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-107768", "label": "benign", "label_confidence": 0.593, "severity": "high", "timestamp": "2026-01-06T09:28:00Z", "trace_id": "45d30f37-26ac-3f9d-cea5-1ee2285e1337" }
{ "account_age_days": 1497, "account_id": "ACCT-32DC8D9A3E83", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.87 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 564, "timestamp": "2026-01-06T09:28:00Z", "transaction_amount_usd": 12266.52 }, { "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": 0.623, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 589.02, "financial_exposure_usd": 616.72, "recoverable_pct": 0.852 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105507", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-04T19:47:00Z", "trace_id": "f103c70b-d176-7bca-ab74-c76407ea7c19" }
{ "account_age_days": 1751, "account_id": "ACCT-26DDB8316BED", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.181 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 338, "timestamp": "2026-01-04T11:51:00Z", "transaction_amount_usd": 17.91 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.902, "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": 1113632.81, "financial_exposure_usd": 1727367.41, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104820", "label": "fraudulent", "label_confidence": 0.926, "severity": "critical", "timestamp": "2026-01-04T08:20:00Z", "trace_id": "724c09aa-d395-7927-24ac-2c0a455cd67d" }
{ "account_age_days": 684, "account_id": "ACCT-0AEBAA3492D0", "baseline_risk_score": 0.09, "kyc_tier": "tier_1", "session_entropy": 0.742 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 211, "timestamp": "2026-01-04T06:36:00Z", "transaction_amount_usd": 24.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1472464.21, "financial_exposure_usd": 3290919.06, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107379", "label": "benign", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-06T02:59:00Z", "trace_id": "ae590b65-9e5f-5b0f-7b25-cd8edf414164" }
{ "account_age_days": 1929, "account_id": "ACCT-B5EE70521EDC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.644 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 302, "timestamp": "2026-01-05T15:00:00Z", "transaction_amount_usd": 14.08 }, { "asset": "GBP", "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": 0.545, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2390.85, "financial_exposure_usd": 2776.25, "recoverable_pct": 0.559 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105734", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-04T23:34:00Z", "trace_id": "c663778c-ffa7-508a-5099-65f614e8f747" }
{ "account_age_days": 12, "account_id": "ACCT-C760FE084082", "baseline_risk_score": 0.23, "kyc_tier": "tier_3", "session_entropy": 0.872 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 481, "timestamp": "2026-01-04T23:34:00Z", "transaction_amount_usd": 2919896.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.758, "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": 1668115.32, "financial_exposure_usd": 3402762.66, "recoverable_pct": 0.59 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104206", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-03T22:06:00Z", "trace_id": "29639891-fd88-2b11-0972-8762df7cbeb2" }
{ "account_age_days": 750, "account_id": "ACCT-58FD60950799", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.647 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 997, "timestamp": "2026-01-03T22:06:00Z", "transaction_amount_usd": 2965936.49 }, { "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": 0.577, "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": 678285.58, "financial_exposure_usd": 1336387.28, "recoverable_pct": 0.86 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105051", "label": "fraudulent", "label_confidence": 0.816, "severity": "medium", "timestamp": "2026-01-04T12:11:00Z", "trace_id": "1a929786-66c9-548a-3502-ba25f8beb512" }
{ "account_age_days": 1825, "account_id": "ACCT-F7B6F0371064", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.109 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 540, "timestamp": "2026-01-04T12:11:00Z", "transaction_amount_usd": 991318.61 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.772, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6017215.27, "financial_exposure_usd": 9811813.43, "recoverable_pct": 0.454 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102436", "label": "fraudulent", "label_confidence": 0.833, "severity": "low", "timestamp": "2026-01-02T16:36:00Z", "trace_id": "954b6268-b2a0-cf23-c540-8757e232276e" }
{ "account_age_days": 205, "account_id": "ACCT-E92EB9715FE4", "baseline_risk_score": 0.494, "kyc_tier": "tier_2", "session_entropy": 0.112 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 157, "timestamp": "2026-01-02T13:30:00Z", "transaction_amount_usd": 18.29 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 206262.1, "financial_exposure_usd": 445630.51, "recoverable_pct": 0.026 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101461", "label": "fraudulent", "label_confidence": 0.894, "severity": "critical", "timestamp": "2026-01-02T00:21:00Z", "trace_id": "664899bf-9462-282d-81a7-9354616b4a04" }
{ "account_age_days": 1055, "account_id": "ACCT-334ADB3E9C5A", "baseline_risk_score": 0.347, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1086, "timestamp": "2026-01-02T00:21:00Z", "transaction_amount_usd": 82317.66 }, { "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": 0.638, "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": 387631.58, "financial_exposure_usd": 446944.86, "recoverable_pct": 0.206 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105132", "label": "fraudulent", "label_confidence": 0.669, "severity": "high", "timestamp": "2026-01-04T13:32:00Z", "trace_id": "0e8d0955-fff7-352c-cb26-10c8901c0bcc" }
{ "account_age_days": 1067, "account_id": "ACCT-F66369D72800", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.669 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1095, "timestamp": "2026-01-04T13:32:00Z", "transaction_amount_usd": 2608015.3 }, { "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": 0.508, "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": 2566218.26, "financial_exposure_usd": 3633970.68, "recoverable_pct": 0.516 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102766", "label": "fraudulent", "label_confidence": 0.754, "severity": "critical", "timestamp": "2026-01-02T22:06:00Z", "trace_id": "92e4c3a5-bdfc-ea08-4713-d02c57167eba" }
{ "account_age_days": 992, "account_id": "ACCT-53B30C23B09E", "baseline_risk_score": 0.464, "kyc_tier": "tier_3", "session_entropy": 0.4 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 969, "timestamp": "2026-01-02T22:06:00Z", "transaction_amount_usd": 109384.41 }, { "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": 0.779, "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": 263807.75, "financial_exposure_usd": 400893.26, "recoverable_pct": 0.259 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102525", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-02T18:05:00Z", "trace_id": "b70d4a5b-b3cb-6c13-eeff-c1c4a6fc26fb" }
{ "account_age_days": 1827, "account_id": "ACCT-33E76638D16F", "baseline_risk_score": 0.621, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 816, "timestamp": "2026-01-02T18:05:00Z", "transaction_amount_usd": 108390.14 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.747, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 619698.05, "financial_exposure_usd": 716683.31, "recoverable_pct": 0.091 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106159", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-05T06:39:00Z", "trace_id": "88af483f-13e8-f9b3-fb58-097a041a6732" }
{ "account_age_days": 1720, "account_id": "ACCT-9B3601BC4674", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.62 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 161, "timestamp": "2026-01-05T02:12:00Z", "transaction_amount_usd": 19.22 }, { "asset": "ETH", "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": 0.715, "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": 2404980.81, "financial_exposure_usd": 3300707.31, "recoverable_pct": 0.412 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109627", "label": "benign", "label_confidence": 0.644, "severity": "low", "timestamp": "2026-01-07T16:27:00Z", "trace_id": "a792c4bf-6d06-757e-f0a7-a97a93ac347b" }
{ "account_age_days": 1976, "account_id": "ACCT-6BF9479FB0CD", "baseline_risk_score": 0.111, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1094, "timestamp": "2026-01-07T16:27:00Z", "transaction_amount_usd": 3962.65 }, { "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": 0.605, "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": 3966.56, "financial_exposure_usd": 4145.17, "recoverable_pct": 0.945 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103387", "label": "fraudulent", "label_confidence": 0.815, "severity": "low", "timestamp": "2026-01-03T08:27:00Z", "trace_id": "fafeb084-e7f4-469a-7eda-2ea0de36e561" }
{ "account_age_days": 1091, "account_id": "ACCT-DF45D66C855B", "baseline_risk_score": 0.39, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 343, "timestamp": "2026-01-03T08:27:00Z", "transaction_amount_usd": 428060.28 }, { "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": 0.551, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 615112.58, "financial_exposure_usd": 1286616.24, "recoverable_pct": 0.495 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103816", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-03T15:36:00Z", "trace_id": "286e59d5-b18b-46f1-2b33-39e8f94fdfdb" }
{ "account_age_days": 831, "account_id": "ACCT-8464CA125B61", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.308 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 144, "timestamp": "2026-01-03T14:37:00Z", "transaction_amount_usd": 2.17 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.658, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 595224.7, "financial_exposure_usd": 782479.01, "recoverable_pct": 0.563 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109547", "label": "benign", "label_confidence": 0.589, "severity": "medium", "timestamp": "2026-01-07T15:07:00Z", "trace_id": "19c0222c-9b61-15ea-a371-065d601d7f3b" }
{ "account_age_days": 1432, "account_id": "ACCT-95E98C472B4A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 554, "timestamp": "2026-01-07T15:07:00Z", "transaction_amount_usd": 11871.55 }, { "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": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1103.91, "financial_exposure_usd": 1941.86, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100607", "label": "fraudulent", "label_confidence": 0.936, "severity": "low", "timestamp": "2026-01-01T10:07:00Z", "trace_id": "7e2696fd-5f91-6dda-5505-2b4978154b93" }
{ "account_age_days": 829, "account_id": "ACCT-B4347DD9BAF0", "baseline_risk_score": 0.408, "kyc_tier": "tier_1", "session_entropy": 0.202 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 162, "timestamp": "2026-01-01T10:07:00Z", "transaction_amount_usd": 64775.05 }, { "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": 0.644, "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": 779870.83, "financial_exposure_usd": 908575.79, "recoverable_pct": 0.276 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104689", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-04T06:09:00Z", "trace_id": "48415203-c007-d522-8b3c-f2ee5f909f09" }
{ "account_age_days": 1229, "account_id": "ACCT-4894C1FA6D6B", "baseline_risk_score": 0.223, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 942, "timestamp": "2026-01-04T06:09:00Z", "transaction_amount_usd": 2068025.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.465, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1062121.45, "financial_exposure_usd": 2396900.22, "recoverable_pct": 0.517 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106256", "label": "fraudulent", "label_confidence": 0.67, "severity": "critical", "timestamp": "2026-01-05T08:16:00Z", "trace_id": "460a31d4-d39c-1aab-f60d-81333e6db156" }
{ "account_age_days": 744, "account_id": "ACCT-C43A5EA96D62", "baseline_risk_score": 0.072, "kyc_tier": "tier_1", "session_entropy": 0.219 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 889, "timestamp": "2026-01-05T08:16:00Z", "transaction_amount_usd": 765181.28 }, { "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": 0.709, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1206445.71, "financial_exposure_usd": 2081731.78, "recoverable_pct": 0.937 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100597", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-01T09:57:00Z", "trace_id": "e4de4cb0-225b-0556-d82a-c958d9a6a33c" }
{ "account_age_days": 388, "account_id": "ACCT-5885DA4EC0C0", "baseline_risk_score": 0.429, "kyc_tier": "tier_3", "session_entropy": 0.648 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 146, "timestamp": "2026-01-01T00:32:00Z", "transaction_amount_usd": 24.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.435, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 262656.98, "financial_exposure_usd": 498356.87, "recoverable_pct": 0.192 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103866", "label": "fraudulent", "label_confidence": 0.695, "severity": "critical", "timestamp": "2026-01-03T16:26:00Z", "trace_id": "733540fe-84f5-f9f4-34d9-678fe676f87d" }
{ "account_age_days": 1651, "account_id": "ACCT-5BBB6D9D5C75", "baseline_risk_score": 0.175, "kyc_tier": "tier_1", "session_entropy": 0.831 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 159, "timestamp": "2026-01-03T03:53:00Z", "transaction_amount_usd": 19.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "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": 1242697.3, "financial_exposure_usd": 2490573.06, "recoverable_pct": 0.618 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104338", "label": "fraudulent", "label_confidence": 0.877, "severity": "medium", "timestamp": "2026-01-04T00:18:00Z", "trace_id": "d102d570-52a9-7b35-5345-dd2cffa1eea3" }
{ "account_age_days": 268, "account_id": "ACCT-B1DAA690CB2A", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.441 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 902, "timestamp": "2026-01-04T00:18:00Z", "transaction_amount_usd": 1674240.09 }, { "asset": "EUR", "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": 0.566, "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": 3081949.51, "financial_exposure_usd": 5744566.33, "recoverable_pct": 0.911 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108283", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-06T18:03:00Z", "trace_id": "3e9b1851-c23f-5b1e-b96b-812621074d99" }
{ "account_age_days": 473, "account_id": "ACCT-22FF11D83357", "baseline_risk_score": 0.126, "kyc_tier": "tier_1", "session_entropy": 0.427 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 377, "timestamp": "2026-01-06T13:03:00Z", "transaction_amount_usd": 18.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1313.11, "financial_exposure_usd": 3245.04, "recoverable_pct": 0.97 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104635", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-04T05:15:00Z", "trace_id": "b5fa1367-b425-24f0-41b9-1b8fae010b6b" }
{ "account_age_days": 1951, "account_id": "ACCT-145B2164C40B", "baseline_risk_score": 0.359, "kyc_tier": "tier_1", "session_entropy": 0.163 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 87, "timestamp": "2026-01-03T18:36:00Z", "transaction_amount_usd": 22.76 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.741, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1842708.03, "financial_exposure_usd": 4295479.4, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103615", "label": "fraudulent", "label_confidence": 0.629, "severity": "high", "timestamp": "2026-01-03T12:15:00Z", "trace_id": "34e0a20b-2f1f-84b5-85b1-08ecdda53cca" }
{ "account_age_days": 394, "account_id": "ACCT-94018E991509", "baseline_risk_score": 0.338, "kyc_tier": "tier_1", "session_entropy": 0.278 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 900, "timestamp": "2026-01-03T12:15:00Z", "transaction_amount_usd": 605014.11 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.924, "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": 4641966.62, "financial_exposure_usd": 5447386.19, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107201", "label": "benign", "label_confidence": 0.469, "severity": "high", "timestamp": "2026-01-06T00:01:00Z", "trace_id": "56e0c9bb-56c7-d132-7941-201832fffe74" }
{ "account_age_days": 1596, "account_id": "ACCT-623AA4B4868B", "baseline_risk_score": 0.087, "kyc_tier": "tier_1", "session_entropy": 0.624 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 190, "timestamp": "2026-01-05T21:31:00Z", "transaction_amount_usd": 24.21 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.551, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 793.21, "financial_exposure_usd": 1900.5, "recoverable_pct": 0.831 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106052", "label": "fraudulent", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-05T04:52:00Z", "trace_id": "d58c5685-c712-f9b7-66cb-8a804c7d0e04" }
{ "account_age_days": 53, "account_id": "ACCT-881EEF8E2A38", "baseline_risk_score": 0.211, "kyc_tier": "tier_2", "session_entropy": 0.734 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1180, "timestamp": "2026-01-05T04:52:00Z", "transaction_amount_usd": 500330.45 }, { "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": 0.735, "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": 6483619.84, "financial_exposure_usd": 8298405.8, "recoverable_pct": 0.764 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101089", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-01T18:09:00Z", "trace_id": "546c95fb-22de-dc6e-78f0-950a0833438f" }
{ "account_age_days": 1177, "account_id": "ACCT-AF63D3F7F406", "baseline_risk_score": 0.375, "kyc_tier": "tier_3", "session_entropy": 0.729 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 743, "timestamp": "2026-01-01T18:09:00Z", "transaction_amount_usd": 53379.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.647, "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": 367026.73, "financial_exposure_usd": 492501.47, "recoverable_pct": 0.788 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103057", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-03T02:57:00Z", "trace_id": "0063f23e-a62c-5111-6924-03075d2ce800" }
{ "account_age_days": 123, "account_id": "ACCT-299FC7DB7ED3", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 644, "timestamp": "2026-01-03T02:57:00Z", "transaction_amount_usd": 84045.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.699, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 335095.3, "financial_exposure_usd": 475513.57, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104509", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-04T03:09:00Z", "trace_id": "9600940c-6e75-5660-dc67-1c0e75c5f65d" }
{ "account_age_days": 39, "account_id": "ACCT-E17E464268DF", "baseline_risk_score": 0.421, "kyc_tier": "tier_3", "session_entropy": 0.857 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 159, "timestamp": "2026-01-04T03:09:00Z", "transaction_amount_usd": 212787.82 }, { "asset": "USDC", "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": 0.463, "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": 3577262.5, "financial_exposure_usd": 6217126.83, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102610", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-02T19:30:00Z", "trace_id": "47ee55d3-5f2c-a879-640d-ee82476fd109" }
{ "account_age_days": 1699, "account_id": "ACCT-16B3CD66B1A3", "baseline_risk_score": 0.546, "kyc_tier": "tier_1", "session_entropy": 0.934 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 550, "timestamp": "2026-01-02T19:30:00Z", "transaction_amount_usd": 89479.79 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.801, "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": 802780.11, "financial_exposure_usd": 1113045.92, "recoverable_pct": 0.433 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102255", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-02T13:35:00Z", "trace_id": "568a0ed5-8f63-3556-ceac-3fd74702c6eb" }
{ "account_age_days": 308, "account_id": "ACCT-52852819EE10", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 1193, "timestamp": "2026-01-02T13:35:00Z", "transaction_amount_usd": 42363.89 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.833, "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": 996557.61, "financial_exposure_usd": 1011108.37, "recoverable_pct": 0.36 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107116", "label": "benign", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-05T22:36:00Z", "trace_id": "91d63468-011a-f9da-1ad8-e36e839b2c9a" }
{ "account_age_days": 563, "account_id": "ACCT-2EAEAAA0A698", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.419 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1134, "timestamp": "2026-01-05T22:36:00Z", "transaction_amount_usd": 13278.66 }, { "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": 0.66, "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": 3044.1, "financial_exposure_usd": 4067.75, "recoverable_pct": 0.972 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106228", "label": "fraudulent", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-05T07:48:00Z", "trace_id": "d3de314e-de96-8108-2ee6-1e675de518b0" }
{ "account_age_days": 1642, "account_id": "ACCT-B92972E2F15C", "baseline_risk_score": 0.305, "kyc_tier": "tier_1", "session_entropy": 0.918 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 286, "timestamp": "2026-01-04T21:14:00Z", "transaction_amount_usd": 14.88 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.859, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3969314.27, "financial_exposure_usd": 7701481.65, "recoverable_pct": 0.998 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107677", "label": "benign", "label_confidence": 0.523, "severity": "high", "timestamp": "2026-01-06T07:57:00Z", "trace_id": "ab1d5f2c-af61-7c3b-aa19-be8478aa757c" }
{ "account_age_days": 1953, "account_id": "ACCT-7D54B6E56E60", "baseline_risk_score": 0.187, "kyc_tier": "tier_2", "session_entropy": 0.42 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 880, "timestamp": "2026-01-06T07:57:00Z", "transaction_amount_usd": 5124.5 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.619, "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": 3338.72, "financial_exposure_usd": 3345.94, "recoverable_pct": 0.598 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106163", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-05T06:43:00Z", "trace_id": "29e6a86b-9e3a-5e28-c0fd-c75809e449e1" }
{ "account_age_days": 544, "account_id": "ACCT-72F3FE371BD4", "baseline_risk_score": 0.386, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 293, "timestamp": "2026-01-05T06:43:00Z", "transaction_amount_usd": 178218.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2631999.16, "financial_exposure_usd": 2752474.33, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104608", "label": "fraudulent", "label_confidence": 0.888, "severity": "low", "timestamp": "2026-01-04T04:48:00Z", "trace_id": "fda265b9-089f-e23f-dae7-15f4ba39d0bc" }
{ "account_age_days": 1821, "account_id": "ACCT-1F7CD80AA243", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.885 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 108, "timestamp": "2026-01-04T02:28:00Z", "transaction_amount_usd": 22.82 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.353, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 3367389.53, "financial_exposure_usd": 5395903, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101295", "label": "fraudulent", "label_confidence": 0.977, "severity": "critical", "timestamp": "2026-01-01T21:35:00Z", "trace_id": "36c31718-22d2-e911-6a30-60e6d78e0c11" }
{ "account_age_days": 1530, "account_id": "ACCT-5CAFA699C515", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 106, "timestamp": "2026-01-01T21:35:00Z", "transaction_amount_usd": 54922.25 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.431, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 69236.69, "financial_exposure_usd": 144115.02, "recoverable_pct": 0.198 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100915", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-01T15:15:00Z", "trace_id": "e2609f42-a3d7-81ac-fe37-7a37b52c4b2c" }
{ "account_age_days": 1685, "account_id": "ACCT-29E19DD1B499", "baseline_risk_score": 0.438, "kyc_tier": "tier_1", "session_entropy": 0.505 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 826, "timestamp": "2026-01-01T15:15:00Z", "transaction_amount_usd": 90894.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.428, "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": 916522.37, "financial_exposure_usd": 1353928.02, "recoverable_pct": 0.663 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106248", "label": "fraudulent", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-05T08:08:00Z", "trace_id": "4b89b8bf-d39a-e0ce-0caf-5c449189a3a4" }
{ "account_age_days": 1544, "account_id": "ACCT-42BB2AC1495F", "baseline_risk_score": 0.21, "kyc_tier": "tier_3", "session_entropy": 0.627 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 528, "timestamp": "2026-01-05T08:08:00Z", "transaction_amount_usd": 2867451.93 }, { "asset": "USDC", "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": 0.734, "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": 1634296.57, "financial_exposure_usd": 2346944.19, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107249", "label": "benign", "label_confidence": 0.54, "severity": "medium", "timestamp": "2026-01-06T00:49:00Z", "trace_id": "28d83cc9-986a-5611-bfce-dbdb9dcf0838" }
{ "account_age_days": 248, "account_id": "ACCT-74DAE8A3CAA7", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 205, "timestamp": "2026-01-05T21:13:00Z", "transaction_amount_usd": 14.32 }, { "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": 0.474, "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": 1406.38, "financial_exposure_usd": 2689.12, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103794", "label": "fraudulent", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-03T15:14:00Z", "trace_id": "17c517af-0bc7-a4e4-00c9-eca3be448449" }
{ "account_age_days": 154, "account_id": "ACCT-34248F6717B8", "baseline_risk_score": 0.388, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 333, "timestamp": "2026-01-03T03:51:00Z", "transaction_amount_usd": 9.6 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.925, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2231266.8, "financial_exposure_usd": 4272902.9, "recoverable_pct": 0.874 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104697", "label": "fraudulent", "label_confidence": 0.634, "severity": "critical", "timestamp": "2026-01-04T06:17:00Z", "trace_id": "ea1f5cb9-23df-16e4-c46f-934c1e10ec7c" }
{ "account_age_days": 1812, "account_id": "ACCT-F485BD2527E1", "baseline_risk_score": 0.257, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 363, "timestamp": "2026-01-04T06:17:00Z", "transaction_amount_usd": 1769304.51 }, { "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": 0.357, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3552377.92, "financial_exposure_usd": 6772701.73, "recoverable_pct": 0.84 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106140", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-05T06:20:00Z", "trace_id": "f67ab68e-9472-14af-f95f-8c2bd7f2a722" }
{ "account_age_days": 1783, "account_id": "ACCT-309F608B8521", "baseline_risk_score": 0.21, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 314, "timestamp": "2026-01-05T03:42:00Z", "transaction_amount_usd": 16.79 }, { "asset": "GBP", "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": 0.59, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 4298651.09, "financial_exposure_usd": 5122195.77, "recoverable_pct": 0.769 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105730", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-04T23:30:00Z", "trace_id": "0664238c-1165-df1a-f169-fb4d6d5fbe31" }
{ "account_age_days": 1078, "account_id": "ACCT-76D9F239FF68", "baseline_risk_score": 0.126, "kyc_tier": "tier_1", "session_entropy": 0.786 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 396, "timestamp": "2026-01-04T23:30:00Z", "transaction_amount_usd": 1889301.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1389556.2, "financial_exposure_usd": 2717060.63, "recoverable_pct": 0.798 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103402", "label": "fraudulent", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-03T08:42:00Z", "trace_id": "81378345-7c74-a009-7f34-3625e589af94" }
{ "account_age_days": 917, "account_id": "ACCT-1B761D3682CC", "baseline_risk_score": 0.259, "kyc_tier": "tier_1", "session_entropy": 0.699 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 317, "timestamp": "2026-01-02T20:50:00Z", "transaction_amount_usd": 23.68 }, { "asset": "EUR", "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": 0.548, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3309661.78, "financial_exposure_usd": 6688883.81, "recoverable_pct": 0.741 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105138", "label": "fraudulent", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-04T13:38:00Z", "trace_id": "9f558d2d-c7ea-6672-3461-678123635164" }
{ "account_age_days": 427, "account_id": "ACCT-E109D10855B9", "baseline_risk_score": 0.163, "kyc_tier": "tier_1", "session_entropy": 0.911 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 89, "timestamp": "2026-01-04T08:34:00Z", "transaction_amount_usd": 24.99 }, { "asset": "SOL", "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": 0.937, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4830866.86, "financial_exposure_usd": 6652868.19, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103840", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-03T16:00:00Z", "trace_id": "fd528bf5-097c-c91a-d3a4-6743113d8a25" }
{ "account_age_days": 1718, "account_id": "ACCT-CA6637C5041F", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.357 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 360, "timestamp": "2026-01-03T16:00:00Z", "transaction_amount_usd": 1553270.32 }, { "asset": "JPY", "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": 0.688, "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": 2790658.56, "financial_exposure_usd": 3348041.63, "recoverable_pct": 0.538 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106912", "label": "benign", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-05T19:12:00Z", "trace_id": "657f2d31-a7e4-c61d-c670-f4842ab0041d" }
{ "account_age_days": 870, "account_id": "ACCT-DE64776D5C96", "baseline_risk_score": 0.149, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 124, "timestamp": "2026-01-05T19:12:00Z", "transaction_amount_usd": 11696.73 }, { "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": 0.537, "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": 2095.57, "financial_exposure_usd": 2278.21, "recoverable_pct": 0.837 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101927", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-02T08:07:00Z", "trace_id": "1ffde73a-1ca8-28af-6487-bd8c85abd5f8" }
{ "account_age_days": 286, "account_id": "ACCT-B0CADEE973CB", "baseline_risk_score": 0.542, "kyc_tier": "tier_1", "session_entropy": 0.94 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 183, "timestamp": "2026-01-02T01:56:00Z", "transaction_amount_usd": 0.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.404, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "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": 285030.97, "financial_exposure_usd": 308008.47, "recoverable_pct": 0.553 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100935", "label": "fraudulent", "label_confidence": 0.835, "severity": "low", "timestamp": "2026-01-01T15:35:00Z", "trace_id": "580d806b-9671-e209-22d4-a73916fb37d8" }
{ "account_age_days": 1956, "account_id": "ACCT-0E850E6B4C19", "baseline_risk_score": 0.564, "kyc_tier": "tier_3", "session_entropy": 0.149 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 235, "timestamp": "2026-01-01T12:42:00Z", "transaction_amount_usd": 16.41 }, { "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": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 641113.98, "financial_exposure_usd": 970152.36, "recoverable_pct": 0.469 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102960", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-03T01:20:00Z", "trace_id": "b2a50fb0-2b09-3347-0c74-b24fedd6b9d1" }
{ "account_age_days": 709, "account_id": "ACCT-6FC5636E2D05", "baseline_risk_score": 0.439, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 263, "timestamp": "2026-01-03T01:20:00Z", "transaction_amount_usd": 18065 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "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": 296424.89, "financial_exposure_usd": 560283.75, "recoverable_pct": 0.153 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108490", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-06T21:30:00Z", "trace_id": "36c5c876-2ae0-c077-ee22-bcde16c757c0" }
{ "account_age_days": 1440, "account_id": "ACCT-F3D82A7E39F6", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.17 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1053, "timestamp": "2026-01-06T21:30:00Z", "transaction_amount_usd": 13178.39 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.585, "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": 2849.81, "financial_exposure_usd": 3999.43, "recoverable_pct": 0.91 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101859", "label": "fraudulent", "label_confidence": 0.96, "severity": "high", "timestamp": "2026-01-02T06:59:00Z", "trace_id": "4d055c39-500c-62d3-8040-b31db80411d3" }
{ "account_age_days": 650, "account_id": "ACCT-3A27E02AF6B8", "baseline_risk_score": 0.549, "kyc_tier": "tier_1", "session_entropy": 0.428 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 327, "timestamp": "2026-01-02T06:59:00Z", "transaction_amount_usd": 111203.87 }, { "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": 0.654, "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": 570192.69, "financial_exposure_usd": 915141.29, "recoverable_pct": 0.836 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106822", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-05T17:42:00Z", "trace_id": "93114807-a2bb-eefe-8a4e-d65a06fed46c" }
{ "account_age_days": 254, "account_id": "ACCT-D611C40F19F7", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 644, "timestamp": "2026-01-05T17:42:00Z", "transaction_amount_usd": 14946.38 }, { "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": 0.661, "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": 3338.59, "financial_exposure_usd": 4384.59, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108965", "label": "benign", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-07T05:25:00Z", "trace_id": "788dfbce-e12b-cda2-39ee-cefd53277939" }
{ "account_age_days": 86, "account_id": "ACCT-30E519A27013", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 354, "timestamp": "2026-01-06T16:49:00Z", "transaction_amount_usd": 23.37 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3550.89, "financial_exposure_usd": 3791.03, "recoverable_pct": 0.423 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109506", "label": "benign", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-07T14:26:00Z", "trace_id": "0c1d190f-cfb5-2f6d-3259-a20b63b9f67e" }
{ "account_age_days": 1434, "account_id": "ACCT-7A6D90FEADC7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 371, "timestamp": "2026-01-07T14:26:00Z", "transaction_amount_usd": 7184.31 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2022.23, "financial_exposure_usd": 2109.09, "recoverable_pct": 0.784 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105434", "label": "fraudulent", "label_confidence": 0.944, "severity": "medium", "timestamp": "2026-01-04T18:34:00Z", "trace_id": "8c2adda9-22f5-f3ff-add0-35fb91bea4e4" }
{ "account_age_days": 523, "account_id": "ACCT-1B6305809989", "baseline_risk_score": 0.307, "kyc_tier": "tier_2", "session_entropy": 0.542 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 200, "timestamp": "2026-01-04T18:34:00Z", "transaction_amount_usd": 479789.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.562, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1194503.05, "financial_exposure_usd": 2120727.37, "recoverable_pct": 0.683 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100314", "label": "fraudulent", "label_confidence": 0.955, "severity": "critical", "timestamp": "2026-01-01T05:14:00Z", "trace_id": "4f3fbe07-9dba-68ea-b6ef-2c437b939d83" }
{ "account_age_days": 405, "account_id": "ACCT-11F0A92322B2", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.586 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1033, "timestamp": "2026-01-01T05:14:00Z", "transaction_amount_usd": 110869.83 }, { "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": 0.7, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING ...
{ "customer_funds_at_risk_usd": 284402.92, "financial_exposure_usd": 471350.78, "recoverable_pct": 0.404 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108058", "label": "benign", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-06T14:18:00Z", "trace_id": "00ec5e2c-f67d-4c11-8db0-8c705fc3f275" }
{ "account_age_days": 1454, "account_id": "ACCT-9A368E20FB8A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 266, "timestamp": "2026-01-06T11:58:00Z", "transaction_amount_usd": 4.48 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2412.94, "financial_exposure_usd": 2449.47, "recoverable_pct": 0.906 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101189", "label": "fraudulent", "label_confidence": 0.789, "severity": "low", "timestamp": "2026-01-01T19:49:00Z", "trace_id": "73016774-f8b2-95cd-2d47-c29defbff611" }
{ "account_age_days": 1784, "account_id": "ACCT-289CAC89B4E1", "baseline_risk_score": 0.643, "kyc_tier": "tier_2", "session_entropy": 0.846 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 201, "timestamp": "2026-01-01T09:05:00Z", "transaction_amount_usd": 7.61 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.685, "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": 546821.95, "financial_exposure_usd": 728144.47, "recoverable_pct": 0.087 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107459", "label": "benign", "label_confidence": 0.595, "severity": "medium", "timestamp": "2026-01-06T04:19:00Z", "trace_id": "da1aed93-c392-0347-a68e-27b356003fcb" }
{ "account_age_days": 445, "account_id": "ACCT-F0E6B81D7957", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.649 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 453, "timestamp": "2026-01-06T04:19:00Z", "transaction_amount_usd": 2426.48 }, { "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": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1600.36, "financial_exposure_usd": 2238.19, "recoverable_pct": 0.405 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107427", "label": "benign", "label_confidence": 0.544, "severity": "high", "timestamp": "2026-01-06T03:47:00Z", "trace_id": "c3e04f7b-9a8f-4a15-9249-b186cda327d5" }
{ "account_age_days": 941, "account_id": "ACCT-CDBDD174535F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 253, "timestamp": "2026-01-05T19:09:00Z", "transaction_amount_usd": 19.66 }, { "asset": "SOL", "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": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4899.71, "financial_exposure_usd": 5135.97, "recoverable_pct": 0.837 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104898", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-04T09:38:00Z", "trace_id": "b5b5911b-c1e8-b190-2047-6522da8d39d7" }
{ "account_age_days": 622, "account_id": "ACCT-B6BFF1F7463A", "baseline_risk_score": 0.253, "kyc_tier": "tier_2", "session_entropy": 0.604 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 944, "timestamp": "2026-01-04T09:38:00Z", "transaction_amount_usd": 1443764.04 }, { "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": 0.615, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2948315.91, "financial_exposure_usd": 6164975.69, "recoverable_pct": 0.691 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107643", "label": "benign", "label_confidence": 0.458, "severity": "high", "timestamp": "2026-01-06T07:23:00Z", "trace_id": "f9a4ea04-fe92-c870-8970-a751e92a457d" }
{ "account_age_days": 667, "account_id": "ACCT-7D921CD8DC72", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.91 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 123, "timestamp": "2026-01-06T07:23:00Z", "transaction_amount_usd": 7993.53 }, { "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": 0.736, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 112.9, "financial_exposure_usd": 182.83, "recoverable_pct": 0.684 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100238", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-01T03:58:00Z", "trace_id": "39c29259-7310-453d-a962-a21a0fafba84" }
{ "account_age_days": 1150, "account_id": "ACCT-F316891D8896", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 301, "timestamp": "2025-12-31T17:01:00Z", "transaction_amount_usd": 5.1 }, { "asset": "USDC", "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": 0.896, "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": 378945.76, "financial_exposure_usd": 877800.83, "recoverable_pct": 0.153 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108874", "label": "benign", "label_confidence": 0.649, "severity": "low", "timestamp": "2026-01-07T03:54:00Z", "trace_id": "78607b9c-7b9d-1155-db53-e763c3dfde1d" }
{ "account_age_days": 1564, "account_id": "ACCT-0B8D5DDD58F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.877 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 511, "timestamp": "2026-01-07T03:54:00Z", "transaction_amount_usd": 11151.83 }, { "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": 0.614, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 994.76, "financial_exposure_usd": 1718.74, "recoverable_pct": 0.987 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100710", "label": "fraudulent", "label_confidence": 0.881, "severity": "low", "timestamp": "2026-01-01T11:50:00Z", "trace_id": "ae4fe8b4-b2b9-7b7a-bdb5-f4e42e914282" }
{ "account_age_days": 826, "account_id": "ACCT-BD2D09F70CA2", "baseline_risk_score": 0.509, "kyc_tier": "tier_2", "session_entropy": 0.366 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 365, "timestamp": "2026-01-01T07:25:00Z", "transaction_amount_usd": 21.85 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.371, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 503741.68, "financial_exposure_usd": 769567.68, "recoverable_pct": 0.227 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101450", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-02T00:10:00Z", "trace_id": "7f89ea7a-2eb9-ace2-69dd-1c31544f7199" }
{ "account_age_days": 1594, "account_id": "ACCT-4DCBFACC3B0E", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.707 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 417, "timestamp": "2026-01-02T00:10:00Z", "transaction_amount_usd": 8956.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.385, "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": 517423.62, "financial_exposure_usd": 636802.94, "recoverable_pct": 0.267 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100566", "label": "fraudulent", "label_confidence": 0.762, "severity": "high", "timestamp": "2026-01-01T09:26:00Z", "trace_id": "e391bb7f-7843-ddd8-51e3-942fbd634026" }
{ "account_age_days": 410, "account_id": "ACCT-A165E72A0411", "baseline_risk_score": 0.596, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 326, "timestamp": "2026-01-01T02:53:00Z", "transaction_amount_usd": 5.04 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 345764.52, "financial_exposure_usd": 412264.05, "recoverable_pct": 0.582 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103204", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-03T05:24:00Z", "trace_id": "1e21ccde-ec48-79ac-064d-3c3641fd9c5e" }
{ "account_age_days": 756, "account_id": "ACCT-6FE74035BF6D", "baseline_risk_score": 0.415, "kyc_tier": "tier_3", "session_entropy": 0.333 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 247, "timestamp": "2026-01-03T05:24:00Z", "transaction_amount_usd": 101605.31 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.427, "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": 226316.72, "financial_exposure_usd": 457121.55, "recoverable_pct": 0.238 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102733", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-02T21:33:00Z", "trace_id": "19150828-f868-c506-aab3-38511b0ba56c" }
{ "account_age_days": 246, "account_id": "ACCT-4E64AE8042C6", "baseline_risk_score": 0.62, "kyc_tier": "tier_1", "session_entropy": 0.922 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 285, "timestamp": "2026-01-02T15:38:00Z", "transaction_amount_usd": 8.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.544, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 693523.09, "financial_exposure_usd": 1081656.66, "recoverable_pct": 0.158 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109535", "label": "benign", "label_confidence": 0.494, "severity": "low", "timestamp": "2026-01-07T14:55:00Z", "trace_id": "689bab35-34a6-39ba-5c1e-b7963973ecca" }
{ "account_age_days": 699, "account_id": "ACCT-DEBBA6DB98ED", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.122 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 382, "timestamp": "2026-01-07T06:28:00Z", "transaction_amount_usd": 1.56 }, { "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": 0.622, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1693.48, "financial_exposure_usd": 1862.43, "recoverable_pct": 0.861 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105093", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-04T12:53:00Z", "trace_id": "bdc1692e-8cb5-8d97-3bff-7fb9660115b6" }
{ "account_age_days": 1916, "account_id": "ACCT-BB74B8B8B218", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 343, "timestamp": "2026-01-04T04:06:00Z", "transaction_amount_usd": 5.68 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.865, "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": 2787810.31, "financial_exposure_usd": 2895285.98, "recoverable_pct": 0.922 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101773", "label": "fraudulent", "label_confidence": 0.954, "severity": "medium", "timestamp": "2026-01-02T05:33:00Z", "trace_id": "20e7bd4d-8d3d-fb98-f7d8-19a925973a4c" }
{ "account_age_days": 491, "account_id": "ACCT-FAAAA5F61D4B", "baseline_risk_score": 0.485, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 192, "timestamp": "2026-01-02T05:33:00Z", "transaction_amount_usd": 1916.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.882, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 426292.11, "financial_exposure_usd": 780780.58, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108925", "label": "benign", "label_confidence": 0.489, "severity": "low", "timestamp": "2026-01-07T04:45:00Z", "trace_id": "b1bfb6e1-c523-e558-3e82-46543df4c9f1" }
{ "account_age_days": 1462, "account_id": "ACCT-D87BFC41E9B0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.367 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 787, "timestamp": "2026-01-07T04:45:00Z", "transaction_amount_usd": 3434.14 }, { "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": 0.476, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2005.65, "financial_exposure_usd": 3487.23, "recoverable_pct": 0.669 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107093", "label": "benign", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-05T22:13:00Z", "trace_id": "1d9e575f-9a95-7d63-7da6-a144ef41e1d4" }
{ "account_age_days": 1451, "account_id": "ACCT-FC2FACB49A30", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1034, "timestamp": "2026-01-05T22:13:00Z", "transaction_amount_usd": 5361.46 }, { "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": 0.543, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1490.06, "financial_exposure_usd": 1846.47, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100914", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-01T15:14:00Z", "trace_id": "c8147819-825f-5cb7-8f83-a4dcc1d393af" }
{ "account_age_days": 584, "account_id": "ACCT-C9E66D52ACCB", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.354 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 945, "timestamp": "2026-01-01T15:14:00Z", "transaction_amount_usd": 93759.42 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.412, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 552128.14, "financial_exposure_usd": 827807.16, "recoverable_pct": 0.291 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103582", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-03T11:42:00Z", "trace_id": "988b103a-8548-91ba-ea54-0ff98e2601c9" }
{ "account_age_days": 1881, "account_id": "ACCT-DF39E6A1D5B8", "baseline_risk_score": 0.189, "kyc_tier": "tier_1", "session_entropy": 0.615 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1043, "timestamp": "2026-01-03T11:42:00Z", "transaction_amount_usd": 2095341.21 }, { "asset": "EUR", "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": 0.747, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3294306.24, "financial_exposure_usd": 4691449.12, "recoverable_pct": 0.675 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102712", "label": "fraudulent", "label_confidence": 0.955, "severity": "medium", "timestamp": "2026-01-02T21:12:00Z", "trace_id": "ab64fa0c-d84f-2ce0-8912-e2aea023a2b9" }
{ "account_age_days": 18, "account_id": "ACCT-2D3D7D862F27", "baseline_risk_score": 0.334, "kyc_tier": "tier_1", "session_entropy": 0.253 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 993, "timestamp": "2026-01-02T21:12:00Z", "transaction_amount_usd": 70485.02 }, { "asset": "SOL", "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": 0.758, "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": 844212.59, "financial_exposure_usd": 987426.01, "recoverable_pct": 0.124 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108060", "label": "benign", "label_confidence": 0.502, "severity": "medium", "timestamp": "2026-01-06T14:20:00Z", "trace_id": "838d7685-d37d-466b-d220-aef89f27b7d4" }
{ "account_age_days": 1761, "account_id": "ACCT-72B515574BC6", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.839 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 126, "timestamp": "2026-01-06T07:45:00Z", "transaction_amount_usd": 15.18 }, { "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": 0.707, "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": 1368.82, "financial_exposure_usd": 2742.74, "recoverable_pct": 0.981 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109034", "label": "benign", "label_confidence": 0.6, "severity": "low", "timestamp": "2026-01-07T06:34:00Z", "trace_id": "498f1a1a-d7c1-200c-a9ec-56a897674c6b" }
{ "account_age_days": 1583, "account_id": "ACCT-E8F6662E3403", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.305 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 637, "timestamp": "2026-01-07T06:34:00Z", "transaction_amount_usd": 7196.04 }, { "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": 0.74, "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": 4907.03, "financial_exposure_usd": 6417.89, "recoverable_pct": 0.639 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100317", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-01T05:17:00Z", "trace_id": "675684ce-0ce3-dcce-0b2a-29944cffa037" }
{ "account_age_days": 519, "account_id": "ACCT-FFD04FA69170", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 341, "timestamp": "2026-01-01T05:17:00Z", "transaction_amount_usd": 91808.91 }, { "asset": "USDT", "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": 0.829, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 487386.3, "financial_exposure_usd": 651771.53, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102538", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-02T18:18:00Z", "trace_id": "359c7210-62d1-163f-db30-933c7a10bd38" }
{ "account_age_days": 1449, "account_id": "ACCT-C7F726394667", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 438, "timestamp": "2026-01-02T18:18:00Z", "transaction_amount_usd": 90640.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.683, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 239992.76, "financial_exposure_usd": 412749.01, "recoverable_pct": 0.383 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102719", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-02T21:19:00Z", "trace_id": "72d60d21-7498-263b-1838-63169d996e0a" }
{ "account_age_days": 954, "account_id": "ACCT-B44D1741588C", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.493 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 957, "timestamp": "2026-01-02T21:19:00Z", "transaction_amount_usd": 63498.57 }, { "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": 0.71, "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 HAV...
{ "customer_funds_at_risk_usd": 543190.97, "financial_exposure_usd": 733164.21, "recoverable_pct": 0.27 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102626", "label": "fraudulent", "label_confidence": 0.961, "severity": "medium", "timestamp": "2026-01-02T19:46:00Z", "trace_id": "d2aba2c9-a909-483c-c5fb-c7ccac743edc" }
{ "account_age_days": 228, "account_id": "ACCT-A96B252AC516", "baseline_risk_score": 0.487, "kyc_tier": "tier_3", "session_entropy": 0.499 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 247, "timestamp": "2026-01-02T15:05:00Z", "transaction_amount_usd": 11.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.925, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 307804.19, "financial_exposure_usd": 341173.67, "recoverable_pct": 0.391 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108405", "label": "benign", "label_confidence": 0.453, "severity": "critical", "timestamp": "2026-01-06T20:05:00Z", "trace_id": "3f506d8c-0671-9d74-91f8-44bde618f3d9" }
{ "account_age_days": 1247, "account_id": "ACCT-73949C4271EA", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.671 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 224, "timestamp": "2026-01-06T11:16:00Z", "transaction_amount_usd": 14.84 }, { "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": 0.605, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5242.71, "financial_exposure_usd": 6938.28, "recoverable_pct": 0.514 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100837", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-01T13:57:00Z", "trace_id": "cc85d56c-2ade-3fb2-9573-1c338f7a32e1" }
{ "account_age_days": 768, "account_id": "ACCT-418FBAB03D56", "baseline_risk_score": 0.461, "kyc_tier": "tier_3", "session_entropy": 0.272 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 789, "timestamp": "2026-01-01T13:57:00Z", "transaction_amount_usd": 106528.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "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": 346162.7, "financial_exposure_usd": 748263.12, "recoverable_pct": 0.793 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102822", "label": "fraudulent", "label_confidence": 0.769, "severity": "low", "timestamp": "2026-01-02T23:02:00Z", "trace_id": "d6b02ea6-46a3-0f5d-07a4-1412dcc9567a" }
{ "account_age_days": 1990, "account_id": "ACCT-C90AF10116AB", "baseline_risk_score": 0.601, "kyc_tier": "tier_1", "session_entropy": 0.633 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 810, "timestamp": "2026-01-02T23:02:00Z", "transaction_amount_usd": 86742.31 }, { "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": 0.594, "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": 332058.54, "financial_exposure_usd": 472370.91, "recoverable_pct": 0.193 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102556", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-02T18:36:00Z", "trace_id": "285ab9d7-5ccd-de73-d43c-1ff1a26e2d44" }
{ "account_age_days": 1240, "account_id": "ACCT-DCA150A176FD", "baseline_risk_score": 0.47, "kyc_tier": "tier_2", "session_entropy": 0.357 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 334, "timestamp": "2026-01-02T13:25:00Z", "transaction_amount_usd": 18.06 }, { "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": 0.386, "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": 475776.07, "financial_exposure_usd": 558782.49, "recoverable_pct": 0.436 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109942", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-07T21:42:00Z", "trace_id": "82f08e09-c61b-867a-4949-cbe9a4c9a7b3" }
{ "account_age_days": 188, "account_id": "ACCT-95CA94031BF3", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 178, "timestamp": "2026-01-07T12:42:00Z", "transaction_amount_usd": 13.22 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3104.59, "financial_exposure_usd": 3189.28, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106786", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-05T17:06:00Z", "trace_id": "e0e29f4a-d67f-a915-5760-b38c9834c62e" }
{ "account_age_days": 1753, "account_id": "ACCT-381BEC76FE9E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 665, "timestamp": "2026-01-05T17:06:00Z", "transaction_amount_usd": 526.01 }, { "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": 0.538, "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": 3153.88, "financial_exposure_usd": 4070.7, "recoverable_pct": 0.695 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109011", "label": "benign", "label_confidence": 0.497, "severity": "medium", "timestamp": "2026-01-07T06:11:00Z", "trace_id": "b75b6edc-bc9b-d649-349e-9f8dccb82cc4" }
{ "account_age_days": 168, "account_id": "ACCT-259BA1D45CC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 761, "timestamp": "2026-01-07T06:11:00Z", "transaction_amount_usd": 3133.22 }, { "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": 0.626, "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": 3425.7, "financial_exposure_usd": 3538.82, "recoverable_pct": 0.627 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107512", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-06T05:12:00Z", "trace_id": "05ab524a-0a97-1ca8-d67f-1825dd43327f" }
{ "account_age_days": 476, "account_id": "ACCT-D6156F25BBA3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.237 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 394, "timestamp": "2026-01-06T02:57:00Z", "transaction_amount_usd": 17.05 }, { "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": 0.595, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1415.21, "financial_exposure_usd": 2778.72, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106018", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-05T04:18:00Z", "trace_id": "93ab4117-2b41-e4ab-1831-428334a3a341" }
{ "account_age_days": 1977, "account_id": "ACCT-FF965BE48BB7", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.487 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 572, "timestamp": "2026-01-05T04:18:00Z", "transaction_amount_usd": 2162883.93 }, { "asset": "USDT", "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": 0.898, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1516628.47, "financial_exposure_usd": 2817703.89, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100924", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-01T15:24:00Z", "trace_id": "81f211d7-153d-b7db-0e63-aaa7a3771146" }
{ "account_age_days": 1968, "account_id": "ACCT-29E7D32CB3D7", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 855, "timestamp": "2026-01-01T15:24:00Z", "transaction_amount_usd": 25700.61 }, { "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": 0.676, "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": 877165.83, "financial_exposure_usd": 1081699.69, "recoverable_pct": 0.118 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101254", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-01T20:54:00Z", "trace_id": "9ee1c695-49ab-4042-4722-ff16a4c63f8a" }
{ "account_age_days": 81, "account_id": "ACCT-A6081C6A11B8", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.294 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1103, "timestamp": "2026-01-01T20:54:00Z", "transaction_amount_usd": 17963.02 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.905, "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": 559720.43, "financial_exposure_usd": 765559.4, "recoverable_pct": 0.499 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107406", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-06T03:26:00Z", "trace_id": "56ddc5d8-9637-72e3-524e-7241cee044e6" }
{ "account_age_days": 1520, "account_id": "ACCT-A77E47A43C76", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 191, "timestamp": "2026-01-05T18:10:00Z", "transaction_amount_usd": 17.96 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.761, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 709.19, "financial_exposure_usd": 921.05, "recoverable_pct": 0.461 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109519", "label": "benign", "label_confidence": 0.476, "severity": "critical", "timestamp": "2026-01-07T14:39:00Z", "trace_id": "6d732e75-88ce-043f-7fc9-22698fdb06c2" }
{ "account_age_days": 1981, "account_id": "ACCT-FD57BCF99ED4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.6 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 187, "timestamp": "2026-01-07T14:39:00Z", "transaction_amount_usd": 10823.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.622, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2166.03, "financial_exposure_usd": 3613.89, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }