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-104488", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-04T02:48:00Z", "trace_id": "ff435efd-06f9-382a-06de-7ad37a4a1c18" }
{ "account_age_days": 1730, "account_id": "ACCT-371137B237D2", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.554 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 808, "timestamp": "2026-01-04T02:48:00Z", "transaction_amount_usd": 206478.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1459254.56, "financial_exposure_usd": 2311444.04, "recoverable_pct": 0.561 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103370", "label": "fraudulent", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-03T08:10:00Z", "trace_id": "92b283f1-419b-78f3-cebd-006c82b468bc" }
{ "account_age_days": 626, "account_id": "ACCT-D6AFC4E513F4", "baseline_risk_score": 0.161, "kyc_tier": "tier_3", "session_entropy": 0.743 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 432, "timestamp": "2026-01-03T08:10:00Z", "transaction_amount_usd": 1694530.97 }, { "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": 0.724, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4062236.88, "financial_exposure_usd": 4389271.04, "recoverable_pct": 0.473 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104520", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-04T03:20:00Z", "trace_id": "2250a3d8-2b19-9867-3576-da82a310a440" }
{ "account_age_days": 868, "account_id": "ACCT-0742D5BB1645", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.919 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 392, "timestamp": "2026-01-03T18:57:00Z", "transaction_amount_usd": 17.58 }, { "asset": "EUR", "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": 0.366, "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": 2500885.07, "financial_exposure_usd": 5596623.72, "recoverable_pct": 0.413 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103121", "label": "fraudulent", "label_confidence": 0.878, "severity": "low", "timestamp": "2026-01-03T04:01:00Z", "trace_id": "82f0e930-8531-c279-1890-a5073c1dd231" }
{ "account_age_days": 341, "account_id": "ACCT-278586B814B7", "baseline_risk_score": 0.553, "kyc_tier": "tier_2", "session_entropy": 0.196 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1166, "timestamp": "2026-01-03T04:01:00Z", "transaction_amount_usd": 37716.65 }, { "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": 0.887, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 461263.28, "financial_exposure_usd": 1152108.67, "recoverable_pct": 0.063 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107424", "label": "benign", "label_confidence": 0.486, "severity": "high", "timestamp": "2026-01-06T03:44:00Z", "trace_id": "3ef37f88-38f9-6115-7274-8e2235ed6fe3" }
{ "account_age_days": 787, "account_id": "ACCT-D2F2641AEF00", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.207 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 158, "timestamp": "2026-01-06T03:44:00Z", "transaction_amount_usd": 4079.1 }, { "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": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1151.99, "financial_exposure_usd": 1934.31, "recoverable_pct": 0.703 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106036", "label": "fraudulent", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-05T04:36:00Z", "trace_id": "efeb0743-d025-4157-0dd5-b9abd0eefeaf" }
{ "account_age_days": 604, "account_id": "ACCT-8D33CD1E288D", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1170, "timestamp": "2026-01-05T04:36:00Z", "transaction_amount_usd": 2441203.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.656, "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": 1561185.43, "financial_exposure_usd": 1983823.34, "recoverable_pct": 0.822 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107243", "label": "benign", "label_confidence": 0.648, "severity": "critical", "timestamp": "2026-01-06T00:43:00Z", "trace_id": "b5f5f321-65ba-e77b-c865-4bb420f505a7" }
{ "account_age_days": 66, "account_id": "ACCT-98EE6A937F05", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.532 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 547, "timestamp": "2026-01-06T00:43:00Z", "transaction_amount_usd": 12017.69 }, { "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": 0.477, "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": 3166.8, "financial_exposure_usd": 4725.01, "recoverable_pct": 0.64 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103520", "label": "fraudulent", "label_confidence": 0.716, "severity": "critical", "timestamp": "2026-01-03T10:40:00Z", "trace_id": "6554db00-8d45-f278-f3ae-acb1be9743e1" }
{ "account_age_days": 1946, "account_id": "ACCT-551D18AEE816", "baseline_risk_score": 0.218, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 603, "timestamp": "2026-01-03T10:40:00Z", "transaction_amount_usd": 846769.54 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1367067.48, "financial_exposure_usd": 3315880.31, "recoverable_pct": 0.829 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107733", "label": "benign", "label_confidence": 0.676, "severity": "medium", "timestamp": "2026-01-06T08:53:00Z", "trace_id": "fdf0b97f-e650-d015-09db-89103570e79b" }
{ "account_age_days": 644, "account_id": "ACCT-0621278ADA48", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.877 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 310, "timestamp": "2026-01-06T05:48:00Z", "transaction_amount_usd": 15.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.555, "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": 500.12, "financial_exposure_usd": 570.27, "recoverable_pct": 0.928 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103012", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-03T02:12:00Z", "trace_id": "02cccd14-2bd2-c80e-6bf8-816e0cbb497f" }
{ "account_age_days": 1695, "account_id": "ACCT-9963F2DAC8DD", "baseline_risk_score": 0.636, "kyc_tier": "tier_3", "session_entropy": 0.155 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 163, "timestamp": "2026-01-02T17:56:00Z", "transaction_amount_usd": 1.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 338067.99, "financial_exposure_usd": 427487.89, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102242", "label": "fraudulent", "label_confidence": 0.842, "severity": "medium", "timestamp": "2026-01-02T13:22:00Z", "trace_id": "e7818a47-2f5f-3bc3-e658-67189b80d43e" }
{ "account_age_days": 240, "account_id": "ACCT-AA2F1B791D62", "baseline_risk_score": 0.454, "kyc_tier": "tier_3", "session_entropy": 0.922 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 945, "timestamp": "2026-01-02T13:22:00Z", "transaction_amount_usd": 52113.27 }, { "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": 0.716, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 139996.44, "financial_exposure_usd": 305335.94, "recoverable_pct": 0.741 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105977", "label": "fraudulent", "label_confidence": 0.878, "severity": "medium", "timestamp": "2026-01-05T03:37:00Z", "trace_id": "66b2a679-bbb1-1340-faf9-a89f78cfc8de" }
{ "account_age_days": 867, "account_id": "ACCT-9BBCA2961D35", "baseline_risk_score": 0.406, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 153, "timestamp": "2026-01-05T01:26:00Z", "transaction_amount_usd": 12.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.466, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3587723.88, "financial_exposure_usd": 4558409.79, "recoverable_pct": 0.972 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101464", "label": "fraudulent", "label_confidence": 0.917, "severity": "medium", "timestamp": "2026-01-02T00:24:00Z", "trace_id": "c10f2046-2873-482e-9eca-3a6acefa22b5" }
{ "account_age_days": 1596, "account_id": "ACCT-B5A8C9173E68", "baseline_risk_score": 0.348, "kyc_tier": "tier_2", "session_entropy": 0.728 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 878, "timestamp": "2026-01-02T00:24:00Z", "transaction_amount_usd": 76959.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.545, "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": 80135.37, "financial_exposure_usd": 114100.11, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106834", "label": "benign", "label_confidence": 0.639, "severity": "low", "timestamp": "2026-01-05T17:54:00Z", "trace_id": "e9011525-45ad-fcf2-8529-6a92cc9e934d" }
{ "account_age_days": 1486, "account_id": "ACCT-650DA4808240", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 187, "timestamp": "2026-01-05T05:36:00Z", "transaction_amount_usd": 1.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "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": 1111.64, "financial_exposure_usd": 1235.54, "recoverable_pct": 0.911 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108221", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-06T17:01:00Z", "trace_id": "fc42a6bc-e768-9df5-a042-6a389f00c284" }
{ "account_age_days": 431, "account_id": "ACCT-7E7D59E49C84", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.838 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 470, "timestamp": "2026-01-06T17:01:00Z", "transaction_amount_usd": 9141.88 }, { "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": 0.771, "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": 350.44, "financial_exposure_usd": 853.28, "recoverable_pct": 0.7 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105402", "label": "fraudulent", "label_confidence": 0.863, "severity": "low", "timestamp": "2026-01-04T18:02:00Z", "trace_id": "dc2532e9-05a2-2ee7-9532-1892791dbe03" }
{ "account_age_days": 290, "account_id": "ACCT-DAB3C8629836", "baseline_risk_score": 0.401, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 657, "timestamp": "2026-01-04T18:02:00Z", "transaction_amount_usd": 2307712.94 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.831, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 4", "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": 108069.67, "financial_exposure_usd": 248285.92, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102998", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-03T01:58:00Z", "trace_id": "f2980bfe-5f06-ffa7-3c7c-c510dac81758" }
{ "account_age_days": 1599, "account_id": "ACCT-9092C843F25E", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.321 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1150, "timestamp": "2026-01-03T01:58:00Z", "transaction_amount_usd": 30471.66 }, { "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": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 1082355.51, "financial_exposure_usd": 1096530.56, "recoverable_pct": 0.124 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102102", "label": "fraudulent", "label_confidence": 0.862, "severity": "critical", "timestamp": "2026-01-02T11:02:00Z", "trace_id": "0f127957-f04b-2788-695f-9ec58c65bd5c" }
{ "account_age_days": 1495, "account_id": "ACCT-2DD7F155BD7C", "baseline_risk_score": 0.481, "kyc_tier": "tier_1", "session_entropy": 0.857 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 246, "timestamp": "2026-01-02T11:02:00Z", "transaction_amount_usd": 37416.05 }, { "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": 0.891, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 418600.47, "financial_exposure_usd": 436634.56, "recoverable_pct": 0.21 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107845", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-06T10:45:00Z", "trace_id": "96e4543a-7dfc-ff69-8785-6ecdeb8b3ad2" }
{ "account_age_days": 126, "account_id": "ACCT-45F5739FB45A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.524 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 797, "timestamp": "2026-01-06T10:45:00Z", "transaction_amount_usd": 4626.49 }, { "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": 0.793, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 6333.56, "financial_exposure_usd": 6861.82, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101117", "label": "fraudulent", "label_confidence": 0.833, "severity": "medium", "timestamp": "2026-01-01T18:37:00Z", "trace_id": "7505bb0b-b415-4637-0a27-6c0f0afd5240" }
{ "account_age_days": 252, "account_id": "ACCT-68416979518E", "baseline_risk_score": 0.479, "kyc_tier": "tier_2", "session_entropy": 0.612 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 801, "timestamp": "2026-01-01T18:37:00Z", "transaction_amount_usd": 4380.2 }, { "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": 0.919, "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": 92119.95, "financial_exposure_usd": 210829.28, "recoverable_pct": 0.37 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102480", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-02T17:20:00Z", "trace_id": "d41c5773-a747-a367-4770-6f59d5ca90c7" }
{ "account_age_days": 282, "account_id": "ACCT-B70F091895F6", "baseline_risk_score": 0.418, "kyc_tier": "tier_3", "session_entropy": 0.207 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 351, "timestamp": "2026-01-02T17:20:00Z", "transaction_amount_usd": 100108.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.538, "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": 685954.17, "financial_exposure_usd": 770806.57, "recoverable_pct": 0.399 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103476", "label": "fraudulent", "label_confidence": 0.662, "severity": "low", "timestamp": "2026-01-03T09:56:00Z", "trace_id": "1ef4fbd4-fb02-f8f3-c127-a848ecb12b66" }
{ "account_age_days": 723, "account_id": "ACCT-12A4D259CD58", "baseline_risk_score": 0.218, "kyc_tier": "tier_3", "session_entropy": 0.727 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 398, "timestamp": "2026-01-02T23:21:00Z", "transaction_amount_usd": 22.55 }, { "asset": "BTC", "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": 0.446, "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": 3785755.41, "financial_exposure_usd": 4334727.75, "recoverable_pct": 0.99 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100731", "label": "fraudulent", "label_confidence": 0.891, "severity": "low", "timestamp": "2026-01-01T12:11:00Z", "trace_id": "f2861e66-7570-ea8f-853f-9c644083a88f" }
{ "account_age_days": 526, "account_id": "ACCT-5554E90E1F04", "baseline_risk_score": 0.586, "kyc_tier": "tier_1", "session_entropy": 0.224 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 140, "timestamp": "2026-01-01T01:53:00Z", "transaction_amount_usd": 18.07 }, { "asset": "USD", "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": 0.834, "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": 138049.67, "financial_exposure_usd": 295983.74, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108515", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-06T21:55:00Z", "trace_id": "2a89e4af-acf6-c2e8-9f85-48e9b84fc45c" }
{ "account_age_days": 1375, "account_id": "ACCT-E5C082D305F8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.907 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1056, "timestamp": "2026-01-06T21:55:00Z", "transaction_amount_usd": 10743 }, { "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": 0.632, "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": 3894.18, "financial_exposure_usd": 6989.4, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106708", "label": "benign", "label_confidence": 0.481, "severity": "low", "timestamp": "2026-01-05T15:48:00Z", "trace_id": "ff2e3450-5de9-70f4-8889-5ae0bca14c2b" }
{ "account_age_days": 473, "account_id": "ACCT-AE87801C3964", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.65 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 496, "timestamp": "2026-01-05T15:48:00Z", "transaction_amount_usd": 14215.54 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.545, "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": 3040.7, "financial_exposure_usd": 6295.38, "recoverable_pct": 0.883 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107495", "label": "benign", "label_confidence": 0.636, "severity": "low", "timestamp": "2026-01-06T04:55:00Z", "trace_id": "903a1b56-eb94-9073-64d7-3f53fb89e603" }
{ "account_age_days": 1332, "account_id": "ACCT-978CFDA80C87", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.198 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1138, "timestamp": "2026-01-06T04:55:00Z", "transaction_amount_usd": 4588.83 }, { "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": 0.578, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1837.46, "financial_exposure_usd": 2722.32, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100785", "label": "fraudulent", "label_confidence": 0.789, "severity": "low", "timestamp": "2026-01-01T13:05:00Z", "trace_id": "4c875ea5-345d-dabb-13df-2ec137bd193f" }
{ "account_age_days": 871, "account_id": "ACCT-7BF6E09459D4", "baseline_risk_score": 0.409, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 373, "timestamp": "2026-01-01T01:25:00Z", "transaction_amount_usd": 11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.891, "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": 534041.57, "financial_exposure_usd": 615737.12, "recoverable_pct": 0.37 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106282", "label": "fraudulent", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-05T08:42:00Z", "trace_id": "3c9a7558-e1a2-779e-0d94-f24ef36eb9d8" }
{ "account_age_days": 244, "account_id": "ACCT-97D721C9F063", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 650, "timestamp": "2026-01-05T08:42:00Z", "transaction_amount_usd": 2060556.76 }, { "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": 0.655, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2126260.96, "financial_exposure_usd": 3201979.92, "recoverable_pct": 0.809 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106378", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-05T10:18:00Z", "trace_id": "9e197864-f9a2-105e-5798-d0c38c0189c6" }
{ "account_age_days": 487, "account_id": "ACCT-80F60DDC8FC1", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.751 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1082, "timestamp": "2026-01-05T10:18:00Z", "transaction_amount_usd": 1904043.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.93, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2631714.9, "financial_exposure_usd": 5191881.24, "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-109741", "label": "benign", "label_confidence": 0.587, "severity": "high", "timestamp": "2026-01-07T18:21:00Z", "trace_id": "2f8ac881-7933-65ef-1e78-ba0964c93afc" }
{ "account_age_days": 815, "account_id": "ACCT-5DEEB7E8419B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.276 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 251, "timestamp": "2026-01-07T18:21:00Z", "transaction_amount_usd": 13679.77 }, { "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": 0.654, "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": 1737.91, "financial_exposure_usd": 3614.79, "recoverable_pct": 0.563 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108745", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-07T01:45:00Z", "trace_id": "3fec37ba-53f2-68df-f7e7-dbe116ba949a" }
{ "account_age_days": 1045, "account_id": "ACCT-0CE3379FFAA4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 790, "timestamp": "2026-01-07T01:45:00Z", "transaction_amount_usd": 13962 }, { "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": 0.761, "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": 1454.89, "financial_exposure_usd": 1490.68, "recoverable_pct": 0.546 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100116", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-01T01:56:00Z", "trace_id": "bc64c7e9-716e-c0b6-e3d9-de7faba23511" }
{ "account_age_days": 1261, "account_id": "ACCT-ADB94A816843", "baseline_risk_score": 0.352, "kyc_tier": "tier_2", "session_entropy": 0.244 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 712, "timestamp": "2026-01-01T01:56:00Z", "transaction_amount_usd": 103981.45 }, { "asset": "JPY", "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": 0.366, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 576189.08, "financial_exposure_usd": 995463.97, "recoverable_pct": 0.084 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109672", "label": "benign", "label_confidence": 0.676, "severity": "medium", "timestamp": "2026-01-07T17:12:00Z", "trace_id": "3382fb59-61e0-01c1-7f01-4da6d140102e" }
{ "account_age_days": 1563, "account_id": "ACCT-D7F474519BEA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.205 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 875, "timestamp": "2026-01-07T17:12:00Z", "transaction_amount_usd": 6487.25 }, { "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": 0.482, "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": 2805.94, "financial_exposure_usd": 6551.85, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103418", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-03T08:58:00Z", "trace_id": "c506f46b-ea10-a5d9-7e9d-732573098c60" }
{ "account_age_days": 361, "account_id": "ACCT-E806033FD70E", "baseline_risk_score": 0.238, "kyc_tier": "tier_2", "session_entropy": 0.521 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 472, "timestamp": "2026-01-03T08:58:00Z", "transaction_amount_usd": 2812795.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.603, "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": 5229874.52, "financial_exposure_usd": 6141106.13, "recoverable_pct": 0.659 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108267", "label": "benign", "label_confidence": 0.55, "severity": "low", "timestamp": "2026-01-06T17:47:00Z", "trace_id": "c307eb95-9348-eb03-1a41-13d3f491912c" }
{ "account_age_days": 355, "account_id": "ACCT-25C5425FC914", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.662 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 93, "timestamp": "2026-01-06T16:11:00Z", "transaction_amount_usd": 21.57 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.765, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 8371.82, "financial_exposure_usd": 9058.9, "recoverable_pct": 0.871 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106545", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-05T13:05:00Z", "trace_id": "a743c858-5cc9-ebad-3a83-fa1b60f4b4af" }
{ "account_age_days": 1259, "account_id": "ACCT-35CBB500552E", "baseline_risk_score": 0.369, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 681, "timestamp": "2026-01-05T13:05:00Z", "transaction_amount_usd": 387347.63 }, { "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": 0.762, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 697496.54, "financial_exposure_usd": 1233769.9, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101825", "label": "fraudulent", "label_confidence": 0.903, "severity": "medium", "timestamp": "2026-01-02T06:25:00Z", "trace_id": "eeaebbd1-d484-3dde-ba01-43e9af1e8bba" }
{ "account_age_days": 724, "account_id": "ACCT-F925C6AF463B", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1183, "timestamp": "2026-01-02T06:25:00Z", "transaction_amount_usd": 78566.61 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.759, "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": 583550.53, "financial_exposure_usd": 1445335.55, "recoverable_pct": 0.759 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102132", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-02T11:32:00Z", "trace_id": "c633066e-1f46-2ef8-803f-6ca2099f33ef" }
{ "account_age_days": 641, "account_id": "ACCT-DCA225A4050E", "baseline_risk_score": 0.395, "kyc_tier": "tier_3", "session_entropy": 0.614 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 457, "timestamp": "2026-01-02T11:32:00Z", "transaction_amount_usd": 53807.7 }, { "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": 0.914, "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": 1083753.63, "financial_exposure_usd": 1126338.88, "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-109810", "label": "benign", "label_confidence": 0.607, "severity": "low", "timestamp": "2026-01-07T19:30:00Z", "trace_id": "7461a45c-e16d-e4a6-d925-95b1e344fc7e" }
{ "account_age_days": 1211, "account_id": "ACCT-C42D4D787A63", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.235 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 932, "timestamp": "2026-01-07T19:30:00Z", "transaction_amount_usd": 414.74 }, { "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": 0.632, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2401.78, "financial_exposure_usd": 3361.52, "recoverable_pct": 0.907 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105792", "label": "fraudulent", "label_confidence": 0.887, "severity": "medium", "timestamp": "2026-01-05T00:32:00Z", "trace_id": "99912a47-0d4c-a4b3-93f5-ed65d99c4901" }
{ "account_age_days": 1713, "account_id": "ACCT-24B817FE08E8", "baseline_risk_score": 0.254, "kyc_tier": "tier_3", "session_entropy": 0.359 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 181, "timestamp": "2026-01-05T00:32:00Z", "transaction_amount_usd": 216337.46 }, { "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": 0.869, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1793191.2, "financial_exposure_usd": 4089760.27, "recoverable_pct": 0.866 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106956", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-05T19:56:00Z", "trace_id": "17d23b40-925c-ab1d-c951-196cd160140c" }
{ "account_age_days": 871, "account_id": "ACCT-CFF37636AD0A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.256 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 489, "timestamp": "2026-01-05T19:56:00Z", "transaction_amount_usd": 7604.79 }, { "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": 0.674, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3971.13, "financial_exposure_usd": 6178.1, "recoverable_pct": 0.637 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104677", "label": "fraudulent", "label_confidence": 0.819, "severity": "low", "timestamp": "2026-01-04T05:57:00Z", "trace_id": "bc1d88d2-841c-86f0-f649-5f2a6e51700c" }
{ "account_age_days": 1817, "account_id": "ACCT-B5EF5E72E9FD", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.5 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 270, "timestamp": "2026-01-04T03:17:00Z", "transaction_amount_usd": 2.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.713, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3431190.99, "financial_exposure_usd": 6646643.9, "recoverable_pct": 0.471 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109169", "label": "benign", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-07T08:49:00Z", "trace_id": "814c36de-4824-823c-170c-d538c2061f61" }
{ "account_age_days": 832, "account_id": "ACCT-6290A25B4196", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 162, "timestamp": "2026-01-07T07:16:00Z", "transaction_amount_usd": 23.48 }, { "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": 0.52, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 668.79, "financial_exposure_usd": 1035.75, "recoverable_pct": 0.817 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109382", "label": "benign", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-07T12:22:00Z", "trace_id": "577cabe4-45c8-c8d2-304e-ae2dbdbf6762" }
{ "account_age_days": 1471, "account_id": "ACCT-F1E80EFC4916", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.18 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 950, "timestamp": "2026-01-07T12:22:00Z", "transaction_amount_usd": 13574.3 }, { "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": 0.483, "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": 919.56, "financial_exposure_usd": 1078.64, "recoverable_pct": 0.411 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109436", "label": "benign", "label_confidence": 0.626, "severity": "high", "timestamp": "2026-01-07T13:16:00Z", "trace_id": "94790bb4-8f79-0438-9162-7f9a37f0604f" }
{ "account_age_days": 1676, "account_id": "ACCT-0C47BA9F28AB", "baseline_risk_score": 0.057, "kyc_tier": "tier_1", "session_entropy": 0.164 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 191, "timestamp": "2026-01-07T02:13:00Z", "transaction_amount_usd": 23.27 }, { "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": 0.759, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3575.79, "financial_exposure_usd": 3715, "recoverable_pct": 0.451 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102668", "label": "fraudulent", "label_confidence": 0.91, "severity": "critical", "timestamp": "2026-01-02T20:28:00Z", "trace_id": "f520f202-f0b5-3fa5-716c-4c26ac27880d" }
{ "account_age_days": 366, "account_id": "ACCT-877B68111EB7", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 732, "timestamp": "2026-01-02T20:28:00Z", "transaction_amount_usd": 98225.6 }, { "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": 0.498, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 497341.09, "financial_exposure_usd": 906364.27, "recoverable_pct": 0.112 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103910", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-03T17:10:00Z", "trace_id": "6a76e862-1cba-6c7d-e3a2-bb53c06924fd" }
{ "account_age_days": 1090, "account_id": "ACCT-F99433176B6C", "baseline_risk_score": 0.214, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 922, "timestamp": "2026-01-03T17:10:00Z", "transaction_amount_usd": 2080527.49 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.656, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5572842.91, "financial_exposure_usd": 5776995.31, "recoverable_pct": 0.953 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108506", "label": "benign", "label_confidence": 0.601, "severity": "low", "timestamp": "2026-01-06T21:46:00Z", "trace_id": "3ba8148a-77d9-2611-d0d2-36bd05162cda" }
{ "account_age_days": 557, "account_id": "ACCT-77A3A87A2296", "baseline_risk_score": 0.077, "kyc_tier": "tier_3", "session_entropy": 0.37 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 112, "timestamp": "2026-01-06T21:46:00Z", "transaction_amount_usd": 13521.46 }, { "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": 0.674, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 766.26, "financial_exposure_usd": 1290.8, "recoverable_pct": 0.551 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106398", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-05T10:38:00Z", "trace_id": "ebce32e9-cf33-7739-804a-c3472808b28b" }
{ "account_age_days": 1349, "account_id": "ACCT-76FC1BF127CD", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.23 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 337, "timestamp": "2026-01-05T10:38:00Z", "transaction_amount_usd": 367151.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.676, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1823441.78, "financial_exposure_usd": 4004739.29, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107490", "label": "benign", "label_confidence": 0.737, "severity": "medium", "timestamp": "2026-01-06T04:50:00Z", "trace_id": "f876bbe3-5660-295e-476d-a27bb7e069f3" }
{ "account_age_days": 1921, "account_id": "ACCT-3BA03A428951", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 996, "timestamp": "2026-01-06T04:50:00Z", "transaction_amount_usd": 6998.32 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3055.78, "financial_exposure_usd": 7085.16, "recoverable_pct": 0.619 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106382", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-05T10:22:00Z", "trace_id": "25e0da30-9988-feb6-2638-e760ce8025df" }
{ "account_age_days": 706, "account_id": "ACCT-419147A426FB", "baseline_risk_score": 0.184, "kyc_tier": "tier_3", "session_entropy": 0.248 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 399, "timestamp": "2026-01-05T10:22:00Z", "transaction_amount_usd": 1082765.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.839, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 176142.55, "financial_exposure_usd": 281146.89, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107137", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-05T22:57:00Z", "trace_id": "9ba2c2e6-2ba6-4547-e517-404560bb52cf" }
{ "account_age_days": 1573, "account_id": "ACCT-94191ECF3539", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.623 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 85, "timestamp": "2026-01-05T12:36:00Z", "transaction_amount_usd": 8.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.777, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1258.5, "financial_exposure_usd": 1560.17, "recoverable_pct": 0.437 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100534", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-01T08:54:00Z", "trace_id": "0e9aa279-c69a-bf22-a39b-386436baeaa4" }
{ "account_age_days": 1685, "account_id": "ACCT-349BF73A27A3", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1104, "timestamp": "2026-01-01T08:54:00Z", "transaction_amount_usd": 27695.77 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.416, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 372992.93, "financial_exposure_usd": 796779.62, "recoverable_pct": 0.711 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101387", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-01T23:07:00Z", "trace_id": "6bdf1279-9f7f-6bbe-8b2e-9e0ff227926e" }
{ "account_age_days": 698, "account_id": "ACCT-C8550495BD22", "baseline_risk_score": 0.617, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 344, "timestamp": "2026-01-01T11:03:00Z", "transaction_amount_usd": 14.03 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.683, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 512988.29, "financial_exposure_usd": 597360.02, "recoverable_pct": 0.487 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107967", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-06T12:47:00Z", "trace_id": "923580e5-f4e6-55b5-3dec-b0579129f18f" }
{ "account_age_days": 1986, "account_id": "ACCT-DE513A09A4DA", "baseline_risk_score": 0.115, "kyc_tier": "tier_2", "session_entropy": 0.345 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 146, "timestamp": "2026-01-06T12:47:00Z", "transaction_amount_usd": 6565.89 }, { "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": 0.662, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1381.43, "financial_exposure_usd": 1945.41, "recoverable_pct": 0.968 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103897", "label": "fraudulent", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-03T16:57:00Z", "trace_id": "e694ebe3-a2ba-163c-5ed4-2fe25d14c690" }
{ "account_age_days": 1239, "account_id": "ACCT-E1127777E6CB", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 206, "timestamp": "2026-01-03T16:57:00Z", "transaction_amount_usd": 2645262.16 }, { "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": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2911474.82, "financial_exposure_usd": 3114972.04, "recoverable_pct": 0.774 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108070", "label": "benign", "label_confidence": 0.547, "severity": "high", "timestamp": "2026-01-06T14:30:00Z", "trace_id": "6a320d14-fa8b-2e62-4a4c-e6253324026f" }
{ "account_age_days": 201, "account_id": "ACCT-12584080AA2B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.879 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 388, "timestamp": "2026-01-06T14:30:00Z", "transaction_amount_usd": 4148.77 }, { "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": 0.649, "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": 1772.74, "financial_exposure_usd": 2619.71, "recoverable_pct": 0.797 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103010", "label": "fraudulent", "label_confidence": 0.839, "severity": "critical", "timestamp": "2026-01-03T02:10:00Z", "trace_id": "7dfc4eaf-194a-95ee-9ab9-034583bb61e9" }
{ "account_age_days": 530, "account_id": "ACCT-0392341AE4B2", "baseline_risk_score": 0.487, "kyc_tier": "tier_3", "session_entropy": 0.549 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 800, "timestamp": "2026-01-03T02:10:00Z", "transaction_amount_usd": 7773.99 }, { "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": 0.542, "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": 670319.19, "financial_exposure_usd": 891801.09, "recoverable_pct": 0.403 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103123", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-03T04:03:00Z", "trace_id": "95585fed-0e5e-5a05-eb9d-6f6b6f3aa137" }
{ "account_age_days": 678, "account_id": "ACCT-A2B11851E3E4", "baseline_risk_score": 0.297, "kyc_tier": "tier_1", "session_entropy": 0.934 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 340, "timestamp": "2026-01-03T04:03:00Z", "transaction_amount_usd": 92031.08 }, { "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": 0.453, "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": 719209.45, "financial_exposure_usd": 842376.86, "recoverable_pct": 0.658 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106543", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-05T13:03:00Z", "trace_id": "1017d9b1-b0b8-b57e-f671-e8b074bec226" }
{ "account_age_days": 364, "account_id": "ACCT-002DE78DFAE1", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.655 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 699, "timestamp": "2026-01-05T13:03:00Z", "transaction_amount_usd": 2008434.3 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1519515.56, "financial_exposure_usd": 3559140.8, "recoverable_pct": 0.889 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108541", "label": "benign", "label_confidence": 0.557, "severity": "medium", "timestamp": "2026-01-06T22:21:00Z", "trace_id": "4d82e2ad-fdff-fbaf-de64-c0fc48b3288c" }
{ "account_age_days": 703, "account_id": "ACCT-3ADB97D74F2D", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.21 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 283, "timestamp": "2026-01-06T20:19:00Z", "transaction_amount_usd": 6.25 }, { "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": 0.647, "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": 3383.64, "financial_exposure_usd": 7216.74, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109668", "label": "benign", "label_confidence": 0.63, "severity": "low", "timestamp": "2026-01-07T17:08:00Z", "trace_id": "6673a9da-4720-262f-e6a1-57b7669b26e0" }
{ "account_age_days": 445, "account_id": "ACCT-6F88F5136D45", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.227 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 185, "timestamp": "2026-01-07T08:48:00Z", "transaction_amount_usd": 7.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1031.01, "financial_exposure_usd": 1406.88, "recoverable_pct": 0.685 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105896", "label": "fraudulent", "label_confidence": 0.714, "severity": "medium", "timestamp": "2026-01-05T02:16:00Z", "trace_id": "6cb39cd4-8d2f-6571-3062-8221d89cbac5" }
{ "account_age_days": 503, "account_id": "ACCT-4B149FD1F825", "baseline_risk_score": 0.13, "kyc_tier": "tier_3", "session_entropy": 0.927 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 148, "timestamp": "2026-01-05T02:16:00Z", "transaction_amount_usd": 965147.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.383, "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": 3252617.09, "financial_exposure_usd": 4804202.17, "recoverable_pct": 0.667 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109795", "label": "benign", "label_confidence": 0.539, "severity": "medium", "timestamp": "2026-01-07T19:15:00Z", "trace_id": "d2d29287-d512-4eac-52cd-73d55f61b66b" }
{ "account_age_days": 1946, "account_id": "ACCT-A8A0829D3B5C", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.568 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 293, "timestamp": "2026-01-07T17:17:00Z", "transaction_amount_usd": 5.23 }, { "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": 0.521, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 776.06, "financial_exposure_usd": 783.24, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109879", "label": "benign", "label_confidence": 0.517, "severity": "medium", "timestamp": "2026-01-07T20:39:00Z", "trace_id": "b33df0d6-cd81-4420-d3c9-0884a5e3bd79" }
{ "account_age_days": 1743, "account_id": "ACCT-0C882E3F7AD3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1002, "timestamp": "2026-01-07T20:39:00Z", "transaction_amount_usd": 6163.72 }, { "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": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2338.89, "financial_exposure_usd": 3374.13, "recoverable_pct": 0.52 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107491", "label": "benign", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-06T04:51:00Z", "trace_id": "83c751b7-37b9-78bb-e786-687e3a0c5ebd" }
{ "account_age_days": 1581, "account_id": "ACCT-6EF7001E7442", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 255, "timestamp": "2026-01-06T00:34:00Z", "transaction_amount_usd": 17.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.724, "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": 260.69, "financial_exposure_usd": 295.97, "recoverable_pct": 0.709 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100938", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-01T15:38:00Z", "trace_id": "ea093048-f80f-749b-2e4e-ee1fa534092e" }
{ "account_age_days": 869, "account_id": "ACCT-368453529461", "baseline_risk_score": 0.408, "kyc_tier": "tier_2", "session_entropy": 0.118 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1050, "timestamp": "2026-01-01T15:38:00Z", "transaction_amount_usd": 29052.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.897, "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": 698713.13, "financial_exposure_usd": 1192466.28, "recoverable_pct": 0.106 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104346", "label": "fraudulent", "label_confidence": 0.76, "severity": "high", "timestamp": "2026-01-04T00:26:00Z", "trace_id": "9b49d4fe-ef3a-896c-06a7-b31e89deb054" }
{ "account_age_days": 1381, "account_id": "ACCT-93ED24F82F8C", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.778 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 135, "timestamp": "2026-01-03T14:21:00Z", "transaction_amount_usd": 18.27 }, { "asset": "EUR", "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": 0.572, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2518354.4, "financial_exposure_usd": 5215832.33, "recoverable_pct": 0.523 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108508", "label": "benign", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-06T21:48:00Z", "trace_id": "a7dce7d4-989e-9e63-654a-b361679bc1ce" }
{ "account_age_days": 1375, "account_id": "ACCT-4F01FD03B41B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.135 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 725, "timestamp": "2026-01-06T21:48:00Z", "transaction_amount_usd": 249.95 }, { "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": 0.722, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1340.74, "financial_exposure_usd": 3308.01, "recoverable_pct": 0.892 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100410", "label": "fraudulent", "label_confidence": 0.857, "severity": "critical", "timestamp": "2026-01-01T06:50:00Z", "trace_id": "d79b37a1-b6cc-ece5-7a0e-1bfe16ba1b69" }
{ "account_age_days": 613, "account_id": "ACCT-71F57DEF98C6", "baseline_risk_score": 0.442, "kyc_tier": "tier_1", "session_entropy": 0.398 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 811, "timestamp": "2026-01-01T06:50:00Z", "transaction_amount_usd": 26770.98 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.54, "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": 721306.33, "financial_exposure_usd": 838807.84, "recoverable_pct": 0.554 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108118", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-06T15:18:00Z", "trace_id": "9ba987a3-6ee7-ff07-f421-ec62f52c7dc6" }
{ "account_age_days": 1657, "account_id": "ACCT-2192CEA6C993", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.686 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 264, "timestamp": "2026-01-06T06:17:00Z", "transaction_amount_usd": 0.02 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2700.92, "financial_exposure_usd": 3083.22, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105650", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-04T22:10:00Z", "trace_id": "8f764fbc-b11f-d66d-8689-d9c257e9c0c4" }
{ "account_age_days": 1879, "account_id": "ACCT-5CDE2C9336F8", "baseline_risk_score": 0.115, "kyc_tier": "tier_3", "session_entropy": 0.416 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1138, "timestamp": "2026-01-04T22:10:00Z", "transaction_amount_usd": 932014.12 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.809, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1104869.96, "financial_exposure_usd": 1648239.49, "recoverable_pct": 0.927 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105139", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-04T13:39:00Z", "trace_id": "5d26d253-3558-57f5-c861-8f1c16cd4e58" }
{ "account_age_days": 1195, "account_id": "ACCT-AA335C02D347", "baseline_risk_score": 0.26, "kyc_tier": "tier_2", "session_entropy": 0.57 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 798, "timestamp": "2026-01-04T13:39:00Z", "transaction_amount_usd": 2092733.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.783, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5504218.07, "financial_exposure_usd": 6581719.47, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103543", "label": "fraudulent", "label_confidence": 0.707, "severity": "critical", "timestamp": "2026-01-03T11:03:00Z", "trace_id": "ca8fe283-c460-7adf-2241-826c9435b34d" }
{ "account_age_days": 1417, "account_id": "ACCT-B6FAFB5796D1", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.53 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 246, "timestamp": "2026-01-03T11:03:00Z", "transaction_amount_usd": 2076774.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.654, "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": 2792856.74, "financial_exposure_usd": 4943905.16, "recoverable_pct": 0.403 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104531", "label": "fraudulent", "label_confidence": 0.723, "severity": "critical", "timestamp": "2026-01-04T03:31:00Z", "trace_id": "8c9c47f0-8755-fd47-3c7f-61d91e05063b" }
{ "account_age_days": 363, "account_id": "ACCT-57D0DD73E560", "baseline_risk_score": 0.099, "kyc_tier": "tier_1", "session_entropy": 0.12 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 392, "timestamp": "2026-01-03T16:29:00Z", "transaction_amount_usd": 2.66 }, { "asset": "SOL", "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": 0.888, "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": 3782801.17, "financial_exposure_usd": 4578293.71, "recoverable_pct": 0.909 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102688", "label": "fraudulent", "label_confidence": 0.879, "severity": "critical", "timestamp": "2026-01-02T20:48:00Z", "trace_id": "2c30c9ac-2cd5-f177-5496-43eb87a6973a" }
{ "account_age_days": 822, "account_id": "ACCT-C354948C916D", "baseline_risk_score": 0.598, "kyc_tier": "tier_1", "session_entropy": 0.841 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 149, "timestamp": "2026-01-02T20:48:00Z", "transaction_amount_usd": 81986.83 }, { "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": 0.458, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1288761.11, "financial_exposure_usd": 1446744.75, "recoverable_pct": 0.014 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109446", "label": "benign", "label_confidence": 0.617, "severity": "medium", "timestamp": "2026-01-07T13:26:00Z", "trace_id": "6af7dccd-3944-60d8-96f5-dd0ddbc03ce5" }
{ "account_age_days": 547, "account_id": "ACCT-8D6359083279", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.182 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 929, "timestamp": "2026-01-07T13:26:00Z", "transaction_amount_usd": 1894.08 }, { "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": 0.749, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4313.5, "financial_exposure_usd": 5409.88, "recoverable_pct": 0.863 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104655", "label": "fraudulent", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-04T05:35:00Z", "trace_id": "493242f0-ce76-6af5-0d1c-25dae76d8e1b" }
{ "account_age_days": 946, "account_id": "ACCT-AE8BE82B58EB", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.569 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1141, "timestamp": "2026-01-04T05:35:00Z", "transaction_amount_usd": 1299517.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.947, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2591898.49, "financial_exposure_usd": 4142257.54, "recoverable_pct": 0.526 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105234", "label": "fraudulent", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-04T15:14:00Z", "trace_id": "c9befabb-4f4e-bb2a-7b72-f1fb8eb1caef" }
{ "account_age_days": 1571, "account_id": "ACCT-D62F9F2F5F71", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.417 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1109, "timestamp": "2026-01-04T15:14:00Z", "transaction_amount_usd": 1402846.54 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.506, "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": 5324979.89, "financial_exposure_usd": 7326288.58, "recoverable_pct": 0.414 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109641", "label": "benign", "label_confidence": 0.513, "severity": "medium", "timestamp": "2026-01-07T16:41:00Z", "trace_id": "22097742-a3df-6fbe-9a3a-ac154fb0adcb" }
{ "account_age_days": 133, "account_id": "ACCT-B72F2C57465B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.348 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 651, "timestamp": "2026-01-07T16:41:00Z", "transaction_amount_usd": 13449.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 836.14, "financial_exposure_usd": 1671.49, "recoverable_pct": 0.851 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107541", "label": "benign", "label_confidence": 0.667, "severity": "medium", "timestamp": "2026-01-06T05:41:00Z", "trace_id": "9372c37d-201a-d8d1-636e-fe9cb37bcc8d" }
{ "account_age_days": 215, "account_id": "ACCT-B4C5AF3F367B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.548 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 146, "timestamp": "2026-01-06T04:59:00Z", "transaction_amount_usd": 22.32 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.555, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3169.02, "financial_exposure_usd": 3242.99, "recoverable_pct": 0.874 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102151", "label": "fraudulent", "label_confidence": 0.918, "severity": "critical", "timestamp": "2026-01-02T11:51:00Z", "trace_id": "14d4311f-40f2-b1af-cfc2-6f5e2d6f0a8a" }
{ "account_age_days": 1164, "account_id": "ACCT-E196B7D9C4A4", "baseline_risk_score": 0.489, "kyc_tier": "tier_3", "session_entropy": 0.814 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 673, "timestamp": "2026-01-02T11:51:00Z", "transaction_amount_usd": 7737.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.515, "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": 582569.46, "financial_exposure_usd": 1295214.96, "recoverable_pct": 0.658 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104754", "label": "fraudulent", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-04T07:14:00Z", "trace_id": "1dd890f8-1965-2dd7-429b-1162a31071ba" }
{ "account_age_days": 831, "account_id": "ACCT-81B69C456C6E", "baseline_risk_score": 0.366, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 263, "timestamp": "2026-01-04T03:37:00Z", "transaction_amount_usd": 0.55 }, { "asset": "USDC", "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": 0.566, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 686464.78, "financial_exposure_usd": 887945.2, "recoverable_pct": 0.607 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103953", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-03T17:53:00Z", "trace_id": "05316cf6-5fd9-27a1-3c9d-694dd8c36e60" }
{ "account_age_days": 1133, "account_id": "ACCT-0C50869A239E", "baseline_risk_score": 0.117, "kyc_tier": "tier_1", "session_entropy": 0.833 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 202, "timestamp": "2026-01-03T17:53:00Z", "transaction_amount_usd": 2096967.89 }, { "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": 0.689, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2414526.04, "financial_exposure_usd": 3623922.28, "recoverable_pct": 0.525 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109078", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-07T07:18:00Z", "trace_id": "380c05ca-5b4a-04e9-073d-c7743a53fea6" }
{ "account_age_days": 39, "account_id": "ACCT-BA066C7086CB", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.629 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 263, "timestamp": "2026-01-06T21:57:00Z", "transaction_amount_usd": 21.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1367.27, "financial_exposure_usd": 1808.95, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107326", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-06T02:06:00Z", "trace_id": "e36c57c7-849d-b428-5c85-ed0e717e3363" }
{ "account_age_days": 1339, "account_id": "ACCT-C8B3E64C1DFA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.255 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 304, "timestamp": "2026-01-05T18:33:00Z", "transaction_amount_usd": 7.39 }, { "asset": "JPY", "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": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1865.24, "financial_exposure_usd": 2045.2, "recoverable_pct": 0.622 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104760", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-04T07:20:00Z", "trace_id": "bc9c5af0-ab8a-e218-bae4-0cb058595e20" }
{ "account_age_days": 375, "account_id": "ACCT-177A1C06797F", "baseline_risk_score": 0.184, "kyc_tier": "tier_2", "session_entropy": 0.204 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 724, "timestamp": "2026-01-04T07:20:00Z", "transaction_amount_usd": 1646019.46 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.877, "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": 2782142.52, "financial_exposure_usd": 3444593.24, "recoverable_pct": 0.807 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100798", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-01T13:18:00Z", "trace_id": "9b59c5b6-407d-d06b-6171-3fc2aae142ac" }
{ "account_age_days": 876, "account_id": "ACCT-2CC2469C778D", "baseline_risk_score": 0.335, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 795, "timestamp": "2026-01-01T13:18:00Z", "transaction_amount_usd": 39388.31 }, { "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": 0.857, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 495597.4, "financial_exposure_usd": 687318.8, "recoverable_pct": 0.205 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108891", "label": "benign", "label_confidence": 0.632, "severity": "medium", "timestamp": "2026-01-07T04:11:00Z", "trace_id": "0473714d-bbd6-fb80-87bf-19367a3b89cc" }
{ "account_age_days": 1578, "account_id": "ACCT-6ED8745E5642", "baseline_risk_score": 0.184, "kyc_tier": "tier_2", "session_entropy": 0.568 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 527, "timestamp": "2026-01-07T04:11:00Z", "transaction_amount_usd": 9270.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 282.26, "financial_exposure_usd": 368.11, "recoverable_pct": 0.853 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100908", "label": "fraudulent", "label_confidence": 0.819, "severity": "critical", "timestamp": "2026-01-01T15:08:00Z", "trace_id": "2a4a23a1-19f7-7747-4f90-4f7a9a384dbb" }
{ "account_age_days": 1930, "account_id": "ACCT-801A6259829C", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.905 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 382, "timestamp": "2026-01-01T15:08:00Z", "transaction_amount_usd": 78727.35 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.723, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 505913.37, "financial_exposure_usd": 1194727.28, "recoverable_pct": 0.56 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101661", "label": "fraudulent", "label_confidence": 0.839, "severity": "high", "timestamp": "2026-01-02T03:41:00Z", "trace_id": "42181b96-4602-8835-8065-50696878a676" }
{ "account_age_days": 1519, "account_id": "ACCT-366F5D83E8F8", "baseline_risk_score": 0.276, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 422, "timestamp": "2026-01-02T03:41:00Z", "transaction_amount_usd": 9495.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.556, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 186463.44, "financial_exposure_usd": 345027.23, "recoverable_pct": 0.048 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102537", "label": "fraudulent", "label_confidence": 0.845, "severity": "low", "timestamp": "2026-01-02T18:17:00Z", "trace_id": "6f2de95c-c3fb-3fb6-03da-d5eb8ece9636" }
{ "account_age_days": 26, "account_id": "ACCT-F71650D32C81", "baseline_risk_score": 0.541, "kyc_tier": "tier_2", "session_entropy": 0.945 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 515, "timestamp": "2026-01-02T18:17:00Z", "transaction_amount_usd": 62131.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.624, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 535828.69, "financial_exposure_usd": 613296.02, "recoverable_pct": 0.594 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109037", "label": "benign", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-07T06:37:00Z", "trace_id": "5fd419ef-edb1-3cd3-3a6f-6678f83db977" }
{ "account_age_days": 1994, "account_id": "ACCT-8937C5D03F66", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.108 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 112, "timestamp": "2026-01-07T06:37:00Z", "transaction_amount_usd": 623.06 }, { "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": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 143.92, "financial_exposure_usd": 345.93, "recoverable_pct": 0.93 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101101", "label": "fraudulent", "label_confidence": 0.891, "severity": "critical", "timestamp": "2026-01-01T18:21:00Z", "trace_id": "cc1bb9e6-a88f-01cd-7ae4-bf8b7bcadb52" }
{ "account_age_days": 1858, "account_id": "ACCT-E05AE21F7330", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.168 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 639, "timestamp": "2026-01-01T18:21:00Z", "transaction_amount_usd": 22942.11 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1209758.22, "financial_exposure_usd": 1256052.36, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102599", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-02T19:19:00Z", "trace_id": "9a6940fd-a658-1eb6-4570-ab0723a229a5" }
{ "account_age_days": 369, "account_id": "ACCT-F2BB6A1B351B", "baseline_risk_score": 0.611, "kyc_tier": "tier_3", "session_entropy": 0.902 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 227, "timestamp": "2026-01-02T19:19:00Z", "transaction_amount_usd": 118028.9 }, { "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": 0.551, "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": 239067.45, "financial_exposure_usd": 362710.09, "recoverable_pct": 0.583 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104808", "label": "fraudulent", "label_confidence": 0.832, "severity": "low", "timestamp": "2026-01-04T08:08:00Z", "trace_id": "ba72b177-a578-55d1-c22d-8f1f7a475d9c" }
{ "account_age_days": 1577, "account_id": "ACCT-89A7C3796739", "baseline_risk_score": 0.434, "kyc_tier": "tier_3", "session_entropy": 0.949 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 115, "timestamp": "2026-01-04T07:24:00Z", "transaction_amount_usd": 14.06 }, { "asset": "EUR", "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": 0.75, "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 AN...
{ "customer_funds_at_risk_usd": 5686526.59, "financial_exposure_usd": 5847548.7, "recoverable_pct": 0.866 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103723", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-03T14:03:00Z", "trace_id": "886c2fd4-efc6-0112-2285-9d8d874405df" }
{ "account_age_days": 16, "account_id": "ACCT-D19AFFFA7009", "baseline_risk_score": 0.421, "kyc_tier": "tier_1", "session_entropy": 0.277 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 640, "timestamp": "2026-01-03T14:03:00Z", "transaction_amount_usd": 2090191.23 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.662, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1198080.16, "financial_exposure_usd": 2342317.08, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106045", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-05T04:45:00Z", "trace_id": "c774a12a-d15f-f816-5a99-0c67bdaaaa30" }
{ "account_age_days": 1650, "account_id": "ACCT-D4CFD3C3FBFD", "baseline_risk_score": 0.081, "kyc_tier": "tier_3", "session_entropy": 0.73 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 562, "timestamp": "2026-01-05T04:45:00Z", "transaction_amount_usd": 2766988.49 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.581, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 4266846.48, "financial_exposure_usd": 5034799.24, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103232", "label": "fraudulent", "label_confidence": 0.942, "severity": "critical", "timestamp": "2026-01-03T05:52:00Z", "trace_id": "def8f5bc-ccf8-f761-db4c-435a33d5ab1e" }
{ "account_age_days": 539, "account_id": "ACCT-0280E802153D", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1100, "timestamp": "2026-01-03T05:52:00Z", "transaction_amount_usd": 116109.45 }, { "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": 0.937, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 974862.95, "financial_exposure_usd": 1060348.89, "recoverable_pct": 0.25 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101765", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-02T05:25:00Z", "trace_id": "f1f8a657-2bda-327a-a60f-305bf8592ec9" }
{ "account_age_days": 737, "account_id": "ACCT-3872A804CD63", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.822 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1041, "timestamp": "2026-01-02T05:25:00Z", "transaction_amount_usd": 73867.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.725, "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": 218135.92, "financial_exposure_usd": 304975.97, "recoverable_pct": 0.533 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }