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-102025", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-02T09:45:00Z", "trace_id": "f15991f9-687a-a19b-431f-086cdaf99cba" }
{ "account_age_days": 993, "account_id": "ACCT-2D768E20193D", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1099, "timestamp": "2026-01-02T09:45:00Z", "transaction_amount_usd": 18337.87 }, { "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": 0.689, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 795084.16, "financial_exposure_usd": 1300574.58, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105539", "label": "fraudulent", "label_confidence": 0.825, "severity": "low", "timestamp": "2026-01-04T20:19:00Z", "trace_id": "0e94100c-825d-e973-8562-9eb9109042b6" }
{ "account_age_days": 1717, "account_id": "ACCT-26906476FAD2", "baseline_risk_score": 0.056, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1072, "timestamp": "2026-01-04T20:19:00Z", "transaction_amount_usd": 1220203.91 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.422, "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": 2344041.9, "financial_exposure_usd": 2601874.73, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106410", "label": "fraudulent", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-05T10:50:00Z", "trace_id": "c1cfc0a3-f083-6ad9-e445-a5a816298f34" }
{ "account_age_days": 183, "account_id": "ACCT-94C7F3D3A45C", "baseline_risk_score": 0.083, "kyc_tier": "tier_2", "session_entropy": 0.84 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 280, "timestamp": "2026-01-05T09:03:00Z", "transaction_amount_usd": 19.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.817, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5504238.92, "financial_exposure_usd": 6142394.08, "recoverable_pct": 0.977 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108082", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-06T14:42:00Z", "trace_id": "65e65e84-0431-80c3-7c15-9744a0690bf5" }
{ "account_age_days": 149, "account_id": "ACCT-2BFE65D70062", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.117 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1174, "timestamp": "2026-01-06T14:42:00Z", "transaction_amount_usd": 1499.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.594, "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": 643.85, "financial_exposure_usd": 894.01, "recoverable_pct": 0.779 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108798", "label": "benign", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-07T02:38:00Z", "trace_id": "7a3e474b-e821-9024-06a3-0fdcfb65412c" }
{ "account_age_days": 826, "account_id": "ACCT-B2D5FED740F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.347 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 250, "timestamp": "2026-01-07T02:38:00Z", "transaction_amount_usd": 13795.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 613.96, "financial_exposure_usd": 1423.85, "recoverable_pct": 0.571 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105106", "label": "fraudulent", "label_confidence": 0.687, "severity": "low", "timestamp": "2026-01-04T13:06:00Z", "trace_id": "fb9f523c-0aa4-1a87-4d4c-ce67a1a8587e" }
{ "account_age_days": 913, "account_id": "ACCT-F19F5CF00223", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.848 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 199, "timestamp": "2026-01-04T08:14:00Z", "transaction_amount_usd": 24.96 }, { "asset": "JPY", "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": 0.927, "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": 2426434.04, "financial_exposure_usd": 4888124.54, "recoverable_pct": 0.772 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104044", "label": "fraudulent", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-03T19:24:00Z", "trace_id": "95959683-0ed8-bc48-6120-c318cda6ea36" }
{ "account_age_days": 1095, "account_id": "ACCT-0732A1FC609A", "baseline_risk_score": 0.421, "kyc_tier": "tier_3", "session_entropy": 0.614 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 173, "timestamp": "2026-01-03T19:24:00Z", "transaction_amount_usd": 805007.76 }, { "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": 0.789, "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": 2364611.73, "financial_exposure_usd": 5736413.79, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101667", "label": "fraudulent", "label_confidence": 0.84, "severity": "critical", "timestamp": "2026-01-02T03:47:00Z", "trace_id": "def4337c-99b0-7d11-fc86-6632980aa8c9" }
{ "account_age_days": 1768, "account_id": "ACCT-48161DDF5FA8", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.271 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 444, "timestamp": "2026-01-02T03:47:00Z", "transaction_amount_usd": 19879.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.638, "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": 221769.61, "financial_exposure_usd": 550268.19, "recoverable_pct": 0.313 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107182", "label": "benign", "label_confidence": 0.542, "severity": "low", "timestamp": "2026-01-05T23:42:00Z", "trace_id": "6405023c-92f6-cbdc-dd16-1874cde8ee79" }
{ "account_age_days": 51, "account_id": "ACCT-DF4CA9D671D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.907 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 143, "timestamp": "2026-01-05T23:42:00Z", "transaction_amount_usd": 11976.46 }, { "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": 0.485, "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": 3592.72, "financial_exposure_usd": 7553.61, "recoverable_pct": 0.908 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103117", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-03T03:57:00Z", "trace_id": "33174ee7-97e6-7e51-5804-d02fd9f772e0" }
{ "account_age_days": 414, "account_id": "ACCT-E47FB86C4D73", "baseline_risk_score": 0.564, "kyc_tier": "tier_1", "session_entropy": 0.209 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 267, "timestamp": "2026-01-02T21:31:00Z", "transaction_amount_usd": 6.94 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 618629.22, "financial_exposure_usd": 886347.26, "recoverable_pct": 0.717 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103004", "label": "fraudulent", "label_confidence": 0.976, "severity": "medium", "timestamp": "2026-01-03T02:04:00Z", "trace_id": "58744958-bf11-435e-ca6e-11fe3c6b39fd" }
{ "account_age_days": 1375, "account_id": "ACCT-5E5F7C1A8E3E", "baseline_risk_score": 0.613, "kyc_tier": "tier_2", "session_entropy": 0.255 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 318, "timestamp": "2026-01-02T22:01:00Z", "transaction_amount_usd": 9.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.759, "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": 187280.32, "financial_exposure_usd": 366218.16, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100248", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-01T04:08:00Z", "trace_id": "70ce68ab-7ec9-ef95-e54d-ce58044e2d9b" }
{ "account_age_days": 1692, "account_id": "ACCT-C016215D3807", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.459 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 905, "timestamp": "2026-01-01T04:08:00Z", "transaction_amount_usd": 47193.19 }, { "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": 0.429, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 388765.43, "financial_exposure_usd": 534262.33, "recoverable_pct": 0.83 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101798", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-02T05:58:00Z", "trace_id": "b187b337-3132-e376-e500-9340102092ae" }
{ "account_age_days": 236, "account_id": "ACCT-DFC332BF55CD", "baseline_risk_score": 0.286, "kyc_tier": "tier_2", "session_entropy": 0.739 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 158, "timestamp": "2026-01-01T18:14:00Z", "transaction_amount_usd": 9.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.534, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 413937.93, "financial_exposure_usd": 747943.26, "recoverable_pct": 0.575 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106818", "label": "benign", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-05T17:38:00Z", "trace_id": "655373dd-a01c-b42c-3577-a84dc035327f" }
{ "account_age_days": 1552, "account_id": "ACCT-1648531EC564", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.583 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1063, "timestamp": "2026-01-05T17:38:00Z", "transaction_amount_usd": 8755.93 }, { "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": 0.533, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 680.23, "financial_exposure_usd": 724.33, "recoverable_pct": 0.404 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105861", "label": "fraudulent", "label_confidence": 0.615, "severity": "high", "timestamp": "2026-01-05T01:41:00Z", "trace_id": "09d44db3-57ed-e0a1-4866-d9d0b3a8a1b4" }
{ "account_age_days": 1887, "account_id": "ACCT-53EEFF6BD6AD", "baseline_risk_score": 0.08, "kyc_tier": "tier_2", "session_entropy": 0.937 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 798, "timestamp": "2026-01-05T01:41:00Z", "transaction_amount_usd": 2303561.18 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.607, "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": 2055627.99, "financial_exposure_usd": 3445686.28, "recoverable_pct": 0.913 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105307", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T16:27:00Z", "trace_id": "ac75af7b-16b6-6e4e-9fd7-77db527af540" }
{ "account_age_days": 346, "account_id": "ACCT-85401504BEAA", "baseline_risk_score": 0.093, "kyc_tier": "tier_3", "session_entropy": 0.125 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 292, "timestamp": "2026-01-04T08:25:00Z", "transaction_amount_usd": 7.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.716, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2519979.44, "financial_exposure_usd": 4547477.82, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108285", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-06T18:05:00Z", "trace_id": "5209489d-28ea-20b8-6f3a-942dedbf6917" }
{ "account_age_days": 910, "account_id": "ACCT-08BCF92676B6", "baseline_risk_score": 0.071, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1167, "timestamp": "2026-01-06T18:05:00Z", "transaction_amount_usd": 7288.45 }, { "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": 0.47, "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_tr...
{ "customer_funds_at_risk_usd": 4671.11, "financial_exposure_usd": 7448.33, "recoverable_pct": 0.858 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104385", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-04T01:05:00Z", "trace_id": "f366f278-49d7-0cea-8ab3-40e0c23f1107" }
{ "account_age_days": 995, "account_id": "ACCT-1BFA0911F59A", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.325 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 257, "timestamp": "2026-01-03T22:05:00Z", "transaction_amount_usd": 24.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.459, "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": 3016800.78, "financial_exposure_usd": 3723498.81, "recoverable_pct": 0.533 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100434", "label": "fraudulent", "label_confidence": 0.916, "severity": "low", "timestamp": "2026-01-01T07:14:00Z", "trace_id": "44e12017-e356-fae8-de52-54330e38c346" }
{ "account_age_days": 2000, "account_id": "ACCT-9BFB5F8A7F10", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.934 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 280, "timestamp": "2026-01-01T07:14:00Z", "transaction_amount_usd": 104996.31 }, { "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": 0.367, "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": 995015.08, "financial_exposure_usd": 1630534.66, "recoverable_pct": 0.486 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109912", "label": "benign", "label_confidence": 0.545, "severity": "low", "timestamp": "2026-01-07T21:12:00Z", "trace_id": "a72a8be7-3559-4bd2-e0aa-0cf0280c8bfd" }
{ "account_age_days": 1558, "account_id": "ACCT-EC4D479DF7AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.636 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 383, "timestamp": "2026-01-07T20:15:00Z", "transaction_amount_usd": 0.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.602, "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": 1324.02, "financial_exposure_usd": 1405.49, "recoverable_pct": 0.571 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100389", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-01T06:29:00Z", "trace_id": "0d6b15ec-96de-8576-09a7-c5f9b8ee0531" }
{ "account_age_days": 1770, "account_id": "ACCT-12DABC463864", "baseline_risk_score": 0.589, "kyc_tier": "tier_1", "session_entropy": 0.944 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 87, "timestamp": "2026-01-01T06:29:00Z", "transaction_amount_usd": 70842.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 915686.2, "financial_exposure_usd": 1138055.53, "recoverable_pct": 0.63 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100458", "label": "fraudulent", "label_confidence": 0.958, "severity": "medium", "timestamp": "2026-01-01T07:38:00Z", "trace_id": "07ef20f7-6418-861e-b07a-810a1befa085" }
{ "account_age_days": 1956, "account_id": "ACCT-9AA0B64C967E", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.389 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 107, "timestamp": "2026-01-01T02:42:00Z", "transaction_amount_usd": 23.87 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.759, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1019544.69, "financial_exposure_usd": 1218345.48, "recoverable_pct": 0.191 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108412", "label": "benign", "label_confidence": 0.481, "severity": "medium", "timestamp": "2026-01-06T20:12:00Z", "trace_id": "4fae15bf-8bc5-aaf4-eaa1-1275737b3328" }
{ "account_age_days": 1068, "account_id": "ACCT-72E14F21D2D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.314 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 516, "timestamp": "2026-01-06T20:12:00Z", "transaction_amount_usd": 11874.2 }, { "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": 0.585, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1576.9, "financial_exposure_usd": 1786.21, "recoverable_pct": 0.865 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102522", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-02T18:02:00Z", "trace_id": "0d92514c-7831-3bf8-b3cb-3740deb683a6" }
{ "account_age_days": 552, "account_id": "ACCT-14744F752B5F", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 188, "timestamp": "2026-01-02T18:02:00Z", "transaction_amount_usd": 87656.69 }, { "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": 0.929, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 517604.37, "financial_exposure_usd": 801189.54, "recoverable_pct": 0.185 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108902", "label": "benign", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-07T04:22:00Z", "trace_id": "7076a249-c010-f138-61c7-439e936214be" }
{ "account_age_days": 486, "account_id": "ACCT-8A5793A778A5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 942, "timestamp": "2026-01-07T04:22:00Z", "transaction_amount_usd": 433.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.613, "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": 4599.89, "financial_exposure_usd": 6009.25, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101552", "label": "fraudulent", "label_confidence": 0.83, "severity": "high", "timestamp": "2026-01-02T01:52:00Z", "trace_id": "9b42ff91-7a39-2c07-ffd8-c462f2ac44d6" }
{ "account_age_days": 1033, "account_id": "ACCT-A34168E19719", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.468 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 575, "timestamp": "2026-01-02T01:52:00Z", "transaction_amount_usd": 48250.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.424, "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": 163730.46, "financial_exposure_usd": 223263.16, "recoverable_pct": 0.064 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101873", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-02T07:13:00Z", "trace_id": "8d9da2cf-3671-adfa-8cde-6d424191199b" }
{ "account_age_days": 1481, "account_id": "ACCT-D2B7B7278985", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.498 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1180, "timestamp": "2026-01-02T07:13:00Z", "transaction_amount_usd": 60176.56 }, { "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": 0.555, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 837986.88, "financial_exposure_usd": 908722.43, "recoverable_pct": 0.506 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103828", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-03T15:48:00Z", "trace_id": "3b7195d6-7fe0-2c19-582e-753a9c05161e" }
{ "account_age_days": 783, "account_id": "ACCT-17E4A6B5A76C", "baseline_risk_score": 0.222, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 536, "timestamp": "2026-01-03T15:48:00Z", "transaction_amount_usd": 2339294.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.513, "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": 2228500.41, "financial_exposure_usd": 3273950.75, "recoverable_pct": 0.738 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100518", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-01T08:38:00Z", "trace_id": "1bc2c57a-8778-bddc-6174-64305fc5ce27" }
{ "account_age_days": 28, "account_id": "ACCT-6457555142CE", "baseline_risk_score": 0.646, "kyc_tier": "tier_2", "session_entropy": 0.253 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 564, "timestamp": "2026-01-01T08:38:00Z", "transaction_amount_usd": 53611.75 }, { "asset": "USD", "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": 0.878, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 482673, "financial_exposure_usd": 736649.84, "recoverable_pct": 0.555 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106400", "label": "fraudulent", "label_confidence": 0.909, "severity": "critical", "timestamp": "2026-01-05T10:40:00Z", "trace_id": "96337563-95bd-3a13-8d42-99310f15dcfe" }
{ "account_age_days": 633, "account_id": "ACCT-5A206F3E58C6", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.601 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 330, "timestamp": "2026-01-05T03:07:00Z", "transaction_amount_usd": 16.64 }, { "asset": "SOL", "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": 0.756, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2517865.93, "financial_exposure_usd": 2595974.82, "recoverable_pct": 0.491 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102590", "label": "fraudulent", "label_confidence": 0.976, "severity": "medium", "timestamp": "2026-01-02T19:10:00Z", "trace_id": "0d91ee6a-d66a-5233-b489-664e551ea72d" }
{ "account_age_days": 1678, "account_id": "ACCT-0E7189CC7B49", "baseline_risk_score": 0.502, "kyc_tier": "tier_3", "session_entropy": 0.892 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 386, "timestamp": "2026-01-02T12:02:00Z", "transaction_amount_usd": 16.26 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.812, "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": 369954.06, "financial_exposure_usd": 472837.81, "recoverable_pct": 0.328 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106344", "label": "fraudulent", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-05T09:44:00Z", "trace_id": "b4c2dba0-515c-10d0-04b6-01fc20fa5753" }
{ "account_age_days": 152, "account_id": "ACCT-C0B2530C4038", "baseline_risk_score": 0.214, "kyc_tier": "tier_3", "session_entropy": 0.317 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 387, "timestamp": "2026-01-05T08:29:00Z", "transaction_amount_usd": 2.24 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.482, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2842664.4, "financial_exposure_usd": 3475706.62, "recoverable_pct": 0.707 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105555", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-04T20:35:00Z", "trace_id": "16c8cf26-36bb-a222-3bfc-552b576d2b94" }
{ "account_age_days": 959, "account_id": "ACCT-129539F51CF2", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1192, "timestamp": "2026-01-04T20:35:00Z", "transaction_amount_usd": 1883490.46 }, { "asset": "BTC", "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": 0.367, "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": 2870641.33, "financial_exposure_usd": 2890478.36, "recoverable_pct": 0.797 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103477", "label": "fraudulent", "label_confidence": 0.706, "severity": "low", "timestamp": "2026-01-03T09:57:00Z", "trace_id": "e0f46684-9a28-832d-ae0b-b337c9655d76" }
{ "account_age_days": 1059, "account_id": "ACCT-D0D3E8C570D8", "baseline_risk_score": 0.096, "kyc_tier": "tier_3", "session_entropy": 0.12 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 465, "timestamp": "2026-01-03T09:57:00Z", "transaction_amount_usd": 2948836.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.394, "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": 1780662.63, "financial_exposure_usd": 3534233.46, "recoverable_pct": 0.532 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108186", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-06T16:26:00Z", "trace_id": "3442157d-d6b5-0b0e-c01c-9275dfa2451d" }
{ "account_age_days": 1796, "account_id": "ACCT-34AB0F9848F0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.852 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 491, "timestamp": "2026-01-06T16:26:00Z", "transaction_amount_usd": 5008.35 }, { "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": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3078.55, "financial_exposure_usd": 7367.68, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104575", "label": "fraudulent", "label_confidence": 0.725, "severity": "high", "timestamp": "2026-01-04T04:15:00Z", "trace_id": "35c61668-9946-a04d-3b8b-f6c140eb22ed" }
{ "account_age_days": 1241, "account_id": "ACCT-A1B430148AEE", "baseline_risk_score": 0.311, "kyc_tier": "tier_3", "session_entropy": 0.198 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 769, "timestamp": "2026-01-04T04:15:00Z", "transaction_amount_usd": 1344507.16 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.474, "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": 2444247.74, "financial_exposure_usd": 5661164.4, "recoverable_pct": 0.451 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101195", "label": "fraudulent", "label_confidence": 0.801, "severity": "critical", "timestamp": "2026-01-01T19:55:00Z", "trace_id": "1c66e4d5-c0c6-79b3-34ab-d53e1ac21853" }
{ "account_age_days": 633, "account_id": "ACCT-3F825264D6C8", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.105 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 205, "timestamp": "2026-01-01T19:55:00Z", "transaction_amount_usd": 70509.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.816, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 918380.94, "financial_exposure_usd": 998075.79, "recoverable_pct": 0.037 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100014", "label": "fraudulent", "label_confidence": 0.942, "severity": "critical", "timestamp": "2026-01-01T00:14:00Z", "trace_id": "b1aa0f6a-2a96-e1e2-7194-eae219bad7ae" }
{ "account_age_days": 1645, "account_id": "ACCT-CC8218DAC696", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.296 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 962, "timestamp": "2026-01-01T00:14:00Z", "transaction_amount_usd": 5995.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.732, "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": 821243.61, "financial_exposure_usd": 1018080.68, "recoverable_pct": 0.613 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104998", "label": "fraudulent", "label_confidence": 0.775, "severity": "high", "timestamp": "2026-01-04T11:18:00Z", "trace_id": "0652fa1c-4a02-1c69-57a0-da63d1a3834d" }
{ "account_age_days": 1374, "account_id": "ACCT-0942A251F737", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.197 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 897, "timestamp": "2026-01-04T11:18:00Z", "transaction_amount_usd": 1678353.2 }, { "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": 0.641, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2318090.02, "financial_exposure_usd": 2463572.82, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100473", "label": "fraudulent", "label_confidence": 0.833, "severity": "critical", "timestamp": "2026-01-01T07:53:00Z", "trace_id": "9c39e4eb-112d-894b-dfa8-96db18a5d9f5" }
{ "account_age_days": 652, "account_id": "ACCT-5A8458072A2E", "baseline_risk_score": 0.61, "kyc_tier": "tier_3", "session_entropy": 0.506 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 685, "timestamp": "2026-01-01T07:53:00Z", "transaction_amount_usd": 11557.5 }, { "asset": "USD", "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": 0.387, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 482934.87, "financial_exposure_usd": 848165.01, "recoverable_pct": 0.695 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103858", "label": "fraudulent", "label_confidence": 0.753, "severity": "low", "timestamp": "2026-01-03T16:18:00Z", "trace_id": "fd0d2908-98f3-c616-d727-cdf47a1f51b8" }
{ "account_age_days": 1251, "account_id": "ACCT-BF12792E5E9C", "baseline_risk_score": 0.207, "kyc_tier": "tier_1", "session_entropy": 0.657 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 350, "timestamp": "2026-01-03T12:06:00Z", "transaction_amount_usd": 7.85 }, { "asset": "USDT", "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": 0.608, "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": 3072624.71, "financial_exposure_usd": 3240813.1, "recoverable_pct": 0.556 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105663", "label": "fraudulent", "label_confidence": 0.885, "severity": "high", "timestamp": "2026-01-04T22:23:00Z", "trace_id": "bb5bff32-ffaa-cad8-6fff-60989a8b5d5f" }
{ "account_age_days": 1519, "account_id": "ACCT-A1DD6FA87BEB", "baseline_risk_score": 0.221, "kyc_tier": "tier_1", "session_entropy": 0.763 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1077, "timestamp": "2026-01-04T22:23:00Z", "transaction_amount_usd": 1467165.91 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.54, "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 post...
{ "customer_funds_at_risk_usd": 3471420.49, "financial_exposure_usd": 4901357.93, "recoverable_pct": 0.961 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101786", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-02T05:46:00Z", "trace_id": "2956d750-afea-bc2c-d148-93c94606f263" }
{ "account_age_days": 677, "account_id": "ACCT-827DF7689A55", "baseline_risk_score": 0.591, "kyc_tier": "tier_3", "session_entropy": 0.566 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 759, "timestamp": "2026-01-02T05:46:00Z", "transaction_amount_usd": 42045.01 }, { "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": 0.766, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 177120.44, "financial_exposure_usd": 339879.85, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100694", "label": "fraudulent", "label_confidence": 0.863, "severity": "medium", "timestamp": "2026-01-01T11:34:00Z", "trace_id": "b3b777ff-1346-fbc0-6b27-00cd974c7e29" }
{ "account_age_days": 1026, "account_id": "ACCT-9E030ECC0545", "baseline_risk_score": 0.57, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 550, "timestamp": "2026-01-01T11:34:00Z", "transaction_amount_usd": 115757.88 }, { "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": 0.712, "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": 533448.26, "financial_exposure_usd": 1102085.19, "recoverable_pct": 0.449 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103218", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-03T05:38:00Z", "trace_id": "357c1032-5303-d82d-3bf7-608c12d774df" }
{ "account_age_days": 536, "account_id": "ACCT-CA149FA28CF0", "baseline_risk_score": 0.3, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 346, "timestamp": "2026-01-02T19:06:00Z", "transaction_amount_usd": 21.68 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.784, "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": 306560.11, "financial_exposure_usd": 701023.19, "recoverable_pct": 0.216 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109265", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T10:25:00Z", "trace_id": "59f357ab-ab7e-1ebc-7aa6-24f697647117" }
{ "account_age_days": 1800, "account_id": "ACCT-D70EB56B9132", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.633 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 209, "timestamp": "2026-01-07T10:25:00Z", "transaction_amount_usd": 3332.75 }, { "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2200.57, "financial_exposure_usd": 2672.32, "recoverable_pct": 0.582 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103589", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-03T11:49:00Z", "trace_id": "68efb6e9-44d5-fa7f-ad60-898a87319042" }
{ "account_age_days": 760, "account_id": "ACCT-A745E41EFD51", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.679 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 167, "timestamp": "2026-01-03T08:23:00Z", "transaction_amount_usd": 3.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.726, "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": 4523984.24, "financial_exposure_usd": 4847246.13, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106066", "label": "fraudulent", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-05T05:06:00Z", "trace_id": "d395209a-f9c5-c015-870f-5ecdb0fffafd" }
{ "account_age_days": 1026, "account_id": "ACCT-3A6A813DA21C", "baseline_risk_score": 0.251, "kyc_tier": "tier_2", "session_entropy": 0.752 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1058, "timestamp": "2026-01-05T05:06:00Z", "transaction_amount_usd": 1942610.04 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.411, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1321236.33, "financial_exposure_usd": 2236238.37, "recoverable_pct": 0.442 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103170", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-03T04:50:00Z", "trace_id": "10417903-1cbd-9ce9-4f4c-cb6d1d567302" }
{ "account_age_days": 49, "account_id": "ACCT-6474B22BFAD0", "baseline_risk_score": 0.541, "kyc_tier": "tier_2", "session_entropy": 0.897 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1000, "timestamp": "2026-01-03T04:50:00Z", "transaction_amount_usd": 11536.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.393, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 815721.88, "financial_exposure_usd": 924262.16, "recoverable_pct": 0.172 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106914", "label": "benign", "label_confidence": 0.523, "severity": "high", "timestamp": "2026-01-05T19:14:00Z", "trace_id": "da95a32f-4eaa-2309-79a2-d44cd2b1f14b" }
{ "account_age_days": 1519, "account_id": "ACCT-F423BB97771B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.374 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 366, "timestamp": "2026-01-05T14:44:00Z", "transaction_amount_usd": 19.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.521, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3560.61, "financial_exposure_usd": 4625.92, "recoverable_pct": 0.917 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106053", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-05T04:53:00Z", "trace_id": "bc0ee612-109f-00c7-ad94-bd46d5016c39" }
{ "account_age_days": 917, "account_id": "ACCT-7624AB1EFBC0", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 712, "timestamp": "2026-01-05T04:53:00Z", "transaction_amount_usd": 2962037.62 }, { "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": 0.606, "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": 4618107.44, "financial_exposure_usd": 4730553.68, "recoverable_pct": 0.896 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103395", "label": "fraudulent", "label_confidence": 0.71, "severity": "medium", "timestamp": "2026-01-03T08:35:00Z", "trace_id": "fbd304b1-0707-35cc-41bb-0cb6d408b15c" }
{ "account_age_days": 684, "account_id": "ACCT-DE4DD681133D", "baseline_risk_score": 0.057, "kyc_tier": "tier_3", "session_entropy": 0.838 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 103, "timestamp": "2026-01-03T08:35:00Z", "transaction_amount_usd": 1757444.52 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.836, "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": 3223783.75, "financial_exposure_usd": 3865411.81, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107212", "label": "benign", "label_confidence": 0.512, "severity": "critical", "timestamp": "2026-01-06T00:12:00Z", "trace_id": "893a87cd-cb42-c800-a31a-591ba01607ad" }
{ "account_age_days": 907, "account_id": "ACCT-D074F5349C12", "baseline_risk_score": 0.055, "kyc_tier": "tier_1", "session_entropy": 0.893 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 308, "timestamp": "2026-01-06T00:12:00Z", "transaction_amount_usd": 4678.86 }, { "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": 0.664, "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": 2738.23, "financial_exposure_usd": 2757.82, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104140", "label": "fraudulent", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-03T21:00:00Z", "trace_id": "3fb2891b-bfbb-36b8-8da4-724592bcd0a4" }
{ "account_age_days": 1972, "account_id": "ACCT-A59C39CC34FE", "baseline_risk_score": 0.202, "kyc_tier": "tier_2", "session_entropy": 0.786 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1130, "timestamp": "2026-01-03T21:00:00Z", "transaction_amount_usd": 183511.88 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.571, "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": 2382549.72, "financial_exposure_usd": 5820586.87, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106357", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-05T09:57:00Z", "trace_id": "17191d13-9013-3f83-5b48-d6952e8ba1c9" }
{ "account_age_days": 429, "account_id": "ACCT-5E00493F44E2", "baseline_risk_score": 0.384, "kyc_tier": "tier_3", "session_entropy": 0.55 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 374, "timestamp": "2026-01-05T09:57:00Z", "transaction_amount_usd": 1887053.79 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.358, "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": 4810874.72, "financial_exposure_usd": 4912115.95, "recoverable_pct": 0.95 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106214", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-05T07:34:00Z", "trace_id": "3cf53446-c991-b3c1-e10b-81a9ac401ebe" }
{ "account_age_days": 1237, "account_id": "ACCT-AD6C885E83DB", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.259 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1160, "timestamp": "2026-01-05T07:34:00Z", "transaction_amount_usd": 2291944.69 }, { "asset": "SOL", "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": 0.386, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 843309.58, "financial_exposure_usd": 912329.23, "recoverable_pct": 0.963 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109166", "label": "benign", "label_confidence": 0.693, "severity": "medium", "timestamp": "2026-01-07T08:46:00Z", "trace_id": "21bfc840-1867-7c6f-c3a7-a114e59c4e4e" }
{ "account_age_days": 1090, "account_id": "ACCT-8D0F632000AD", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.745 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 219, "timestamp": "2026-01-06T23:54:00Z", "transaction_amount_usd": 22.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.54, "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 prior...
{ "customer_funds_at_risk_usd": 1511.47, "financial_exposure_usd": 3065.59, "recoverable_pct": 0.451 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105748", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-04T23:48:00Z", "trace_id": "c45bc680-f1c9-0eb1-f20f-abea7208f6e6" }
{ "account_age_days": 1236, "account_id": "ACCT-799AE507668A", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.845 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 846, "timestamp": "2026-01-04T23:48:00Z", "transaction_amount_usd": 2231034.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.895, "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": 4145721.77, "financial_exposure_usd": 4739101.43, "recoverable_pct": 0.458 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106800", "label": "benign", "label_confidence": 0.46, "severity": "medium", "timestamp": "2026-01-05T17:20:00Z", "trace_id": "dfb5680d-a318-4a71-44f7-d04eed231bf9" }
{ "account_age_days": 626, "account_id": "ACCT-9CBB573CEA23", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.809 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 508, "timestamp": "2026-01-05T17:20:00Z", "transaction_amount_usd": 7332.6 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1057.83, "financial_exposure_usd": 2228.23, "recoverable_pct": 0.853 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101384", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-01T23:04:00Z", "trace_id": "6d569dfd-330f-a70d-2048-60ce8534c9d1" }
{ "account_age_days": 55, "account_id": "ACCT-6C4A60DF2218", "baseline_risk_score": 0.57, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 382, "timestamp": "2026-01-01T23:04:00Z", "transaction_amount_usd": 59615.81 }, { "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": 0.706, "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": 384755.1, "financial_exposure_usd": 576361.89, "recoverable_pct": 0.555 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104361", "label": "fraudulent", "label_confidence": 0.623, "severity": "medium", "timestamp": "2026-01-04T00:41:00Z", "trace_id": "d1064806-87c3-d1be-899d-a7ce84fc8ee3" }
{ "account_age_days": 1020, "account_id": "ACCT-2E061A21F555", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.591 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 99, "timestamp": "2026-01-04T00:41:00Z", "transaction_amount_usd": 798264.97 }, { "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": 0.847, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1747279.48, "financial_exposure_usd": 2519470.79, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104573", "label": "fraudulent", "label_confidence": 0.941, "severity": "medium", "timestamp": "2026-01-04T04:13:00Z", "trace_id": "838407c8-97a0-9ffd-d85f-9fe31cc386f0" }
{ "account_age_days": 136, "account_id": "ACCT-A72F6E24762B", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.579 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 434, "timestamp": "2026-01-04T04:13:00Z", "transaction_amount_usd": 644108.54 }, { "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": 0.617, "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": 941915.66, "financial_exposure_usd": 1925817.87, "recoverable_pct": 0.496 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102286", "label": "fraudulent", "label_confidence": 0.898, "severity": "low", "timestamp": "2026-01-02T14:06:00Z", "trace_id": "36257d7a-c0ef-5add-de95-400dd5632d8d" }
{ "account_age_days": 1153, "account_id": "ACCT-BBEE4925479C", "baseline_risk_score": 0.487, "kyc_tier": "tier_1", "session_entropy": 0.931 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 548, "timestamp": "2026-01-02T14:06:00Z", "transaction_amount_usd": 118790.75 }, { "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": 0.827, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1170166.37, "financial_exposure_usd": 1291343.58, "recoverable_pct": 0.211 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103514", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-03T10:34:00Z", "trace_id": "5d2a51a8-593e-8969-7c6c-c487974462ce" }
{ "account_age_days": 1872, "account_id": "ACCT-D78F70B5E0AC", "baseline_risk_score": 0.299, "kyc_tier": "tier_1", "session_entropy": 0.295 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 993, "timestamp": "2026-01-03T10:34:00Z", "transaction_amount_usd": 2962617.45 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.424, "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": 7564088.58, "financial_exposure_usd": 9156087.27, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107995", "label": "benign", "label_confidence": 0.631, "severity": "high", "timestamp": "2026-01-06T13:15:00Z", "trace_id": "49aca6d7-ad0d-1cdf-ee32-abcb0272cecf" }
{ "account_age_days": 1413, "account_id": "ACCT-8A304F0F1D48", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.332 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 880, "timestamp": "2026-01-06T13:15:00Z", "transaction_amount_usd": 8364.2 }, { "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": 0.52, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1514.31, "financial_exposure_usd": 2631.96, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103478", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-03T09:58:00Z", "trace_id": "f93a45d9-2e7f-30e4-9d81-7ffa0abf268b" }
{ "account_age_days": 1790, "account_id": "ACCT-FA52AF9354D2", "baseline_risk_score": 0.293, "kyc_tier": "tier_1", "session_entropy": 0.694 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 530, "timestamp": "2026-01-03T09:58:00Z", "transaction_amount_usd": 1429233.55 }, { "asset": "GBP", "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": 0.839, "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": 5254368.75, "financial_exposure_usd": 8066159.55, "recoverable_pct": 0.834 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102441", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-02T16:41:00Z", "trace_id": "d77e0943-fd30-2ed9-1181-b3ef7ed2a5b7" }
{ "account_age_days": 873, "account_id": "ACCT-78CB9BB84952", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1101, "timestamp": "2026-01-02T16:41:00Z", "transaction_amount_usd": 64043.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.585, "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": 537434, "financial_exposure_usd": 714884.09, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103217", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-03T05:37:00Z", "trace_id": "0597c339-e17f-a8e2-d852-c18084175d82" }
{ "account_age_days": 1111, "account_id": "ACCT-06F4E19B7DED", "baseline_risk_score": 0.463, "kyc_tier": "tier_3", "session_entropy": 0.465 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1125, "timestamp": "2026-01-03T05:37:00Z", "transaction_amount_usd": 71617.64 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.554, "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": 727936.59, "financial_exposure_usd": 832254.4, "recoverable_pct": 0.129 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108143", "label": "benign", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-06T15:43:00Z", "trace_id": "0a0e0502-0f43-b608-c0dc-89aa2394012a" }
{ "account_age_days": 127, "account_id": "ACCT-C73411D5356F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 81, "timestamp": "2026-01-06T04:47:00Z", "transaction_amount_usd": 1.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.764, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 689.15, "financial_exposure_usd": 1634.8, "recoverable_pct": 0.922 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106078", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-05T05:18:00Z", "trace_id": "6e69d92e-2137-7acf-2c89-c937e742621f" }
{ "account_age_days": 308, "account_id": "ACCT-9AD19FC4855B", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 638, "timestamp": "2026-01-05T05:18:00Z", "transaction_amount_usd": 1591110.18 }, { "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": 0.882, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6674176.11, "financial_exposure_usd": 7532844.89, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100790", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-01T13:10:00Z", "trace_id": "ced923d6-25bd-8a41-c3f6-6c6879ce0112" }
{ "account_age_days": 1385, "account_id": "ACCT-E84EB205DEC8", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 692, "timestamp": "2026-01-01T13:10:00Z", "transaction_amount_usd": 63045.92 }, { "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": 0.911, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 382743.75, "financial_exposure_usd": 394629.21, "recoverable_pct": 0.009 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105087", "label": "fraudulent", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-04T12:47:00Z", "trace_id": "2976c850-929c-4c30-74af-6dae4fcc606c" }
{ "account_age_days": 344, "account_id": "ACCT-14CDB2132F78", "baseline_risk_score": 0.169, "kyc_tier": "tier_3", "session_entropy": 0.106 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 190, "timestamp": "2026-01-04T12:47:00Z", "transaction_amount_usd": 1291903.66 }, { "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": 0.622, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2158876.77, "financial_exposure_usd": 4493345.11, "recoverable_pct": 0.822 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106525", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-05T12:45:00Z", "trace_id": "0618d88c-3158-f58b-9217-114bbb13b35e" }
{ "account_age_days": 1878, "account_id": "ACCT-215DAC1D5F4F", "baseline_risk_score": 0.184, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 741, "timestamp": "2026-01-05T12:45:00Z", "transaction_amount_usd": 2210603.71 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.534, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1811103.08, "financial_exposure_usd": 3307116, "recoverable_pct": 0.619 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109464", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-07T13:44:00Z", "trace_id": "2ba30f1e-b1be-46b8-805c-8bba3f41126f" }
{ "account_age_days": 1166, "account_id": "ACCT-378EEBE27503", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.326 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 954, "timestamp": "2026-01-07T13:44:00Z", "transaction_amount_usd": 6307.42 }, { "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": 0.561, "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": 442.3, "financial_exposure_usd": 1067.04, "recoverable_pct": 0.64 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101406", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-01T23:26:00Z", "trace_id": "ba69d43c-37b5-9639-c5c4-02249f0dc281" }
{ "account_age_days": 1836, "account_id": "ACCT-3D4586DEE387", "baseline_risk_score": 0.413, "kyc_tier": "tier_3", "session_entropy": 0.59 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1198, "timestamp": "2026-01-01T23:26:00Z", "transaction_amount_usd": 78361.74 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.566, "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": 565962.13, "financial_exposure_usd": 794613.55, "recoverable_pct": 0.219 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104173", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-03T21:33:00Z", "trace_id": "d015283f-de83-9549-7dee-8182b8bbfdc3" }
{ "account_age_days": 1490, "account_id": "ACCT-2695838BB0AA", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.338 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 80, "timestamp": "2026-01-03T21:33:00Z", "transaction_amount_usd": 2149828.03 }, { "asset": "USDT", "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": 0.799, "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": 3133196.86, "financial_exposure_usd": 7030631.71, "recoverable_pct": 0.957 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104590", "label": "fraudulent", "label_confidence": 0.782, "severity": "high", "timestamp": "2026-01-04T04:30:00Z", "trace_id": "56639c7d-ff9c-52d8-0036-659f42783ca9" }
{ "account_age_days": 1635, "account_id": "ACCT-1FB01D49C68F", "baseline_risk_score": 0.089, "kyc_tier": "tier_3", "session_entropy": 0.749 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 179, "timestamp": "2026-01-04T01:55:00Z", "transaction_amount_usd": 1.13 }, { "asset": "GBP", "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3759736.29, "financial_exposure_usd": 5272704.4, "recoverable_pct": 0.669 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103903", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-03T17:03:00Z", "trace_id": "3c319076-4bfe-a240-ef1d-262dc5392758" }
{ "account_age_days": 1769, "account_id": "ACCT-489512B9641C", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.701 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 152, "timestamp": "2026-01-03T15:09:00Z", "transaction_amount_usd": 11.39 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2596692.91, "financial_exposure_usd": 4405675.77, "recoverable_pct": 0.832 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109066", "label": "benign", "label_confidence": 0.464, "severity": "medium", "timestamp": "2026-01-07T07:06:00Z", "trace_id": "7d8ac378-eb50-7601-ae97-3e71d7c9e06e" }
{ "account_age_days": 1373, "account_id": "ACCT-28F53B12A0E3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.266 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 698, "timestamp": "2026-01-07T07:06:00Z", "transaction_amount_usd": 9607.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.501, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 895.62, "financial_exposure_usd": 1664.9, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103647", "label": "fraudulent", "label_confidence": 0.629, "severity": "critical", "timestamp": "2026-01-03T12:47:00Z", "trace_id": "4eaa036a-49cc-4dfa-1eea-2d1fc6007b09" }
{ "account_age_days": 961, "account_id": "ACCT-7E9A9DAA4DE2", "baseline_risk_score": 0.349, "kyc_tier": "tier_2", "session_entropy": 0.717 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1076, "timestamp": "2026-01-03T12:47:00Z", "transaction_amount_usd": 1633754.35 }, { "asset": "USD", "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": 0.426, "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": 1667054.3, "financial_exposure_usd": 3141613.18, "recoverable_pct": 0.832 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106020", "label": "fraudulent", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-05T04:20:00Z", "trace_id": "827a421a-8655-13d3-7804-b5c627bbe2fd" }
{ "account_age_days": 379, "account_id": "ACCT-F9076B644261", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 318, "timestamp": "2026-01-05T04:20:00Z", "transaction_amount_usd": 349545.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.493, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3801657.81, "financial_exposure_usd": 3837198.57, "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-101124", "label": "fraudulent", "label_confidence": 0.963, "severity": "medium", "timestamp": "2026-01-01T18:44:00Z", "trace_id": "3838862f-53f9-aa93-929a-94a9b7f23aed" }
{ "account_age_days": 735, "account_id": "ACCT-4B7BB5FB5AB7", "baseline_risk_score": 0.334, "kyc_tier": "tier_2", "session_entropy": 0.743 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 300, "timestamp": "2026-01-01T09:21:00Z", "transaction_amount_usd": 12.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.55, "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": 980722.84, "financial_exposure_usd": 1268534.21, "recoverable_pct": 0.191 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102432", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-02T16:32:00Z", "trace_id": "b90a98e0-18e4-cfc1-8b97-ac8c80489dba" }
{ "account_age_days": 1248, "account_id": "ACCT-08292E69E07E", "baseline_risk_score": 0.525, "kyc_tier": "tier_1", "session_entropy": 0.328 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 109, "timestamp": "2026-01-02T09:23:00Z", "transaction_amount_usd": 3.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.827, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 501685.52, "financial_exposure_usd": 992653.89, "recoverable_pct": 0.784 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108989", "label": "benign", "label_confidence": 0.524, "severity": "medium", "timestamp": "2026-01-07T05:49:00Z", "trace_id": "136b2305-4c2f-8779-1def-dd40260fe8a7" }
{ "account_age_days": 1529, "account_id": "ACCT-805B26BA8773", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 468, "timestamp": "2026-01-07T05:49:00Z", "transaction_amount_usd": 1320.16 }, { "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": 0.733, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 890.34, "financial_exposure_usd": 935.74, "recoverable_pct": 0.56 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103261", "label": "fraudulent", "label_confidence": 0.849, "severity": "medium", "timestamp": "2026-01-03T06:21:00Z", "trace_id": "baaf6ff9-8d51-f9ae-765d-266c2c1f6f48" }
{ "account_age_days": 1721, "account_id": "ACCT-CF36F5A97B48", "baseline_risk_score": 0.457, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 100, "timestamp": "2026-01-03T06:21:00Z", "transaction_amount_usd": 1236.02 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.913, "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": 558489.71, "financial_exposure_usd": 561530.19, "recoverable_pct": 0.019 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102886", "label": "fraudulent", "label_confidence": 0.946, "severity": "medium", "timestamp": "2026-01-03T00:06:00Z", "trace_id": "23044a29-1e2e-76d7-a63a-a89d96c0e4b6" }
{ "account_age_days": 1680, "account_id": "ACCT-121C7221BE1C", "baseline_risk_score": 0.648, "kyc_tier": "tier_1", "session_entropy": 0.514 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 964, "timestamp": "2026-01-03T00:06:00Z", "transaction_amount_usd": 60247.3 }, { "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": 0.52, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 351897.95, "financial_exposure_usd": 666129.05, "recoverable_pct": 0.094 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106062", "label": "fraudulent", "label_confidence": 0.755, "severity": "low", "timestamp": "2026-01-05T05:02:00Z", "trace_id": "de5cb68b-583f-cde1-a3bf-735fac3ec140" }
{ "account_age_days": 546, "account_id": "ACCT-239134137648", "baseline_risk_score": 0.225, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 274, "timestamp": "2026-01-05T05:02:00Z", "transaction_amount_usd": 687369.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.448, "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": 1925761.86, "financial_exposure_usd": 3439019.07, "recoverable_pct": 0.699 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107683", "label": "benign", "label_confidence": 0.745, "severity": "low", "timestamp": "2026-01-06T08:03:00Z", "trace_id": "8c678851-76c5-c292-c1ca-e204b0127d3a" }
{ "account_age_days": 1407, "account_id": "ACCT-719C4C924A7B", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.272 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 103, "timestamp": "2026-01-06T03:26:00Z", "transaction_amount_usd": 5.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.52, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1736.73, "financial_exposure_usd": 3730.76, "recoverable_pct": 0.482 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109198", "label": "benign", "label_confidence": 0.71, "severity": "medium", "timestamp": "2026-01-07T09:18:00Z", "trace_id": "e2c091e5-9294-11ad-e97a-3fc86e5a8178" }
{ "account_age_days": 961, "account_id": "ACCT-4555E0E40882", "baseline_risk_score": 0.153, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1142, "timestamp": "2026-01-07T09:18:00Z", "transaction_amount_usd": 14972.96 }, { "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": 0.499, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 544.94, "financial_exposure_usd": 939.49, "recoverable_pct": 0.753 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107258", "label": "benign", "label_confidence": 0.58, "severity": "low", "timestamp": "2026-01-06T00:58:00Z", "trace_id": "9589944e-0115-ca05-de5f-1b27cc8d1efc" }
{ "account_age_days": 878, "account_id": "ACCT-81D94403BD0C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.515 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 769, "timestamp": "2026-01-06T00:58:00Z", "transaction_amount_usd": 3669.58 }, { "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": 0.655, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5217.54, "financial_exposure_usd": 5893.55, "recoverable_pct": 0.667 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105713", "label": "fraudulent", "label_confidence": 0.773, "severity": "medium", "timestamp": "2026-01-04T23:13:00Z", "trace_id": "8ffd8ca9-3a6b-cbcd-5f25-b8fa0bc97583" }
{ "account_age_days": 504, "account_id": "ACCT-8F867F81237C", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1139, "timestamp": "2026-01-04T23:13:00Z", "transaction_amount_usd": 2936467.54 }, { "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": 0.614, "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": 4601629.97, "financial_exposure_usd": 6673926.61, "recoverable_pct": 0.519 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101474", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-02T00:34:00Z", "trace_id": "7475acd9-8973-19a3-2023-5763456fccac" }
{ "account_age_days": 192, "account_id": "ACCT-939C0C0A824C", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.703 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 83, "timestamp": "2026-01-01T20:42:00Z", "transaction_amount_usd": 20.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.562, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 276419.57, "financial_exposure_usd": 659525.35, "recoverable_pct": 0.818 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109308", "label": "benign", "label_confidence": 0.599, "severity": "medium", "timestamp": "2026-01-07T11:08:00Z", "trace_id": "3aab7c7f-565d-8821-a1d5-8f6fe86e3986" }
{ "account_age_days": 303, "account_id": "ACCT-F2EAE729E588", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.62 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 328, "timestamp": "2026-01-07T09:51:00Z", "transaction_amount_usd": 12.91 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5143.98, "financial_exposure_usd": 5699.57, "recoverable_pct": 0.98 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102880", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-03T00:00:00Z", "trace_id": "9ba88259-9914-3db9-9d88-31f519fbb913" }
{ "account_age_days": 1011, "account_id": "ACCT-8CF6AB0DABB4", "baseline_risk_score": 0.47, "kyc_tier": "tier_1", "session_entropy": 0.701 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 203, "timestamp": "2026-01-02T16:20:00Z", "transaction_amount_usd": 1.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.486, "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": 650438.36, "financial_exposure_usd": 1041083.36, "recoverable_pct": 0.831 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107915", "label": "benign", "label_confidence": 0.648, "severity": "high", "timestamp": "2026-01-06T11:55:00Z", "trace_id": "21438fd6-86d4-44bb-cad0-257b7e83bd70" }
{ "account_age_days": 1090, "account_id": "ACCT-B6AF20A403B5", "baseline_risk_score": 0.099, "kyc_tier": "tier_1", "session_entropy": 0.715 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 378, "timestamp": "2026-01-06T11:55:00Z", "transaction_amount_usd": 2601.22 }, { "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": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4673.21, "financial_exposure_usd": 6047.61, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109428", "label": "benign", "label_confidence": 0.518, "severity": "medium", "timestamp": "2026-01-07T13:08:00Z", "trace_id": "08d7da70-93a9-a0ef-4a35-93f85f17e888" }
{ "account_age_days": 527, "account_id": "ACCT-A3C9620BC6DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1045, "timestamp": "2026-01-07T13:08:00Z", "transaction_amount_usd": 152.48 }, { "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": 0.503, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 341.31, "financial_exposure_usd": 627.12, "recoverable_pct": 0.456 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100958", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-01T15:58:00Z", "trace_id": "81cc9a26-ce7e-6d5c-a39d-be001e0417b1" }
{ "account_age_days": 1570, "account_id": "ACCT-2C7B084D7745", "baseline_risk_score": 0.356, "kyc_tier": "tier_2", "session_entropy": 0.298 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 391, "timestamp": "2026-01-01T14:58:00Z", "transaction_amount_usd": 24.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.388, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1048083.16, "financial_exposure_usd": 1211242.88, "recoverable_pct": 0.304 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105187", "label": "fraudulent", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-04T14:27:00Z", "trace_id": "62569f88-b76f-139b-cccd-08612d6a8e65" }
{ "account_age_days": 1872, "account_id": "ACCT-2121E7DB7CAC", "baseline_risk_score": 0.103, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 281, "timestamp": "2026-01-04T04:44:00Z", "transaction_amount_usd": 19.32 }, { "asset": "JPY", "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": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3186575.12, "financial_exposure_usd": 6148830.7, "recoverable_pct": 0.567 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108108", "label": "benign", "label_confidence": 0.659, "severity": "high", "timestamp": "2026-01-06T15:08:00Z", "trace_id": "4dec008e-067d-90e7-7b19-81dabe91221f" }
{ "account_age_days": 1032, "account_id": "ACCT-F380F47122E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.94 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1098, "timestamp": "2026-01-06T15:08:00Z", "transaction_amount_usd": 11050.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.538, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1463.93, "financial_exposure_usd": 1526.76, "recoverable_pct": 0.963 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103921", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-03T17:21:00Z", "trace_id": "847bd276-99a9-a061-2bf1-47eeb6553f69" }
{ "account_age_days": 1746, "account_id": "ACCT-542A5ABCC4FB", "baseline_risk_score": 0.437, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 425, "timestamp": "2026-01-03T17:21:00Z", "transaction_amount_usd": 1219683.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.931, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1346063.54, "financial_exposure_usd": 1731115.46, "recoverable_pct": 0.523 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }