", "baseline_risk_score": 0.111, "kyc_tier": "tier_2", "session_entropy": 0.91 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 890, "timestamp": "2026-01-03T17:37:00Z", "transaction_amount_usd": 1733724.3 }, { "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": 0.421, "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": 6466148.21, "financial_exposure_usd": 6546628.22, "recoverable_pct": 0.582 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102826", "label": "fraudulent", "label_confidence": 0.81, "severity": "medium", "timestamp": "2026-01-02T23:06:00Z", "trace_id": "de38b3ba-e914-1455-87ac-8b144ccfbdf2" }
{ "account_age_days": 440, "account_id": "ACCT-E30AB7016B04", "baseline_risk_score": 0.439, "kyc_tier": "tier_2", "session_entropy": 0.355 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 462, "timestamp": "2026-01-02T23:06:00Z", "transaction_amount_usd": 611.04 }, { "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": 0.891, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 355420.56, "financial_exposure_usd": 613286.13, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100945", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-01T15:45:00Z", "trace_id": "ec58211d-a9dd-cb77-d8ad-9dcef9fa3ffe" }
{ "account_age_days": 242, "account_id": "ACCT-8F3B21470E3D", "baseline_risk_score": 0.464, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 326, "timestamp": "2026-01-01T15:45:00Z", "transaction_amount_usd": 89061.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "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": 685738.93, "financial_exposure_usd": 746482.42, "recoverable_pct": 0.385 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100550", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-01T09:10:00Z", "trace_id": "0899c691-2d61-ea88-fba7-78b92fdd77cd" }
{ "account_age_days": 290, "account_id": "ACCT-363263FA6C49", "baseline_risk_score": 0.267, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 645, "timestamp": "2026-01-01T09:10:00Z", "transaction_amount_usd": 86736.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 985454.76, "financial_exposure_usd": 1251795.16, "recoverable_pct": 0.404 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105863", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-05T01:43:00Z", "trace_id": "f247b984-f842-deba-2c53-1b45632c6b6a" }
{ "account_age_days": 1319, "account_id": "ACCT-7C667AC2054E", "baseline_risk_score": 0.24, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 362, "timestamp": "2026-01-05T01:43:00Z", "transaction_amount_usd": 76531.56 }, { "asset": "USDC", "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": 0.828, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3494179.24, "financial_exposure_usd": 4697769.95, "recoverable_pct": 0.983 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107903", "label": "benign", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-06T11:43:00Z", "trace_id": "3d868cbc-1185-21f0-5f40-7d5e8ff7e8cf" }
{ "account_age_days": 947, "account_id": "ACCT-D7389ECE259D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.121 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 631, "timestamp": "2026-01-06T11:43:00Z", "transaction_amount_usd": 8304.78 }, { "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": 0.719, "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": 7040.19, "financial_exposure_usd": 9711.57, "recoverable_pct": 0.414 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106523", "label": "fraudulent", "label_confidence": 0.874, "severity": "low", "timestamp": "2026-01-05T12:43:00Z", "trace_id": "dff6239c-6b53-3d4f-67a8-42b029d0ec12" }
{ "account_age_days": 1916, "account_id": "ACCT-483108733B76", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.653 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 244, "timestamp": "2026-01-05T05:22:00Z", "transaction_amount_usd": 20.99 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.489, "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": 5372872.78, "financial_exposure_usd": 6661959.22, "recoverable_pct": 0.95 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105569", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-04T20:49:00Z", "trace_id": "6d5c9517-2baf-0c1e-f3e3-56c7787f53c6" }
{ "account_age_days": 1082, "account_id": "ACCT-AB71C892A967", "baseline_risk_score": 0.434, "kyc_tier": "tier_1", "session_entropy": 0.904 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 765, "timestamp": "2026-01-04T20:49:00Z", "transaction_amount_usd": 95264.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "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": 2036921.55, "financial_exposure_usd": 3294451.22, "recoverable_pct": 0.565 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }