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-109407", "label": "benign", "label_confidence": 0.489, "severity": "low", "timestamp": "2026-01-07T12:47:00Z", "trace_id": "32fe1b98-ab53-5201-1b62-87295ea4a8a6" }
{ "account_age_days": 1285, "account_id": "ACCT-D70D26758068", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.748 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1187, "timestamp": "2026-01-07T12:47:00Z", "transaction_amount_usd": 6369.26 }, { "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": 0.521, "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": 1998.53, "financial_exposure_usd": 3839.82, "recoverable_pct": 0.669 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109520", "label": "benign", "label_confidence": 0.484, "severity": "high", "timestamp": "2026-01-07T14:40:00Z", "trace_id": "fe9322b9-3472-00d7-482f-ad25903c52ca" }
{ "account_age_days": 1335, "account_id": "ACCT-2E86AFDD1BA3", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.577 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 235, "timestamp": "2026-01-07T13:22:00Z", "transaction_amount_usd": 5 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.602, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1778.61, "financial_exposure_usd": 1817.36, "recoverable_pct": 0.891 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104784", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-04T07:44:00Z", "trace_id": "7664667a-2437-3914-b624-6a69f97a05af" }
{ "account_age_days": 63, "account_id": "ACCT-65A0D8562837", "baseline_risk_score": 0.115, "kyc_tier": "tier_1", "session_entropy": 0.873 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 910, "timestamp": "2026-01-04T07:44:00Z", "transaction_amount_usd": 949710.25 }, { "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": 0.715, "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": 2344836.14, "financial_exposure_usd": 2350242.55, "recoverable_pct": 0.938 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105737", "label": "fraudulent", "label_confidence": 0.833, "severity": "medium", "timestamp": "2026-01-04T23:37:00Z", "trace_id": "b60f19bd-137a-1687-1887-94db425f1e6c" }
{ "account_age_days": 553, "account_id": "ACCT-471985F5514C", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.876 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1132, "timestamp": "2026-01-04T23:37:00Z", "transaction_amount_usd": 1955781.31 }, { "asset": "ETH", "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": 0.823, "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": 1974423.62, "financial_exposure_usd": 4165322.16, "recoverable_pct": 0.583 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100162", "label": "fraudulent", "label_confidence": 0.884, "severity": "critical", "timestamp": "2026-01-01T02:42:00Z", "trace_id": "81c974a0-ed6a-e39f-b560-4484937749f6" }
{ "account_age_days": 1661, "account_id": "ACCT-18A0F6C0AB2D", "baseline_risk_score": 0.327, "kyc_tier": "tier_1", "session_entropy": 0.273 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 906, "timestamp": "2026-01-01T02:42:00Z", "transaction_amount_usd": 15965.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.566, "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": 773233.57, "financial_exposure_usd": 1043532.46, "recoverable_pct": 0.735 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102056", "label": "fraudulent", "label_confidence": 0.954, "severity": "critical", "timestamp": "2026-01-02T10:16:00Z", "trace_id": "2e848f12-756f-0082-d592-996bca0cb810" }
{ "account_age_days": 1426, "account_id": "ACCT-9AB4D54DC5CF", "baseline_risk_score": 0.569, "kyc_tier": "tier_3", "session_entropy": 0.6 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 219, "timestamp": "2026-01-02T10:16:00Z", "transaction_amount_usd": 21081.46 }, { "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": 0.868, "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": 426793.27, "financial_exposure_usd": 843452.53, "recoverable_pct": 0.471 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104154", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-03T21:14:00Z", "trace_id": "acf05615-b040-adec-7796-e50c18c707c9" }
{ "account_age_days": 1037, "account_id": "ACCT-92546656CA19", "baseline_risk_score": 0.263, "kyc_tier": "tier_3", "session_entropy": 0.438 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 496, "timestamp": "2026-01-03T21:14:00Z", "transaction_amount_usd": 1020220.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.649, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3958245.99, "financial_exposure_usd": 6130441.06, "recoverable_pct": 0.775 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104929", "label": "fraudulent", "label_confidence": 0.756, "severity": "low", "timestamp": "2026-01-04T10:09:00Z", "trace_id": "cd1fdeb6-a83d-4469-85c1-3d7a35ba3fec" }
{ "account_age_days": 1823, "account_id": "ACCT-439C8EBB4CFD", "baseline_risk_score": 0.2, "kyc_tier": "tier_2", "session_entropy": 0.463 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 769, "timestamp": "2026-01-04T10:09:00Z", "transaction_amount_usd": 364909.46 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.94, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4925367.47, "financial_exposure_usd": 5858191, "recoverable_pct": 0.662 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106541", "label": "fraudulent", "label_confidence": 0.69, "severity": "medium", "timestamp": "2026-01-05T13:01:00Z", "trace_id": "7a3aefd4-3f86-3283-568f-3e729aaacf57" }
{ "account_age_days": 1586, "account_id": "ACCT-9071B27C2F14", "baseline_risk_score": 0.105, "kyc_tier": "tier_1", "session_entropy": 0.504 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 643, "timestamp": "2026-01-05T13:01:00Z", "transaction_amount_usd": 2522518.99 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "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": 4412879.53, "financial_exposure_usd": 6122690.23, "recoverable_pct": 0.415 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103022", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-03T02:22:00Z", "trace_id": "242c5016-bf90-4efb-5ee0-2b4de2fc8077" }
{ "account_age_days": 1143, "account_id": "ACCT-C6E96B9CFC78", "baseline_risk_score": 0.501, "kyc_tier": "tier_2", "session_entropy": 0.667 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 930, "timestamp": "2026-01-03T02:22:00Z", "transaction_amount_usd": 26145.68 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "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": 361666.69, "financial_exposure_usd": 642554.61, "recoverable_pct": 0.086 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101997", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-02T09:17:00Z", "trace_id": "55ee1dd6-f367-4ccd-8162-432d69f6f223" }
{ "account_age_days": 1980, "account_id": "ACCT-359C1E11D2A8", "baseline_risk_score": 0.62, "kyc_tier": "tier_3", "session_entropy": 0.853 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 826, "timestamp": "2026-01-02T09:17:00Z", "transaction_amount_usd": 51453.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.595, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 401864.03, "financial_exposure_usd": 535636.75, "recoverable_pct": 0.047 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100109", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-01T01:49:00Z", "trace_id": "cd14eacb-7da8-0631-4c6d-8ddd1edfc59e" }
{ "account_age_days": 1613, "account_id": "ACCT-A95D3271BD92", "baseline_risk_score": 0.484, "kyc_tier": "tier_1", "session_entropy": 0.493 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 276, "timestamp": "2026-01-01T01:49:00Z", "transaction_amount_usd": 110643.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.377, "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": 730556.73, "financial_exposure_usd": 788892.82, "recoverable_pct": 0.253 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107099", "label": "benign", "label_confidence": 0.685, "severity": "critical", "timestamp": "2026-01-05T22:19:00Z", "trace_id": "6717a88d-8f33-c150-90f7-08d26742e5a5" }
{ "account_age_days": 1429, "account_id": "ACCT-D82529912FBC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 789, "timestamp": "2026-01-05T22:19:00Z", "transaction_amount_usd": 7245.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.523, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2128.46, "financial_exposure_usd": 3060.3, "recoverable_pct": 0.959 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103624", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-03T12:24:00Z", "trace_id": "2bcd9201-7ef0-cc67-aa45-a76328f5c7e6" }
{ "account_age_days": 1236, "account_id": "ACCT-D6ADDFFB986C", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 169, "timestamp": "2026-01-03T07:53:00Z", "transaction_amount_usd": 18.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.645, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3185923.54, "financial_exposure_usd": 4300920.89, "recoverable_pct": 0.833 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105456", "label": "fraudulent", "label_confidence": 0.918, "severity": "high", "timestamp": "2026-01-04T18:56:00Z", "trace_id": "04c07a86-1899-a24f-7860-ade794c82884" }
{ "account_age_days": 1662, "account_id": "ACCT-39ABD2188C04", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.936 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 160, "timestamp": "2026-01-04T15:00:00Z", "transaction_amount_usd": 18.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.391, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1430559.33, "financial_exposure_usd": 2602315.66, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107402", "label": "benign", "label_confidence": 0.723, "severity": "medium", "timestamp": "2026-01-06T03:22:00Z", "trace_id": "93194189-7f6c-a8c0-3adb-50eab5ee1b22" }
{ "account_age_days": 967, "account_id": "ACCT-E387EED5965D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 217, "timestamp": "2026-01-06T03:22:00Z", "transaction_amount_usd": 4674.02 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4079.29, "financial_exposure_usd": 4428.09, "recoverable_pct": 0.724 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108710", "label": "benign", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-07T01:10:00Z", "trace_id": "ae045cf5-76dd-16b9-c34f-0e9162abaef5" }
{ "account_age_days": 1236, "account_id": "ACCT-9F602A7ACD95", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 773, "timestamp": "2026-01-07T01:10:00Z", "transaction_amount_usd": 9764.66 }, { "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": 0.708, "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": 588.24, "financial_exposure_usd": 689.52, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107892", "label": "benign", "label_confidence": 0.586, "severity": "medium", "timestamp": "2026-01-06T11:32:00Z", "trace_id": "cb8464e3-806a-88c9-8bdd-1461025ea494" }
{ "account_age_days": 820, "account_id": "ACCT-4061AF14A234", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.271 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 174, "timestamp": "2026-01-06T11:32:00Z", "transaction_amount_usd": 13354.14 }, { "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": 0.452, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1404.92, "financial_exposure_usd": 2927.49, "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-105582", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-04T21:02:00Z", "trace_id": "e010fdea-94a5-78b1-aed8-afa3165e59de" }
{ "account_age_days": 679, "account_id": "ACCT-6306CC0C760D", "baseline_risk_score": 0.213, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 147, "timestamp": "2026-01-04T10:41:00Z", "transaction_amount_usd": 17.32 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.64, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 5985109.85, "financial_exposure_usd": 7791695.53, "recoverable_pct": 0.972 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109711", "label": "benign", "label_confidence": 0.661, "severity": "low", "timestamp": "2026-01-07T17:51:00Z", "trace_id": "a074e54b-f7d4-f0b7-98db-4e78a63edf24" }
{ "account_age_days": 315, "account_id": "ACCT-6D3D301E247D", "baseline_risk_score": 0.157, "kyc_tier": "tier_3", "session_entropy": 0.634 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 931, "timestamp": "2026-01-07T17:51:00Z", "transaction_amount_usd": 6691.51 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 3079.14, "financial_exposure_usd": 4673.53, "recoverable_pct": 0.625 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100224", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-01T03:44:00Z", "trace_id": "b504cdaf-1708-7003-3a84-3b35c2bde805" }
{ "account_age_days": 1178, "account_id": "ACCT-9BE5662ADC97", "baseline_risk_score": 0.269, "kyc_tier": "tier_2", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 156, "timestamp": "2026-01-01T00:08:00Z", "transaction_amount_usd": 23.3 }, { "asset": "EUR", "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": 0.497, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 619888.51, "financial_exposure_usd": 750356.34, "recoverable_pct": 0.606 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105700", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-04T23:00:00Z", "trace_id": "01802346-d476-45b4-660b-adf36fee9f93" }
{ "account_age_days": 712, "account_id": "ACCT-75E5544D6A7D", "baseline_risk_score": 0.207, "kyc_tier": "tier_3", "session_entropy": 0.604 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 782, "timestamp": "2026-01-04T23:00:00Z", "transaction_amount_usd": 852505.79 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.442, "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": 1769680.05, "financial_exposure_usd": 2941743.62, "recoverable_pct": 0.825 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101085", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-01T18:05:00Z", "trace_id": "905cd29b-e61a-d835-18e2-556c05e25e04" }
{ "account_age_days": 1137, "account_id": "ACCT-A498667A2F4A", "baseline_risk_score": 0.294, "kyc_tier": "tier_3", "session_entropy": 0.577 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 427, "timestamp": "2026-01-01T18:05:00Z", "transaction_amount_usd": 6054.23 }, { "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": 0.891, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 442859.74, "financial_exposure_usd": 602672.24, "recoverable_pct": 0.814 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102121", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-02T11:21:00Z", "trace_id": "eda5dd04-bd65-491a-89b9-042f1980fd77" }
{ "account_age_days": 1557, "account_id": "ACCT-7D930D5E2175", "baseline_risk_score": 0.572, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 358, "timestamp": "2026-01-02T09:15:00Z", "transaction_amount_usd": 17.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.673, "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": 601837.15, "financial_exposure_usd": 753058.94, "recoverable_pct": 0.651 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102404", "label": "fraudulent", "label_confidence": 0.951, "severity": "low", "timestamp": "2026-01-02T16:04:00Z", "trace_id": "c2d275ed-0d8c-c1a6-bd3e-0e8fc70ec6ab" }
{ "account_age_days": 81, "account_id": "ACCT-5A036B68C87D", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 206, "timestamp": "2026-01-02T09:13:00Z", "transaction_amount_usd": 21.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.689, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 440371.46, "financial_exposure_usd": 938199.45, "recoverable_pct": 0.07 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109680", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-07T17:20:00Z", "trace_id": "0323b3e4-8fb4-1a38-4161-70913d959d9f" }
{ "account_age_days": 87, "account_id": "ACCT-EA4343C34466", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.647 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 930, "timestamp": "2026-01-07T17:20:00Z", "transaction_amount_usd": 13440.69 }, { "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": 0.559, "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": 1608.06, "financial_exposure_usd": 1788.01, "recoverable_pct": 0.984 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102630", "label": "fraudulent", "label_confidence": 0.933, "severity": "low", "timestamp": "2026-01-02T19:50:00Z", "trace_id": "e63e1d81-dde8-58cf-089f-c5b6f72883f8" }
{ "account_age_days": 772, "account_id": "ACCT-E46EF997C053", "baseline_risk_score": 0.262, "kyc_tier": "tier_3", "session_entropy": 0.92 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 195, "timestamp": "2026-01-02T19:50:00Z", "transaction_amount_usd": 42420.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.519, "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": 422007.94, "financial_exposure_usd": 501143.08, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104059", "label": "fraudulent", "label_confidence": 0.751, "severity": "medium", "timestamp": "2026-01-03T19:39:00Z", "trace_id": "9a694bab-fb90-fd86-ada0-3cb586e915aa" }
{ "account_age_days": 1640, "account_id": "ACCT-FBF9F5C5BA36", "baseline_risk_score": 0.317, "kyc_tier": "tier_1", "session_entropy": 0.627 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 116, "timestamp": "2026-01-03T11:49:00Z", "transaction_amount_usd": 10.01 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.896, "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": 3905688.3, "financial_exposure_usd": 8526271.48, "recoverable_pct": 0.657 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107303", "label": "benign", "label_confidence": 0.495, "severity": "low", "timestamp": "2026-01-06T01:43:00Z", "trace_id": "ee950ead-0652-697e-67d6-fb592d85ffb4" }
{ "account_age_days": 728, "account_id": "ACCT-4B1E1D0FB742", "baseline_risk_score": 0.17, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 339, "timestamp": "2026-01-05T23:19:00Z", "transaction_amount_usd": 3.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1109.46, "financial_exposure_usd": 1594.59, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107288", "label": "benign", "label_confidence": 0.548, "severity": "low", "timestamp": "2026-01-06T01:28:00Z", "trace_id": "7323aecc-158d-dd14-0f3a-d63f4a07b132" }
{ "account_age_days": 332, "account_id": "ACCT-BED65162F709", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 555, "timestamp": "2026-01-06T01:28:00Z", "transaction_amount_usd": 10713.13 }, { "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": 0.601, "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": 5352.73, "financial_exposure_usd": 6434.9, "recoverable_pct": 0.822 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109124", "label": "benign", "label_confidence": 0.606, "severity": "medium", "timestamp": "2026-01-07T08:04:00Z", "trace_id": "08480c89-6b3c-7f8a-fc52-91b5c26733f1" }
{ "account_age_days": 1258, "account_id": "ACCT-1A2E74FBFC36", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 155, "timestamp": "2026-01-07T05:44:00Z", "transaction_amount_usd": 4.5 }, { "asset": "USD", "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": 0.655, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3935.74, "financial_exposure_usd": 6720.27, "recoverable_pct": 0.486 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105862", "label": "fraudulent", "label_confidence": 0.719, "severity": "critical", "timestamp": "2026-01-05T01:42:00Z", "trace_id": "216c6069-8ef9-8994-982e-faa41ca0854c" }
{ "account_age_days": 489, "account_id": "ACCT-CABB02F4CC27", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.641 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 206, "timestamp": "2026-01-04T19:59:00Z", "transaction_amount_usd": 14.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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 pos...
{ "customer_funds_at_risk_usd": 2082017.17, "financial_exposure_usd": 3444137.43, "recoverable_pct": 0.736 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105749", "label": "fraudulent", "label_confidence": 0.668, "severity": "medium", "timestamp": "2026-01-04T23:49:00Z", "trace_id": "960cd477-1c2b-a82e-e62a-5272666ac8e0" }
{ "account_age_days": 808, "account_id": "ACCT-C745C0D3DB44", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.543 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 687, "timestamp": "2026-01-04T23:49:00Z", "transaction_amount_usd": 463117.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.712, "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": 1598358.25, "financial_exposure_usd": 3293250.33, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109459", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-07T13:39:00Z", "trace_id": "b8d463af-4d9f-a931-b51d-1f029d08058c" }
{ "account_age_days": 1558, "account_id": "ACCT-B6F86A0E0E75", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 727, "timestamp": "2026-01-07T13:39:00Z", "transaction_amount_usd": 1637.06 }, { "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": 0.759, "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": 4005.02, "financial_exposure_usd": 5833.85, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100677", "label": "fraudulent", "label_confidence": 0.876, "severity": "critical", "timestamp": "2026-01-01T11:17:00Z", "trace_id": "9c0d9f90-71b9-0705-3e4b-fb1fab50b0cd" }
{ "account_age_days": 1674, "account_id": "ACCT-6716FB3F5468", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.258 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 364, "timestamp": "2025-12-31T23:59:00Z", "transaction_amount_usd": 23.54 }, { "asset": "JPY", "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": 0.738, "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": 989322.41, "financial_exposure_usd": 1204168.54, "recoverable_pct": 0.408 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107088", "label": "benign", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-05T22:08:00Z", "trace_id": "eee363ee-6cf0-2de0-ab22-c8f03f9c0faf" }
{ "account_age_days": 679, "account_id": "ACCT-CD2913361D66", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.876 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 120, "timestamp": "2026-01-05T17:10:00Z", "transaction_amount_usd": 0.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1049.84, "financial_exposure_usd": 1166.3, "recoverable_pct": 0.845 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108464", "label": "benign", "label_confidence": 0.458, "severity": "low", "timestamp": "2026-01-06T21:04:00Z", "trace_id": "5c2a4033-a552-6e3d-f91c-bb0cdfcdeceb" }
{ "account_age_days": 69, "account_id": "ACCT-009209BAFD6E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.224 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1058, "timestamp": "2026-01-06T21:04:00Z", "transaction_amount_usd": 11416.69 }, { "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": 0.681, "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": 2597.94, "financial_exposure_usd": 2664.67, "recoverable_pct": 0.487 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108476", "label": "benign", "label_confidence": 0.585, "severity": "medium", "timestamp": "2026-01-06T21:16:00Z", "trace_id": "ce4da96d-a0da-05ba-5f7b-83c3d20c92ba" }
{ "account_age_days": 359, "account_id": "ACCT-5AF110F29AB5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.135 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 499, "timestamp": "2026-01-06T21:16:00Z", "transaction_amount_usd": 4045.47 }, { "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": 0.529, "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": 1280.35, "financial_exposure_usd": 1464.97, "recoverable_pct": 0.973 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100308", "label": "fraudulent", "label_confidence": 0.874, "severity": "medium", "timestamp": "2026-01-01T05:08:00Z", "trace_id": "79a7e05a-8b16-0a4d-7adb-f90e2c910cd0" }
{ "account_age_days": 351, "account_id": "ACCT-4A5ED28785A6", "baseline_risk_score": 0.532, "kyc_tier": "tier_3", "session_entropy": 0.869 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 142, "timestamp": "2026-01-01T00:48:00Z", "transaction_amount_usd": 1.56 }, { "asset": "USD", "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": 0.584, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 430996.16, "financial_exposure_usd": 558609.42, "recoverable_pct": 0.798 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102770", "label": "fraudulent", "label_confidence": 0.84, "severity": "low", "timestamp": "2026-01-02T22:10:00Z", "trace_id": "2ca1e3fd-4169-ce44-31aa-98539812e2b0" }
{ "account_age_days": 1150, "account_id": "ACCT-D5BBAD630826", "baseline_risk_score": 0.319, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 702, "timestamp": "2026-01-02T22:10:00Z", "transaction_amount_usd": 70805.8 }, { "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": 0.913, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 767173.37, "financial_exposure_usd": 841702.71, "recoverable_pct": 0.054 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100647", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-01T10:47:00Z", "trace_id": "fedd5c98-f891-af00-3485-49f95b5f5348" }
{ "account_age_days": 1592, "account_id": "ACCT-05F2E2FCEDCC", "baseline_risk_score": 0.468, "kyc_tier": "tier_1", "session_entropy": 0.459 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 183, "timestamp": "2026-01-01T02:13:00Z", "transaction_amount_usd": 13.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.708, "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": 836323.6, "financial_exposure_usd": 1073892.74, "recoverable_pct": 0.086 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101286", "label": "fraudulent", "label_confidence": 0.858, "severity": "high", "timestamp": "2026-01-01T21:26:00Z", "trace_id": "66fdf9a6-6f84-6fd7-7d04-114a33cb2265" }
{ "account_age_days": 707, "account_id": "ACCT-DA0DC16857B9", "baseline_risk_score": 0.485, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 958, "timestamp": "2026-01-01T21:26:00Z", "transaction_amount_usd": 65316.37 }, { "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": 0.434, "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": 548078.11, "financial_exposure_usd": 1121607.05, "recoverable_pct": 0.737 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104341", "label": "fraudulent", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-04T00:21:00Z", "trace_id": "f16402c8-ed5c-e1b3-e263-ae4bff898c07" }
{ "account_age_days": 1339, "account_id": "ACCT-5277778E0F34", "baseline_risk_score": 0.228, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 699, "timestamp": "2026-01-04T00:21:00Z", "transaction_amount_usd": 2993087.44 }, { "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": 0.909, "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": 3745697.66, "financial_exposure_usd": 5588180.81, "recoverable_pct": 0.926 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101759", "label": "fraudulent", "label_confidence": 0.918, "severity": "low", "timestamp": "2026-01-02T05:19:00Z", "trace_id": "2743d33d-61a1-a9b3-efe8-424b4ecafa55" }
{ "account_age_days": 53, "account_id": "ACCT-E8A6BE78AFD6", "baseline_risk_score": 0.323, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 504, "timestamp": "2026-01-02T05:19:00Z", "transaction_amount_usd": 18947.71 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.861, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 671619.9, "financial_exposure_usd": 922687.37, "recoverable_pct": 0.212 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107387", "label": "benign", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-06T03:07:00Z", "trace_id": "17b6e8a2-0362-4971-955f-798753b2c770" }
{ "account_age_days": 37, "account_id": "ACCT-1851C2AE809F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.802 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1198, "timestamp": "2026-01-06T03:07:00Z", "transaction_amount_usd": 7995.74 }, { "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": 0.516, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4688.42, "financial_exposure_usd": 5985.81, "recoverable_pct": 0.979 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104968", "label": "fraudulent", "label_confidence": 0.873, "severity": "low", "timestamp": "2026-01-04T10:48:00Z", "trace_id": "15f4b563-0d2f-0197-6f12-7e974f819250" }
{ "account_age_days": 248, "account_id": "ACCT-786E8BF721F2", "baseline_risk_score": 0.228, "kyc_tier": "tier_3", "session_entropy": 0.488 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 399, "timestamp": "2026-01-03T22:25:00Z", "transaction_amount_usd": 11.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.585, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 4416908.61, "financial_exposure_usd": 5126355.59, "recoverable_pct": 0.757 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109638", "label": "benign", "label_confidence": 0.629, "severity": "low", "timestamp": "2026-01-07T16:38:00Z", "trace_id": "9c8a61eb-c2ec-42d1-d6ff-d883eddb063d" }
{ "account_age_days": 1071, "account_id": "ACCT-3688D5BCAE91", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 790, "timestamp": "2026-01-07T16:38:00Z", "transaction_amount_usd": 7425.19 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.625, "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": 344.32, "financial_exposure_usd": 545.42, "recoverable_pct": 0.974 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107382", "label": "benign", "label_confidence": 0.608, "severity": "medium", "timestamp": "2026-01-06T03:02:00Z", "trace_id": "dad54d34-47e8-0bbd-76b3-5091d441462a" }
{ "account_age_days": 1309, "account_id": "ACCT-137A8152D3FB", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.24 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 399, "timestamp": "2026-01-06T03:02:00Z", "transaction_amount_usd": 4151.1 }, { "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": 0.568, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 152.19, "financial_exposure_usd": 364.53, "recoverable_pct": 0.665 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104625", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-04T05:05:00Z", "trace_id": "8cd27577-38a2-34fa-1083-1b607c8fb2ec" }
{ "account_age_days": 378, "account_id": "ACCT-E816D0E32549", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.827 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 618, "timestamp": "2026-01-04T05:05:00Z", "transaction_amount_usd": 951200.55 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.85, "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": 1571088.39, "financial_exposure_usd": 3283210.61, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107714", "label": "benign", "label_confidence": 0.659, "severity": "low", "timestamp": "2026-01-06T08:34:00Z", "trace_id": "7f67e72b-2794-d323-a4b8-b12c13a479b1" }
{ "account_age_days": 617, "account_id": "ACCT-DB09BCA3CB38", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.653 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 122, "timestamp": "2026-01-06T03:27:00Z", "transaction_amount_usd": 0.87 }, { "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": 0.753, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2550.1, "financial_exposure_usd": 4725.46, "recoverable_pct": 0.798 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101130", "label": "fraudulent", "label_confidence": 0.821, "severity": "critical", "timestamp": "2026-01-01T18:50:00Z", "trace_id": "8c7191d2-b58a-3cf4-02aa-d31241cb4743" }
{ "account_age_days": 808, "account_id": "ACCT-954D6CFE49D5", "baseline_risk_score": 0.512, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 790, "timestamp": "2026-01-01T18:50:00Z", "transaction_amount_usd": 87411.33 }, { "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": 0.663, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 343681.38, "financial_exposure_usd": 582427.83, "recoverable_pct": 0.275 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103886", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-03T16:46:00Z", "trace_id": "c6f8a485-48bc-8deb-0a8f-bd286b9edcd6" }
{ "account_age_days": 290, "account_id": "ACCT-6B2BA1D03C18", "baseline_risk_score": 0.202, "kyc_tier": "tier_1", "session_entropy": 0.69 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 358, "timestamp": "2026-01-03T14:25:00Z", "transaction_amount_usd": 16.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.65, "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 pos...
{ "customer_funds_at_risk_usd": 2072673.97, "financial_exposure_usd": 2248357.91, "recoverable_pct": 0.872 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103817", "label": "fraudulent", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-03T15:37:00Z", "trace_id": "e6e255de-71ff-6a49-f623-a4cb3e9a0b00" }
{ "account_age_days": 2000, "account_id": "ACCT-FB2672E1DDA8", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.95 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 229, "timestamp": "2026-01-03T15:37:00Z", "transaction_amount_usd": 2473870.94 }, { "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": 0.943, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3984205.76, "financial_exposure_usd": 5695572.2, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101808", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-02T06:08:00Z", "trace_id": "4e45691b-8016-0bc2-5a78-97952775486b" }
{ "account_age_days": 576, "account_id": "ACCT-A21B71B0761A", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 715, "timestamp": "2026-01-02T06:08:00Z", "transaction_amount_usd": 94098.15 }, { "asset": "GBP", "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": 0.405, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 348273.48, "financial_exposure_usd": 740795.95, "recoverable_pct": 0.498 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103888", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-03T16:48:00Z", "trace_id": "74a679f8-2ede-9d73-929b-375d0a2db6b9" }
{ "account_age_days": 1798, "account_id": "ACCT-ADCEFF8A4024", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.336 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 318, "timestamp": "2026-01-03T16:48:00Z", "transaction_amount_usd": 283347.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.607, "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": 4782332.03, "financial_exposure_usd": 5929423.37, "recoverable_pct": 0.878 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109503", "label": "benign", "label_confidence": 0.568, "severity": "critical", "timestamp": "2026-01-07T14:23:00Z", "trace_id": "54668a12-87c4-18f9-ca4b-dba6200689de" }
{ "account_age_days": 1340, "account_id": "ACCT-4A1F9587CE46", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.59 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 315, "timestamp": "2026-01-07T08:51:00Z", "transaction_amount_usd": 9.43 }, { "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": 0.51, "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_t...
{ "customer_funds_at_risk_usd": 1717.81, "financial_exposure_usd": 2257.13, "recoverable_pct": 0.652 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109994", "label": "benign", "label_confidence": 0.701, "severity": "critical", "timestamp": "2026-01-07T22:34:00Z", "trace_id": "824afab7-d065-680c-e8e1-ab80b38b0248" }
{ "account_age_days": 350, "account_id": "ACCT-26D9B7FBEC3A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.449 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 124, "timestamp": "2026-01-07T20:46:00Z", "transaction_amount_usd": 8.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.669, "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": 1282.65, "financial_exposure_usd": 2527.39, "recoverable_pct": 0.955 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109735", "label": "benign", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-07T18:15:00Z", "trace_id": "8d44873a-7b57-116c-9722-1af42ab4a51a" }
{ "account_age_days": 1470, "account_id": "ACCT-AB88DCE2F833", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.772 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 276, "timestamp": "2026-01-07T18:15:00Z", "transaction_amount_usd": 2999.77 }, { "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": 0.735, "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": 1016.61, "financial_exposure_usd": 1108.21, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100052", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-01T00:52:00Z", "trace_id": "67443fb8-81bd-55d5-b5a6-571c4fa5c35e" }
{ "account_age_days": 1983, "account_id": "ACCT-F168C605CE1A", "baseline_risk_score": 0.49, "kyc_tier": "tier_3", "session_entropy": 0.36 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 491, "timestamp": "2026-01-01T00:52:00Z", "transaction_amount_usd": 63152.2 }, { "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": 0.604, "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": 1290013.68, "financial_exposure_usd": 1416116.44, "recoverable_pct": 0.39 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105900", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-05T02:20:00Z", "trace_id": "0c48dc27-3843-2c5a-b699-f59dfcf95046" }
{ "account_age_days": 834, "account_id": "ACCT-182C60A94602", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.172 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 587, "timestamp": "2026-01-05T02:20:00Z", "transaction_amount_usd": 521023.22 }, { "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": 0.707, "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": 5164672.64, "financial_exposure_usd": 6495272.03, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104925", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-04T10:05:00Z", "trace_id": "13818206-e68e-1fce-ab05-7499ddb1849a" }
{ "account_age_days": 112, "account_id": "ACCT-F9EEF7E1C0A7", "baseline_risk_score": 0.326, "kyc_tier": "tier_1", "session_entropy": 0.869 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 401, "timestamp": "2026-01-04T10:05:00Z", "transaction_amount_usd": 1537291.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.852, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1040013.1, "financial_exposure_usd": 2002025.58, "recoverable_pct": 0.614 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106729", "label": "benign", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-05T16:09:00Z", "trace_id": "9cd4bbea-0d3b-03a6-da22-8859bb15af4f" }
{ "account_age_days": 914, "account_id": "ACCT-635750A7229C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.411 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 290, "timestamp": "2026-01-05T05:00:00Z", "transaction_amount_usd": 24.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.684, "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": 1249.81, "financial_exposure_usd": 1965.71, "recoverable_pct": 0.491 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105117", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T13:17:00Z", "trace_id": "e73ef9f1-c978-803b-1858-ac4f0e5b3088" }
{ "account_age_days": 1884, "account_id": "ACCT-691109484D2B", "baseline_risk_score": 0.411, "kyc_tier": "tier_3", "session_entropy": 0.469 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 291, "timestamp": "2026-01-04T05:30:00Z", "transaction_amount_usd": 18.76 }, { "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": 0.369, "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": 3421610.38, "financial_exposure_usd": 3813193.52, "recoverable_pct": 0.896 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107879", "label": "benign", "label_confidence": 0.471, "severity": "medium", "timestamp": "2026-01-06T11:19:00Z", "trace_id": "7936067e-751c-4a97-4d95-620abc3bd1ae" }
{ "account_age_days": 1782, "account_id": "ACCT-57CD5FE15188", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 80, "timestamp": "2026-01-06T11:19:00Z", "transaction_amount_usd": 9169.23 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3474.99, "financial_exposure_usd": 3483.1, "recoverable_pct": 0.916 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100806", "label": "fraudulent", "label_confidence": 0.953, "severity": "high", "timestamp": "2026-01-01T13:26:00Z", "trace_id": "b023f606-99f5-eb1d-f864-0254295b2f9b" }
{ "account_age_days": 1002, "account_id": "ACCT-0A0419498972", "baseline_risk_score": 0.624, "kyc_tier": "tier_1", "session_entropy": 0.615 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 923, "timestamp": "2026-01-01T13:26:00Z", "transaction_amount_usd": 94139.98 }, { "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": 0.355, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1051660.67, "financial_exposure_usd": 1398203.68, "recoverable_pct": 0.013 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103581", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-03T11:41:00Z", "trace_id": "e45086fb-8cd5-b48d-b31d-1acd89916bc0" }
{ "account_age_days": 822, "account_id": "ACCT-806A7EC7204C", "baseline_risk_score": 0.189, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 432, "timestamp": "2026-01-03T11:41:00Z", "transaction_amount_usd": 2510551.3 }, { "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": 0.929, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 631510.37, "financial_exposure_usd": 1105975.82, "recoverable_pct": 0.445 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104741", "label": "fraudulent", "label_confidence": 0.884, "severity": "critical", "timestamp": "2026-01-04T07:01:00Z", "trace_id": "8ba3ff4c-93a9-a3ac-8b3a-7e8d994cb213" }
{ "account_age_days": 1818, "account_id": "ACCT-31D7C8074989", "baseline_risk_score": 0.414, "kyc_tier": "tier_3", "session_entropy": 0.594 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 303, "timestamp": "2026-01-03T22:40:00Z", "transaction_amount_usd": 5.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.86, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5264759.75, "financial_exposure_usd": 5321975.41, "recoverable_pct": 0.614 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101365", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-01T22:45:00Z", "trace_id": "632242c6-bf63-e5cd-5f3c-5bc87f487a64" }
{ "account_age_days": 1639, "account_id": "ACCT-754B97F675F1", "baseline_risk_score": 0.404, "kyc_tier": "tier_1", "session_entropy": 0.569 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 591, "timestamp": "2026-01-01T22:45:00Z", "transaction_amount_usd": 91781.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.648, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 19407.04, "financial_exposure_usd": 23189.94, "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-104348", "label": "fraudulent", "label_confidence": 0.855, "severity": "low", "timestamp": "2026-01-04T00:28:00Z", "trace_id": "c5aa0320-1da6-d125-f1f1-eb6aa0a24cad" }
{ "account_age_days": 916, "account_id": "ACCT-A9BC46BAA56F", "baseline_risk_score": 0.21, "kyc_tier": "tier_3", "session_entropy": 0.706 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 324, "timestamp": "2026-01-03T21:11:00Z", "transaction_amount_usd": 3.09 }, { "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": 0.92, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2845628.32, "financial_exposure_usd": 4354770.54, "recoverable_pct": 0.936 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108580", "label": "benign", "label_confidence": 0.661, "severity": "critical", "timestamp": "2026-01-06T23:00:00Z", "trace_id": "3ef47ff4-6219-4d7a-1df8-b7e4105fb70a" }
{ "account_age_days": 1526, "account_id": "ACCT-02B2EA1153B1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.643 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 132, "timestamp": "2026-01-06T23:00:00Z", "transaction_amount_usd": 11553.3 }, { "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": 0.624, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1021.11, "financial_exposure_usd": 1712.67, "recoverable_pct": 0.549 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103534", "label": "fraudulent", "label_confidence": 0.663, "severity": "high", "timestamp": "2026-01-03T10:54:00Z", "trace_id": "110ee7cf-bede-9f2f-c1cb-06fa90d71969" }
{ "account_age_days": 564, "account_id": "ACCT-10F6F2216314", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.519 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 272, "timestamp": "2026-01-03T01:03:00Z", "transaction_amount_usd": 14.86 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1398759.64, "financial_exposure_usd": 2374185.51, "recoverable_pct": 0.482 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106606", "label": "fraudulent", "label_confidence": 0.919, "severity": "medium", "timestamp": "2026-01-05T14:06:00Z", "trace_id": "9bcddc28-16b5-ceff-aa8d-f4670c27c348" }
{ "account_age_days": 141, "account_id": "ACCT-D50CAD6BCAC7", "baseline_risk_score": 0.326, "kyc_tier": "tier_3", "session_entropy": 0.627 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 617, "timestamp": "2026-01-05T14:06:00Z", "transaction_amount_usd": 87266.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.865, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2197694.21, "financial_exposure_usd": 2733504.31, "recoverable_pct": 0.999 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103608", "label": "fraudulent", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-03T12:08:00Z", "trace_id": "827f5ec7-1f9b-f9c4-9a45-7d069a6725a4" }
{ "account_age_days": 1341, "account_id": "ACCT-1AD3BF3E86F6", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.688 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 580, "timestamp": "2026-01-03T12:08:00Z", "transaction_amount_usd": 2957224.74 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.923, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3767871.28, "financial_exposure_usd": 6426788.46, "recoverable_pct": 0.653 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109728", "label": "benign", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-07T18:08:00Z", "trace_id": "29da39fc-35b9-863a-3d37-fde799ca3fec" }
{ "account_age_days": 1342, "account_id": "ACCT-5A1D1DE0C5AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.834 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 349, "timestamp": "2026-01-07T18:08:00Z", "transaction_amount_usd": 610.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.498, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 371.16, "financial_exposure_usd": 868.97, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103807", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-03T15:27:00Z", "trace_id": "b1092ba6-a2d3-5ff8-94fb-ea88f82ce926" }
{ "account_age_days": 1740, "account_id": "ACCT-EEE2A518926F", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.532 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 308, "timestamp": "2026-01-03T10:25:00Z", "transaction_amount_usd": 1.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 7064686.62, "financial_exposure_usd": 7234869.82, "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-104347", "label": "fraudulent", "label_confidence": 0.731, "severity": "high", "timestamp": "2026-01-04T00:27:00Z", "trace_id": "6cde75c4-73b0-3b14-a790-4f33010013f9" }
{ "account_age_days": 437, "account_id": "ACCT-92F3CB35C1AC", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.295 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 491, "timestamp": "2026-01-04T00:27:00Z", "transaction_amount_usd": 1876151.07 }, { "asset": "EUR", "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": 0.665, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5637295.87, "financial_exposure_usd": 8935907.74, "recoverable_pct": 0.608 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108915", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-07T04:35:00Z", "trace_id": "baf57575-f7de-c337-a931-92f06787cdac" }
{ "account_age_days": 1053, "account_id": "ACCT-F674B7025400", "baseline_risk_score": 0.055, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 241, "timestamp": "2026-01-06T23:03:00Z", "transaction_amount_usd": 9.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.613, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2077.89, "financial_exposure_usd": 5069.76, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102748", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-02T21:48:00Z", "trace_id": "8c795778-7cdf-6f74-11bc-14e9a5372eff" }
{ "account_age_days": 1045, "account_id": "ACCT-A6BB5A96DA2C", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.306 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 501, "timestamp": "2026-01-02T21:48:00Z", "transaction_amount_usd": 76256.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.933, "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": 194621.85, "financial_exposure_usd": 409897.48, "recoverable_pct": 0.143 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108133", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-06T15:33:00Z", "trace_id": "7dc24d59-7068-687c-81e7-f2dcd2f7058e" }
{ "account_age_days": 1884, "account_id": "ACCT-D2B75F4B78B0", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 213, "timestamp": "2026-01-06T06:30:00Z", "transaction_amount_usd": 4.63 }, { "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": 0.475, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1686.36, "financial_exposure_usd": 2544.21, "recoverable_pct": 0.502 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102011", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-02T09:31:00Z", "trace_id": "e2640c60-c0ab-908f-835e-088394bb514c" }
{ "account_age_days": 1026, "account_id": "ACCT-50E195511185", "baseline_risk_score": 0.379, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 897, "timestamp": "2026-01-02T09:31:00Z", "transaction_amount_usd": 71384.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.892, "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": 477542.57, "financial_exposure_usd": 526239.81, "recoverable_pct": 0.261 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101672", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-02T03:52:00Z", "trace_id": "8e678a3d-5d64-7b4b-7c4a-28d3653c2af5" }
{ "account_age_days": 1729, "account_id": "ACCT-785E4B797A18", "baseline_risk_score": 0.305, "kyc_tier": "tier_1", "session_entropy": 0.825 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 127, "timestamp": "2026-01-02T03:52:00Z", "transaction_amount_usd": 70038.32 }, { "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": 0.802, "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": 1076145.16, "financial_exposure_usd": 1143484.48, "recoverable_pct": 0.629 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107170", "label": "benign", "label_confidence": 0.532, "severity": "critical", "timestamp": "2026-01-05T23:30:00Z", "trace_id": "8dce9516-6edf-2c84-4c0a-0d6b04be2f92" }
{ "account_age_days": 364, "account_id": "ACCT-BDA9A50D9CDE", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 344, "timestamp": "2026-01-05T23:30:00Z", "transaction_amount_usd": 12909.7 }, { "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": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 916.58, "financial_exposure_usd": 1901.7, "recoverable_pct": 0.766 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107085", "label": "benign", "label_confidence": 0.53, "severity": "medium", "timestamp": "2026-01-05T22:05:00Z", "trace_id": "851f0966-c6b1-6a84-6635-11d6a2ff3561" }
{ "account_age_days": 445, "account_id": "ACCT-882797B56129", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.237 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 263, "timestamp": "2026-01-05T20:27:00Z", "transaction_amount_usd": 18.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1444.78, "financial_exposure_usd": 2444.3, "recoverable_pct": 0.694 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108859", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-07T03:39:00Z", "trace_id": "fada848b-56fd-7c69-4d24-634d6d005681" }
{ "account_age_days": 93, "account_id": "ACCT-9FC4D767686D", "baseline_risk_score": 0.173, "kyc_tier": "tier_3", "session_entropy": 0.259 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 732, "timestamp": "2026-01-07T03:39:00Z", "transaction_amount_usd": 13003.05 }, { "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": 0.486, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1978.32, "financial_exposure_usd": 3360.22, "recoverable_pct": 0.794 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101103", "label": "fraudulent", "label_confidence": 0.851, "severity": "critical", "timestamp": "2026-01-01T18:23:00Z", "trace_id": "ed66c6b9-fcb7-8cd9-34c2-110256ec56d2" }
{ "account_age_days": 1266, "account_id": "ACCT-20DD4F6BECBD", "baseline_risk_score": 0.251, "kyc_tier": "tier_3", "session_entropy": 0.441 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 342, "timestamp": "2026-01-01T14:37:00Z", "transaction_amount_usd": 16.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.916, "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": 197782.62, "financial_exposure_usd": 411211.04, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106598", "label": "fraudulent", "label_confidence": 0.927, "severity": "medium", "timestamp": "2026-01-05T13:58:00Z", "trace_id": "b3a984c7-28ba-49f6-a1ff-ca1dd2451832" }
{ "account_age_days": 1217, "account_id": "ACCT-A98142D8BA64", "baseline_risk_score": 0.318, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 936, "timestamp": "2026-01-05T13:58:00Z", "transaction_amount_usd": 1092114.16 }, { "asset": "ETH", "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": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3827712.48, "financial_exposure_usd": 7010807.24, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102954", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-03T01:14:00Z", "trace_id": "1f671a05-02ad-973c-2cee-82a3d06ebe20" }
{ "account_age_days": 562, "account_id": "ACCT-82F0CAC9B987", "baseline_risk_score": 0.593, "kyc_tier": "tier_2", "session_entropy": 0.824 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 237, "timestamp": "2026-01-02T19:43:00Z", "transaction_amount_usd": 22.79 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.925, "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": 568982.56, "financial_exposure_usd": 960435.26, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109661", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-07T17:01:00Z", "trace_id": "6ea2ca6b-0aa3-6a29-64c9-21191b3762f8" }
{ "account_age_days": 1384, "account_id": "ACCT-01C5C11DB829", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.397 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 973, "timestamp": "2026-01-07T17:01:00Z", "transaction_amount_usd": 13484.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.636, "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": 979.19, "financial_exposure_usd": 1188.7, "recoverable_pct": 0.412 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107098", "label": "benign", "label_confidence": 0.589, "severity": "low", "timestamp": "2026-01-05T22:18:00Z", "trace_id": "8734d226-45fe-87e7-d17e-324d1f23fca9" }
{ "account_age_days": 957, "account_id": "ACCT-3C7B9F2F8028", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 221, "timestamp": "2026-01-05T11:19:00Z", "transaction_amount_usd": 2.23 }, { "asset": "GBP", "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": 0.712, "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": 813.34, "financial_exposure_usd": 1688.57, "recoverable_pct": 0.572 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100092", "label": "fraudulent", "label_confidence": 0.8, "severity": "low", "timestamp": "2026-01-01T01:32:00Z", "trace_id": "fa0f01a4-87bb-1f6d-fc92-0c731e14fe04" }
{ "account_age_days": 940, "account_id": "ACCT-6328143E2D95", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.417 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 506, "timestamp": "2026-01-01T01:32:00Z", "transaction_amount_usd": 103596.36 }, { "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": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 561524.98, "financial_exposure_usd": 1077107.99, "recoverable_pct": 0.108 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102363", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-02T15:23:00Z", "trace_id": "6cce679e-59f4-89d0-2b5b-6d057e1989c6" }
{ "account_age_days": 1712, "account_id": "ACCT-EDDBCF512357", "baseline_risk_score": 0.369, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 355, "timestamp": "2026-01-02T15:23:00Z", "transaction_amount_usd": 91895.32 }, { "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": 0.365, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "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": 392011.05, "financial_exposure_usd": 658979.35, "recoverable_pct": 0.053 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106427", "label": "fraudulent", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-05T11:07:00Z", "trace_id": "b267b8d9-6a14-4067-5279-99fddb3b2fd9" }
{ "account_age_days": 1643, "account_id": "ACCT-990C249D2C91", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.453 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 174, "timestamp": "2026-01-04T23:13:00Z", "transaction_amount_usd": 15.67 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.584, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 5589421.12, "financial_exposure_usd": 7279001.09, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101674", "label": "fraudulent", "label_confidence": 0.974, "severity": "high", "timestamp": "2026-01-02T03:54:00Z", "trace_id": "42aa3978-2ed3-96b5-5b99-0c244104a400" }
{ "account_age_days": 652, "account_id": "ACCT-1E38F4249CF3", "baseline_risk_score": 0.505, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 87, "timestamp": "2026-01-01T22:08:00Z", "transaction_amount_usd": 21.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.649, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 9", "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": 500138.8, "financial_exposure_usd": 519916.6, "recoverable_pct": 0.215 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101921", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-02T08:01:00Z", "trace_id": "95c0ff81-8044-78c9-f842-698576ece128" }
{ "account_age_days": 1671, "account_id": "ACCT-4C1135806952", "baseline_risk_score": 0.274, "kyc_tier": "tier_1", "session_entropy": 0.101 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 233, "timestamp": "2026-01-02T08:01:00Z", "transaction_amount_usd": 60535.92 }, { "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": 0.644, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 426941.86, "financial_exposure_usd": 640534.38, "recoverable_pct": 0.608 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108522", "label": "benign", "label_confidence": 0.709, "severity": "low", "timestamp": "2026-01-06T22:02:00Z", "trace_id": "a5f6b0b2-aaed-877f-d1a9-3811e713ae75" }
{ "account_age_days": 1954, "account_id": "ACCT-9830FBD54D60", "baseline_risk_score": 0.182, "kyc_tier": "tier_3", "session_entropy": 0.463 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 213, "timestamp": "2026-01-06T22:02:00Z", "transaction_amount_usd": 792.96 }, { "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": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6371.62, "financial_exposure_usd": 7584.11, "recoverable_pct": 0.787 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101092", "label": "fraudulent", "label_confidence": 0.758, "severity": "low", "timestamp": "2026-01-01T18:12:00Z", "trace_id": "9abf0f6a-893c-166e-7b3d-bc37ad83982a" }
{ "account_age_days": 248, "account_id": "ACCT-D4610732EF96", "baseline_risk_score": 0.647, "kyc_tier": "tier_3", "session_entropy": 0.809 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 632, "timestamp": "2026-01-01T18:12:00Z", "transaction_amount_usd": 23123.93 }, { "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": 0.384, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 393580.52, "financial_exposure_usd": 710284.21, "recoverable_pct": 0.594 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103352", "label": "fraudulent", "label_confidence": 0.669, "severity": "high", "timestamp": "2026-01-03T07:52:00Z", "trace_id": "53fa53f3-7eb4-b8d8-ecbe-867c11384902" }
{ "account_age_days": 1260, "account_id": "ACCT-DFA42D4D93E8", "baseline_risk_score": 0.225, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 272, "timestamp": "2026-01-03T07:52:00Z", "transaction_amount_usd": 1869832.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.617, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3563339.28, "financial_exposure_usd": 4877254.97, "recoverable_pct": 0.63 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101340", "label": "fraudulent", "label_confidence": 0.977, "severity": "critical", "timestamp": "2026-01-01T22:20:00Z", "trace_id": "ea1146e1-8ed8-4bb8-5c08-dcb7e37aa480" }
{ "account_age_days": 177, "account_id": "ACCT-301DA488E7B6", "baseline_risk_score": 0.445, "kyc_tier": "tier_3", "session_entropy": 0.904 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 242, "timestamp": "2026-01-01T21:58:00Z", "transaction_amount_usd": 23.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.596, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 351776.76, "financial_exposure_usd": 675898.73, "recoverable_pct": 0.558 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103052", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-03T02:52:00Z", "trace_id": "fb1cef14-98ec-dbf7-fa5a-c8a49e762823" }
{ "account_age_days": 1113, "account_id": "ACCT-860C13DBBAF1", "baseline_risk_score": 0.364, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 118, "timestamp": "2026-01-02T18:39:00Z", "transaction_amount_usd": 15.11 }, { "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": 0.542, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 277002.96, "financial_exposure_usd": 565850.09, "recoverable_pct": 0.429 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108301", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-06T18:21:00Z", "trace_id": "fe79ed72-4beb-1d96-8312-3e073f5be26b" }
{ "account_age_days": 1989, "account_id": "ACCT-9F17A924F4D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.947 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 305, "timestamp": "2026-01-06T15:08:00Z", "transaction_amount_usd": 1.26 }, { "asset": "USD", "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": 0.799, "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": 1335.03, "financial_exposure_usd": 1565.93, "recoverable_pct": 0.654 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }