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-108848", "label": "benign", "label_confidence": 0.481, "severity": "high", "timestamp": "2026-01-07T03:28:00Z", "trace_id": "884c4ad2-9897-65ac-82e9-d6160aa7b69d" }
{ "account_age_days": 759, "account_id": "ACCT-A7B4C1B14BAF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.618 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 326, "timestamp": "2026-01-06T23:02:00Z", "transaction_amount_usd": 8.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.736, "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": 2820.43, "financial_exposure_usd": 2960.21, "recoverable_pct": 0.902 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105022", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-04T11:42:00Z", "trace_id": "c506fbe5-679f-b968-e696-57d62a4c83ab" }
{ "account_age_days": 233, "account_id": "ACCT-746892029233", "baseline_risk_score": 0.246, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 991, "timestamp": "2026-01-04T11:42:00Z", "transaction_amount_usd": 2143884.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.563, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1041686.68, "financial_exposure_usd": 1818016.69, "recoverable_pct": 0.634 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108256", "label": "benign", "label_confidence": 0.549, "severity": "medium", "timestamp": "2026-01-06T17:36:00Z", "trace_id": "04ff7726-7dde-1835-e262-2616e925b050" }
{ "account_age_days": 1366, "account_id": "ACCT-D2D87758B5EF", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.233 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 396, "timestamp": "2026-01-06T05:23:00Z", "transaction_amount_usd": 0.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1820.73, "financial_exposure_usd": 2202.91, "recoverable_pct": 0.944 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105851", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-05T01:31:00Z", "trace_id": "07ae91aa-49cb-4004-d52e-35db7dabb7fa" }
{ "account_age_days": 1049, "account_id": "ACCT-D5D28F92C7E1", "baseline_risk_score": 0.09, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 676, "timestamp": "2026-01-05T01:31:00Z", "transaction_amount_usd": 1150439.38 }, { "asset": "BTC", "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": 0.779, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1357660.58, "financial_exposure_usd": 1458784.14, "recoverable_pct": 0.652 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105661", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-04T22:21:00Z", "trace_id": "88c9d2c4-de08-4426-c254-54e9efad326c" }
{ "account_age_days": 1196, "account_id": "ACCT-2A88B60EC490", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.263 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 109, "timestamp": "2026-01-04T22:21:00Z", "transaction_amount_usd": 1999914.77 }, { "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": 0.476, "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": 2478213.93, "financial_exposure_usd": 5119067.73, "recoverable_pct": 0.981 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108573", "label": "benign", "label_confidence": 0.69, "severity": "medium", "timestamp": "2026-01-06T22:53:00Z", "trace_id": "b0f22847-a495-795b-dc66-65cbfa3d0243" }
{ "account_age_days": 392, "account_id": "ACCT-82A39DA90369", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 637, "timestamp": "2026-01-06T22:53:00Z", "transaction_amount_usd": 13276.16 }, { "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": 0.689, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 103.57, "financial_exposure_usd": 124.25, "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-104287", "label": "fraudulent", "label_confidence": 0.798, "severity": "medium", "timestamp": "2026-01-03T23:27:00Z", "trace_id": "09c21a3b-9589-c535-5098-b8804712ef72" }
{ "account_age_days": 1980, "account_id": "ACCT-BFF6361A2F3B", "baseline_risk_score": 0.234, "kyc_tier": "tier_3", "session_entropy": 0.68 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 897, "timestamp": "2026-01-03T23:27:00Z", "transaction_amount_usd": 1367604.75 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.672, "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": 2263987.86, "financial_exposure_usd": 5506074.01, "recoverable_pct": 0.881 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105702", "label": "fraudulent", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-04T23:02:00Z", "trace_id": "219a23fd-ed3c-2e1c-c26d-30bfbe428a6c" }
{ "account_age_days": 1598, "account_id": "ACCT-DE1B599BF8FE", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 951, "timestamp": "2026-01-04T23:02:00Z", "transaction_amount_usd": 1321804.03 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.677, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3238800.21, "financial_exposure_usd": 3582719.91, "recoverable_pct": 0.692 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100889", "label": "fraudulent", "label_confidence": 0.852, "severity": "low", "timestamp": "2026-01-01T14:49:00Z", "trace_id": "63f64077-2b2e-4894-49e5-77f27b253660" }
{ "account_age_days": 1513, "account_id": "ACCT-AD0D9D42EDAD", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 247, "timestamp": "2026-01-01T14:49:00Z", "transaction_amount_usd": 17452.3 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.845, "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": 414674.47, "financial_exposure_usd": 546154.09, "recoverable_pct": 0.827 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101683", "label": "fraudulent", "label_confidence": 0.915, "severity": "low", "timestamp": "2026-01-02T04:03:00Z", "trace_id": "6a7cb24e-6577-3eb6-d014-068fd1ee68b3" }
{ "account_age_days": 437, "account_id": "ACCT-7BBCBDC42998", "baseline_risk_score": 0.508, "kyc_tier": "tier_1", "session_entropy": 0.765 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 317, "timestamp": "2026-01-01T18:14:00Z", "transaction_amount_usd": 22.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.774, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 999123.42, "financial_exposure_usd": 1085494.62, "recoverable_pct": 0.765 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107189", "label": "benign", "label_confidence": 0.609, "severity": "high", "timestamp": "2026-01-05T23:49:00Z", "trace_id": "fdb02c61-2e59-3529-f737-cefba1bc5843" }
{ "account_age_days": 1740, "account_id": "ACCT-80D2A969467F", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.194 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 125, "timestamp": "2026-01-05T23:49:00Z", "transaction_amount_usd": 10171.21 }, { "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": 0.64, "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": 4083.76, "financial_exposure_usd": 4217.46, "recoverable_pct": 0.574 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108053", "label": "benign", "label_confidence": 0.735, "severity": "high", "timestamp": "2026-01-06T14:13:00Z", "trace_id": "1a0ad44d-bf95-a7d3-a828-3e4c17c53d15" }
{ "account_age_days": 1172, "account_id": "ACCT-551224C73B15", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.767 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 587, "timestamp": "2026-01-06T14:13:00Z", "transaction_amount_usd": 14084.97 }, { "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": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2665.79, "financial_exposure_usd": 3645.78, "recoverable_pct": 0.61 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103356", "label": "fraudulent", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-03T07:56:00Z", "trace_id": "33b93a5e-5999-45cd-cab5-a5b5c62f1cd7" }
{ "account_age_days": 1955, "account_id": "ACCT-138CFCE50F96", "baseline_risk_score": 0.391, "kyc_tier": "tier_2", "session_entropy": 0.266 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 534, "timestamp": "2026-01-03T07:56:00Z", "transaction_amount_usd": 1849045.91 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.884, "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": 3203219.08, "financial_exposure_usd": 5814051.35, "recoverable_pct": 0.73 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109362", "label": "benign", "label_confidence": 0.598, "severity": "high", "timestamp": "2026-01-07T12:02:00Z", "trace_id": "a5e6bfa8-8711-b1fd-b495-956479f176bd" }
{ "account_age_days": 27, "account_id": "ACCT-372795FBADD8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 332, "timestamp": "2026-01-07T09:16:00Z", "transaction_amount_usd": 19.46 }, { "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": 0.68, "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": 4338.66, "financial_exposure_usd": 6226.11, "recoverable_pct": 0.879 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107437", "label": "benign", "label_confidence": 0.568, "severity": "low", "timestamp": "2026-01-06T03:57:00Z", "trace_id": "4a31fb99-22cf-3b1e-451c-d48b9664c277" }
{ "account_age_days": 1788, "account_id": "ACCT-78DC2C568E94", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.499 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1053, "timestamp": "2026-01-06T03:57:00Z", "transaction_amount_usd": 10142.62 }, { "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": 0.8, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pri...
{ "customer_funds_at_risk_usd": 665.73, "financial_exposure_usd": 1182.65, "recoverable_pct": 0.659 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102911", "label": "fraudulent", "label_confidence": 0.777, "severity": "low", "timestamp": "2026-01-03T00:31:00Z", "trace_id": "554c2f4d-4454-5dd2-3fcd-30a8810c8156" }
{ "account_age_days": 1318, "account_id": "ACCT-8DB3F112AE3B", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.778 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 899, "timestamp": "2026-01-03T00:31:00Z", "transaction_amount_usd": 111698.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "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": 83581.64, "financial_exposure_usd": 144386.29, "recoverable_pct": 0.473 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101729", "label": "fraudulent", "label_confidence": 0.762, "severity": "medium", "timestamp": "2026-01-02T04:49:00Z", "trace_id": "762fd846-2bb0-d957-b639-20f2d8ce5c88" }
{ "account_age_days": 733, "account_id": "ACCT-A68CE07CDE51", "baseline_risk_score": 0.458, "kyc_tier": "tier_1", "session_entropy": 0.16 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 261, "timestamp": "2026-01-02T04:49:00Z", "transaction_amount_usd": 65448.19 }, { "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": 0.94, "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 HAV...
{ "customer_funds_at_risk_usd": 328083.26, "financial_exposure_usd": 682778.31, "recoverable_pct": 0.284 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106896", "label": "benign", "label_confidence": 0.459, "severity": "medium", "timestamp": "2026-01-05T18:56:00Z", "trace_id": "a900fae8-d7f9-da88-7e31-d89f2a01a6eb" }
{ "account_age_days": 1576, "account_id": "ACCT-BBF0173B360E", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.452 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 492, "timestamp": "2026-01-05T18:56:00Z", "transaction_amount_usd": 11177.62 }, { "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": 0.699, "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": 3938.99, "financial_exposure_usd": 4776.04, "recoverable_pct": 0.939 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108173", "label": "benign", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-06T16:13:00Z", "trace_id": "af9d8e5e-bedd-11d2-8efc-dff74e122b1a" }
{ "account_age_days": 292, "account_id": "ACCT-042A877A06C6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.271 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 586, "timestamp": "2026-01-06T16:13:00Z", "transaction_amount_usd": 9089.56 }, { "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": 0.646, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2045.68, "financial_exposure_usd": 2314.82, "recoverable_pct": 0.905 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105072", "label": "fraudulent", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-04T12:32:00Z", "trace_id": "e18a3334-a6ec-d64c-a44f-699f29d3f18d" }
{ "account_age_days": 49, "account_id": "ACCT-6BD68E728F98", "baseline_risk_score": 0.053, "kyc_tier": "tier_3", "session_entropy": 0.707 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 221, "timestamp": "2026-01-04T11:13:00Z", "transaction_amount_usd": 4.39 }, { "asset": "SOL", "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": 0.606, "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": 4938902.55, "financial_exposure_usd": 6229048.34, "recoverable_pct": 0.767 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105925", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-05T02:45:00Z", "trace_id": "b3faee30-8441-ac2f-d920-a990b346eb5f" }
{ "account_age_days": 986, "account_id": "ACCT-7C6DF32B6277", "baseline_risk_score": 0.248, "kyc_tier": "tier_1", "session_entropy": 0.115 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1099, "timestamp": "2026-01-05T02:45:00Z", "transaction_amount_usd": 560217.37 }, { "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": 0.875, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5095456.43, "financial_exposure_usd": 5647365.59, "recoverable_pct": 0.477 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109112", "label": "benign", "label_confidence": 0.512, "severity": "low", "timestamp": "2026-01-07T07:52:00Z", "trace_id": "04290343-7918-51a3-5814-ea601611cf11" }
{ "account_age_days": 549, "account_id": "ACCT-7B746BA16A7B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.379 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 573, "timestamp": "2026-01-07T07:52:00Z", "transaction_amount_usd": 6833.62 }, { "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": 0.609, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1299.34, "financial_exposure_usd": 2129.08, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101621", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-02T03:01:00Z", "trace_id": "b4160d9d-b045-b255-56af-0c4694974d98" }
{ "account_age_days": 660, "account_id": "ACCT-495FBEAE78F0", "baseline_risk_score": 0.409, "kyc_tier": "tier_3", "session_entropy": 0.382 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 875, "timestamp": "2026-01-02T03:01:00Z", "transaction_amount_usd": 66687.4 }, { "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": 0.945, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 768609.48, "financial_exposure_usd": 903465.93, "recoverable_pct": 0.211 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104120", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-03T20:40:00Z", "trace_id": "f7ca4166-5880-e890-70a1-5003e525f8fa" }
{ "account_age_days": 1441, "account_id": "ACCT-ED7E1A81AA05", "baseline_risk_score": 0.065, "kyc_tier": "tier_2", "session_entropy": 0.348 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 516, "timestamp": "2026-01-03T20:40:00Z", "transaction_amount_usd": 1559590.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.366, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3201448.13, "financial_exposure_usd": 3989565.27, "recoverable_pct": 0.618 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107540", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-06T05:40:00Z", "trace_id": "22edd374-979b-426d-7707-b16256f6b01c" }
{ "account_age_days": 231, "account_id": "ACCT-12F737569C8B", "baseline_risk_score": 0.157, "kyc_tier": "tier_3", "session_entropy": 0.767 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 292, "timestamp": "2026-01-06T01:55:00Z", "transaction_amount_usd": 20.32 }, { "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": 0.699, "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": 1158.54, "financial_exposure_usd": 2416.35, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102515", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-02T17:55:00Z", "trace_id": "29c7ca18-86cc-2af4-17e3-0a9a78ee93dd" }
{ "account_age_days": 1041, "account_id": "ACCT-2DD9ED67928F", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.309 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 598, "timestamp": "2026-01-02T17:55:00Z", "transaction_amount_usd": 22687.22 }, { "asset": "JPY", "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 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": 753767.09, "financial_exposure_usd": 988457.49, "recoverable_pct": 0.269 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103519", "label": "fraudulent", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-03T10:39:00Z", "trace_id": "d3d2d422-ba7a-f478-a8ea-8408e58e4a18" }
{ "account_age_days": 1462, "account_id": "ACCT-E8D0BB5A7783", "baseline_risk_score": 0.349, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 389, "timestamp": "2026-01-03T03:51:00Z", "transaction_amount_usd": 6.98 }, { "asset": "EUR", "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": 0.683, "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": 4538493.94, "financial_exposure_usd": 5081473.89, "recoverable_pct": 0.787 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107653", "label": "benign", "label_confidence": 0.461, "severity": "low", "timestamp": "2026-01-06T07:33:00Z", "trace_id": "c83bdb2a-d0e1-e4fd-6ee9-e64d876b745f" }
{ "account_age_days": 1582, "account_id": "ACCT-C4E6FA41F41B", "baseline_risk_score": 0.172, "kyc_tier": "tier_2", "session_entropy": 0.551 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 425, "timestamp": "2026-01-06T07:33:00Z", "transaction_amount_usd": 7815.8 }, { "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": 0.701, "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": 1828.99, "financial_exposure_usd": 2379.04, "recoverable_pct": 0.505 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101193", "label": "fraudulent", "label_confidence": 0.922, "severity": "critical", "timestamp": "2026-01-01T19:53:00Z", "trace_id": "c04b6041-dc80-1ad2-c356-8aa2dc5f3136" }
{ "account_age_days": 154, "account_id": "ACCT-FA8600CD1094", "baseline_risk_score": 0.338, "kyc_tier": "tier_1", "session_entropy": 0.719 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 943, "timestamp": "2026-01-01T19:53:00Z", "transaction_amount_usd": 117172.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.858, "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": 442058.66, "financial_exposure_usd": 760078.05, "recoverable_pct": 0.43 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102530", "label": "fraudulent", "label_confidence": 0.823, "severity": "high", "timestamp": "2026-01-02T18:10:00Z", "trace_id": "2b380047-5d5d-6475-8112-9414bd2c6c1e" }
{ "account_age_days": 456, "account_id": "ACCT-8B1814C92547", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.74 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 281, "timestamp": "2026-01-02T13:37:00Z", "transaction_amount_usd": 0.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1255202.59, "financial_exposure_usd": 1257451.72, "recoverable_pct": 0.652 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105853", "label": "fraudulent", "label_confidence": 0.823, "severity": "high", "timestamp": "2026-01-05T01:33:00Z", "trace_id": "b5dcb76d-b469-ac48-91f6-2bbe8e10f34d" }
{ "account_age_days": 332, "account_id": "ACCT-6333950A8FE4", "baseline_risk_score": 0.356, "kyc_tier": "tier_1", "session_entropy": 0.132 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 648, "timestamp": "2026-01-05T01:33:00Z", "transaction_amount_usd": 2897815.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.498, "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": 755378.43, "financial_exposure_usd": 1797700.57, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101905", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-02T07:45:00Z", "trace_id": "0e07c673-b84a-a0d2-ae74-c395ca02c20f" }
{ "account_age_days": 1603, "account_id": "ACCT-29F4892E9758", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.558 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 374, "timestamp": "2026-01-02T00:21:00Z", "transaction_amount_usd": 18.7 }, { "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": 0.375, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 280192.23, "financial_exposure_usd": 584636.18, "recoverable_pct": 0.21 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102713", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-02T21:13:00Z", "trace_id": "b4171429-ac30-333e-42da-0de847360a1d" }
{ "account_age_days": 587, "account_id": "ACCT-4E992BB5C1DD", "baseline_risk_score": 0.384, "kyc_tier": "tier_3", "session_entropy": 0.598 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1056, "timestamp": "2026-01-02T21:13:00Z", "transaction_amount_usd": 40941.16 }, { "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": 0.895, "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": 374418.12, "financial_exposure_usd": 653410.5, "recoverable_pct": 0.123 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101045", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-01T17:25:00Z", "trace_id": "bd4d75c0-bbd4-437b-4b11-c3bcd4cf4e60" }
{ "account_age_days": 212, "account_id": "ACCT-17D2CF2661D2", "baseline_risk_score": 0.604, "kyc_tier": "tier_1", "session_entropy": 0.376 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 134, "timestamp": "2026-01-01T10:37:00Z", "transaction_amount_usd": 3.63 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.472, "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": 471762.58, "financial_exposure_usd": 607496.98, "recoverable_pct": 0.723 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108916", "label": "benign", "label_confidence": 0.531, "severity": "low", "timestamp": "2026-01-07T04:36:00Z", "trace_id": "a929e654-1a27-7469-b410-1351822ddaf7" }
{ "account_age_days": 246, "account_id": "ACCT-B78093D763C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.246 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 918, "timestamp": "2026-01-07T04:36:00Z", "transaction_amount_usd": 3865.95 }, { "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": 0.584, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 9712.76, "financial_exposure_usd": 9757.16, "recoverable_pct": 0.799 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104870", "label": "fraudulent", "label_confidence": 0.942, "severity": "high", "timestamp": "2026-01-04T09:10:00Z", "trace_id": "83a9da01-b3c8-4576-c7ea-ca03c66e1101" }
{ "account_age_days": 44, "account_id": "ACCT-16CDF9E46CE1", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.454 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 364, "timestamp": "2026-01-04T03:40:00Z", "transaction_amount_usd": 20.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.385, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3308652.72, "financial_exposure_usd": 6627506.71, "recoverable_pct": 0.602 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101467", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-02T00:27:00Z", "trace_id": "b64febd6-f053-0661-fd9d-8a6f6924c3d2" }
{ "account_age_days": 1641, "account_id": "ACCT-3133E368504D", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 154, "timestamp": "2026-01-01T21:26:00Z", "transaction_amount_usd": 20.3 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.815, "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": 428338.89, "financial_exposure_usd": 656385.61, "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-104771", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-04T07:31:00Z", "trace_id": "5d142e4f-b901-4fcd-ec25-63173f5b270c" }
{ "account_age_days": 787, "account_id": "ACCT-ABB1C9F65AF6", "baseline_risk_score": 0.107, "kyc_tier": "tier_3", "session_entropy": 0.671 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 939, "timestamp": "2026-01-04T07:31:00Z", "transaction_amount_usd": 508291.94 }, { "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": 0.435, "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": 4588744.81, "financial_exposure_usd": 6512231.67, "recoverable_pct": 0.922 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105688", "label": "fraudulent", "label_confidence": 0.925, "severity": "medium", "timestamp": "2026-01-04T22:48:00Z", "trace_id": "ac2177fc-50ae-85b8-e4f3-b1e758bcfec4" }
{ "account_age_days": 1225, "account_id": "ACCT-E94049AED587", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 389, "timestamp": "2026-01-04T12:05:00Z", "transaction_amount_usd": 14.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.664, "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": 3142968.38, "financial_exposure_usd": 5281743.44, "recoverable_pct": 0.881 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106110", "label": "fraudulent", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-05T05:50:00Z", "trace_id": "edabf4ca-d601-319f-7edf-6393c45d9b41" }
{ "account_age_days": 137, "account_id": "ACCT-69BC13EC9B79", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.672 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 192, "timestamp": "2026-01-05T00:23:00Z", "transaction_amount_usd": 16.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.423, "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": 5382660.81, "financial_exposure_usd": 5846815.15, "recoverable_pct": 0.852 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100303", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-01T05:03:00Z", "trace_id": "181d8b09-d455-b87e-9322-90235a995017" }
{ "account_age_days": 1504, "account_id": "ACCT-57E69DF9A142", "baseline_risk_score": 0.347, "kyc_tier": "tier_3", "session_entropy": 0.275 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 412, "timestamp": "2026-01-01T05:03:00Z", "transaction_amount_usd": 24894.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.835, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 765169.48, "financial_exposure_usd": 766438.01, "recoverable_pct": 0.249 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100055", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-01T00:55:00Z", "trace_id": "85319f0f-ba53-3122-74b7-96204a73b0bf" }
{ "account_age_days": 409, "account_id": "ACCT-C8E609391D2F", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.19 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1083, "timestamp": "2026-01-01T00:55:00Z", "transaction_amount_usd": 52322.99 }, { "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": 0.817, "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": 366070.95, "financial_exposure_usd": 595476.38, "recoverable_pct": 0.348 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103464", "label": "fraudulent", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-03T09:44:00Z", "trace_id": "011d7285-b324-c5cd-f151-5fcfd5978828" }
{ "account_age_days": 579, "account_id": "ACCT-5E9619EAAB9B", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 817, "timestamp": "2026-01-03T09:44:00Z", "transaction_amount_usd": 1250302.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.415, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 621506.82, "financial_exposure_usd": 1072975.21, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101418", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-01T23:38:00Z", "trace_id": "9a1ba8b8-2074-37b6-e534-9e9a6c9f704d" }
{ "account_age_days": 819, "account_id": "ACCT-DEAB7CBD28FF", "baseline_risk_score": 0.638, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 97, "timestamp": "2026-01-01T18:54:00Z", "transaction_amount_usd": 23.91 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.524, "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": 75846.59, "financial_exposure_usd": 96324.69, "recoverable_pct": 0.149 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108054", "label": "benign", "label_confidence": 0.58, "severity": "medium", "timestamp": "2026-01-06T14:14:00Z", "trace_id": "57e7e125-90eb-834c-a505-6b22a19fad80" }
{ "account_age_days": 955, "account_id": "ACCT-D07FCF1A273C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.499 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 457, "timestamp": "2026-01-06T14:14:00Z", "transaction_amount_usd": 7831.92 }, { "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": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 3760.52, "financial_exposure_usd": 4731.47, "recoverable_pct": 0.519 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108544", "label": "benign", "label_confidence": 0.533, "severity": "medium", "timestamp": "2026-01-06T22:24:00Z", "trace_id": "973679cd-1e5e-196b-1a3b-a5c5f910794f" }
{ "account_age_days": 627, "account_id": "ACCT-0AEC307B86C9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 92, "timestamp": "2026-01-06T22:24:00Z", "transaction_amount_usd": 14678.97 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 22.24, "financial_exposure_usd": 39.36, "recoverable_pct": 0.986 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106005", "label": "fraudulent", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-05T04:05:00Z", "trace_id": "986e2788-2f44-3a19-19e8-5e1b9fb311c6" }
{ "account_age_days": 530, "account_id": "ACCT-3A76D413FD13", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1071, "timestamp": "2026-01-05T04:05:00Z", "transaction_amount_usd": 2265238.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.732, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7190816.32, "financial_exposure_usd": 7277698.78, "recoverable_pct": 0.628 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102385", "label": "fraudulent", "label_confidence": 0.761, "severity": "critical", "timestamp": "2026-01-02T15:45:00Z", "trace_id": "4a8d542b-c009-f032-a442-2a48f08d0c26" }
{ "account_age_days": 244, "account_id": "ACCT-5636EBCF9D0C", "baseline_risk_score": 0.571, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 743, "timestamp": "2026-01-02T15:45:00Z", "transaction_amount_usd": 31979.61 }, { "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": 0.619, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 43889.94, "financial_exposure_usd": 101548.9, "recoverable_pct": 0.43 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108598", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-06T23:18:00Z", "trace_id": "3f143e64-1fd7-1531-674b-f61368977b65" }
{ "account_age_days": 61, "account_id": "ACCT-71456122F64D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 244, "timestamp": "2026-01-06T23:18:00Z", "transaction_amount_usd": 8713.09 }, { "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": 0.599, "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": 1442.99, "financial_exposure_usd": 2064.99, "recoverable_pct": 0.655 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108686", "label": "benign", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-07T00:46:00Z", "trace_id": "d0cfc578-404b-0d72-6881-edfdc4fbada1" }
{ "account_age_days": 1386, "account_id": "ACCT-29BBFAA8B45C", "baseline_risk_score": 0.086, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 267, "timestamp": "2026-01-06T20:43:00Z", "transaction_amount_usd": 2.81 }, { "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": 0.546, "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": 1846.15, "financial_exposure_usd": 4045.91, "recoverable_pct": 0.603 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106414", "label": "fraudulent", "label_confidence": 0.756, "severity": "medium", "timestamp": "2026-01-05T10:54:00Z", "trace_id": "f96b1642-69d7-4966-deb4-097a0d08b992" }
{ "account_age_days": 252, "account_id": "ACCT-D21C59258A67", "baseline_risk_score": 0.154, "kyc_tier": "tier_3", "session_entropy": 0.786 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 313, "timestamp": "2026-01-05T05:25:00Z", "transaction_amount_usd": 5.95 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.647, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2358767.22, "financial_exposure_usd": 2361368.03, "recoverable_pct": 0.859 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100896", "label": "fraudulent", "label_confidence": 0.838, "severity": "critical", "timestamp": "2026-01-01T14:56:00Z", "trace_id": "c27b99f9-0cb8-ea81-ceaa-de532032019e" }
{ "account_age_days": 1659, "account_id": "ACCT-D6D76A365779", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.338 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 983, "timestamp": "2026-01-01T14:56:00Z", "transaction_amount_usd": 100843.81 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.701, "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": 841434.33, "financial_exposure_usd": 1014869.27, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103861", "label": "fraudulent", "label_confidence": 0.739, "severity": "high", "timestamp": "2026-01-03T16:21:00Z", "trace_id": "9fbda1a3-ff85-de79-d2fe-930a7e9d15b3" }
{ "account_age_days": 501, "account_id": "ACCT-E9CECE66D8B9", "baseline_risk_score": 0.226, "kyc_tier": "tier_2", "session_entropy": 0.56 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 812, "timestamp": "2026-01-03T16:21:00Z", "transaction_amount_usd": 2460359.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3687680.43, "financial_exposure_usd": 6705357.33, "recoverable_pct": 0.734 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109423", "label": "benign", "label_confidence": 0.497, "severity": "medium", "timestamp": "2026-01-07T13:03:00Z", "trace_id": "cad196fc-24f8-488e-b7ca-e2cf35b97284" }
{ "account_age_days": 1104, "account_id": "ACCT-BB0FBA0FF315", "baseline_risk_score": 0.077, "kyc_tier": "tier_3", "session_entropy": 0.559 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 972, "timestamp": "2026-01-07T13:03:00Z", "transaction_amount_usd": 10292.35 }, { "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": 0.792, "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": 1789.48, "financial_exposure_usd": 2337.21, "recoverable_pct": 0.535 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109452", "label": "benign", "label_confidence": 0.451, "severity": "high", "timestamp": "2026-01-07T13:32:00Z", "trace_id": "5e6d467f-86da-f9cb-1875-b3d21a205fd4" }
{ "account_age_days": 169, "account_id": "ACCT-9A5876BB7B7B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.826 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 122, "timestamp": "2026-01-07T13:32:00Z", "transaction_amount_usd": 2319.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.692, "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": 733.51, "financial_exposure_usd": 1292.77, "recoverable_pct": 0.806 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103664", "label": "fraudulent", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-03T13:04:00Z", "trace_id": "599d2c42-ba14-c4f8-abce-cd01beada8fa" }
{ "account_age_days": 718, "account_id": "ACCT-D16482DD0D0A", "baseline_risk_score": 0.052, "kyc_tier": "tier_1", "session_entropy": 0.906 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 852, "timestamp": "2026-01-03T13:04:00Z", "transaction_amount_usd": 874369.93 }, { "asset": "USDT", "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": 0.906, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2230837.85, "financial_exposure_usd": 4709546.79, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105242", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-04T15:22:00Z", "trace_id": "a46ebb45-15a1-5d05-daa7-14a54b75eb8b" }
{ "account_age_days": 1707, "account_id": "ACCT-84216C1F6167", "baseline_risk_score": 0.383, "kyc_tier": "tier_3", "session_entropy": 0.61 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 729, "timestamp": "2026-01-04T15:22:00Z", "transaction_amount_usd": 574946.14 }, { "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": 0.719, "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": 2827108.79, "financial_exposure_usd": 5331184.14, "recoverable_pct": 0.755 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101666", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-02T03:46:00Z", "trace_id": "1bded8c0-5685-768f-a6c7-5cc80b132aab" }
{ "account_age_days": 1044, "account_id": "ACCT-C1D4C414D8FB", "baseline_risk_score": 0.463, "kyc_tier": "tier_2", "session_entropy": 0.765 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 256, "timestamp": "2026-01-02T03:46:00Z", "transaction_amount_usd": 27904.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1475852.92, "financial_exposure_usd": 1621009.67, "recoverable_pct": 0.712 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108183", "label": "benign", "label_confidence": 0.598, "severity": "medium", "timestamp": "2026-01-06T16:23:00Z", "trace_id": "3f1c96e3-4344-bc0d-5b83-bfa120be2dc4" }
{ "account_age_days": 1858, "account_id": "ACCT-723616E18EB8", "baseline_risk_score": 0.094, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1034, "timestamp": "2026-01-06T16:23:00Z", "transaction_amount_usd": 5024.06 }, { "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": 0.592, "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": 1594.29, "financial_exposure_usd": 2140.17, "recoverable_pct": 0.678 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108827", "label": "benign", "label_confidence": 0.587, "severity": "low", "timestamp": "2026-01-07T03:07:00Z", "trace_id": "ba7f0032-c9a0-8d47-18e1-d5060433e150" }
{ "account_age_days": 708, "account_id": "ACCT-69162548DB5A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.64 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 913, "timestamp": "2026-01-07T03:07:00Z", "transaction_amount_usd": 4887.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3349.35, "financial_exposure_usd": 5760.49, "recoverable_pct": 0.874 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106236", "label": "fraudulent", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-05T07:56:00Z", "trace_id": "5bbaa2b8-9c67-3106-cf04-0c56660939ce" }
{ "account_age_days": 1352, "account_id": "ACCT-238744454C0F", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.137 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 325, "timestamp": "2026-01-05T05:45:00Z", "transaction_amount_usd": 14.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.457, "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": 694070.85, "financial_exposure_usd": 752323.27, "recoverable_pct": 0.641 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107944", "label": "benign", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-06T12:24:00Z", "trace_id": "cf141833-1f45-39e2-0237-9222f25941de" }
{ "account_age_days": 1311, "account_id": "ACCT-3AB6186787F0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1089, "timestamp": "2026-01-06T12:24:00Z", "transaction_amount_usd": 12199.47 }, { "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": 0.59, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1741.75, "financial_exposure_usd": 2646.09, "recoverable_pct": 0.995 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107019", "label": "benign", "label_confidence": 0.614, "severity": "high", "timestamp": "2026-01-05T20:59:00Z", "trace_id": "51f921a3-2e0e-a282-0ee7-81f8680dce02" }
{ "account_age_days": 1601, "account_id": "ACCT-5F6E78109690", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.68 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 300, "timestamp": "2026-01-05T20:59:00Z", "transaction_amount_usd": 11386.8 }, { "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": 0.781, "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": 730.75, "financial_exposure_usd": 1767, "recoverable_pct": 0.618 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109975", "label": "benign", "label_confidence": 0.477, "severity": "medium", "timestamp": "2026-01-07T22:15:00Z", "trace_id": "76a2481e-948c-d886-3f73-22ef300d22c7" }
{ "account_age_days": 1644, "account_id": "ACCT-7373024DDCDE", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.588 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 680, "timestamp": "2026-01-07T22:15:00Z", "transaction_amount_usd": 5175.11 }, { "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": 0.55, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 472.57, "financial_exposure_usd": 479.56, "recoverable_pct": 0.969 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107597", "label": "benign", "label_confidence": 0.726, "severity": "critical", "timestamp": "2026-01-06T06:37:00Z", "trace_id": "e22ebebf-9c8f-9842-7c7a-657e1098bf1b" }
{ "account_age_days": 1755, "account_id": "ACCT-CF17AAA2CB9A", "baseline_risk_score": 0.089, "kyc_tier": "tier_3", "session_entropy": 0.817 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 563, "timestamp": "2026-01-06T06:37:00Z", "transaction_amount_usd": 5419.27 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 2", "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": 3585.97, "financial_exposure_usd": 5384.9, "recoverable_pct": 0.565 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107362", "label": "benign", "label_confidence": 0.485, "severity": "low", "timestamp": "2026-01-06T02:42:00Z", "trace_id": "e14bf994-3b2e-233b-0246-ff60d9e8ed75" }
{ "account_age_days": 1924, "account_id": "ACCT-FF49ED9A6F22", "baseline_risk_score": 0.095, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 183, "timestamp": "2026-01-06T02:42:00Z", "transaction_amount_usd": 2479.91 }, { "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": 0.499, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4454.92, "financial_exposure_usd": 4889.79, "recoverable_pct": 0.994 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107808", "label": "benign", "label_confidence": 0.49, "severity": "high", "timestamp": "2026-01-06T10:08:00Z", "trace_id": "1a1e90ed-d804-4704-4361-1f4388ab791d" }
{ "account_age_days": 830, "account_id": "ACCT-C8660C8BB72C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.531 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 398, "timestamp": "2026-01-06T07:39:00Z", "transaction_amount_usd": 6.48 }, { "asset": "EUR", "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": 0.765, "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": 3888.08, "financial_exposure_usd": 4441.33, "recoverable_pct": 0.889 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106438", "label": "fraudulent", "label_confidence": 0.847, "severity": "high", "timestamp": "2026-01-05T11:18:00Z", "trace_id": "cf3a3731-254f-b613-af4f-7ca9395d7cbc" }
{ "account_age_days": 1847, "account_id": "ACCT-9EE9EB02B35D", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.208 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 743, "timestamp": "2026-01-05T11:18:00Z", "transaction_amount_usd": 1897922.35 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.728, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3995684.07, "financial_exposure_usd": 5303814.9, "recoverable_pct": 0.612 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108085", "label": "benign", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-06T14:45:00Z", "trace_id": "73bf557e-ed39-1137-b550-efe687d631ab" }
{ "account_age_days": 1093, "account_id": "ACCT-663F731B45E6", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 304, "timestamp": "2026-01-06T11:41:00Z", "transaction_amount_usd": 8.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.472, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1025.52, "financial_exposure_usd": 1326.06, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102915", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-03T00:35:00Z", "trace_id": "cebf3f51-13a3-c47b-777d-e86469798584" }
{ "account_age_days": 782, "account_id": "ACCT-A8D4E61FAA8B", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 550, "timestamp": "2026-01-03T00:35:00Z", "transaction_amount_usd": 119597.56 }, { "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": 0.487, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 661230.87, "financial_exposure_usd": 769227.25, "recoverable_pct": 0.415 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109325", "label": "benign", "label_confidence": 0.55, "severity": "medium", "timestamp": "2026-01-07T11:25:00Z", "trace_id": "c5af1511-3840-3353-1903-f24001096bf8" }
{ "account_age_days": 1515, "account_id": "ACCT-5702D2B05C1D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 700, "timestamp": "2026-01-07T11:25:00Z", "transaction_amount_usd": 14608.14 }, { "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": 0.778, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2759.98, "financial_exposure_usd": 3799.79, "recoverable_pct": 0.458 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101620", "label": "fraudulent", "label_confidence": 0.842, "severity": "low", "timestamp": "2026-01-02T03:00:00Z", "trace_id": "13e1b862-2951-781a-f008-f487e3f44794" }
{ "account_age_days": 1428, "account_id": "ACCT-0CAD49C18BEC", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.198 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1060, "timestamp": "2026-01-02T03:00:00Z", "transaction_amount_usd": 47533.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.443, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 576127.48, "financial_exposure_usd": 717111.95, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108896", "label": "benign", "label_confidence": 0.563, "severity": "low", "timestamp": "2026-01-07T04:16:00Z", "trace_id": "cfd09c2b-5ce7-9bb5-8399-d4a607ded7bb" }
{ "account_age_days": 1929, "account_id": "ACCT-0EDDACD8E2D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.271 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 354, "timestamp": "2026-01-07T02:52:00Z", "transaction_amount_usd": 13.71 }, { "asset": "EUR", "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": 0.596, "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": 1196.61, "financial_exposure_usd": 2203.32, "recoverable_pct": 0.969 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102150", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-02T11:50:00Z", "trace_id": "3e98a76d-597d-36aa-da12-0cb435b413b2" }
{ "account_age_days": 1999, "account_id": "ACCT-CF60BF33B74A", "baseline_risk_score": 0.52, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1172, "timestamp": "2026-01-02T11:50:00Z", "transaction_amount_usd": 3750.38 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.395, "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": 581074.4, "financial_exposure_usd": 603447.08, "recoverable_pct": 0.398 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105105", "label": "fraudulent", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-04T13:05:00Z", "trace_id": "bee58158-d345-69c1-da87-54de41149fc2" }
{ "account_age_days": 1659, "account_id": "ACCT-0811A262AADC", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.382 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 228, "timestamp": "2026-01-04T13:05:00Z", "transaction_amount_usd": 396756.26 }, { "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": 0.369, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2529173.12, "financial_exposure_usd": 2874769.27, "recoverable_pct": 0.93 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105476", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-04T19:16:00Z", "trace_id": "ebc15e61-1841-891f-fcf8-4a95f788edc0" }
{ "account_age_days": 126, "account_id": "ACCT-2EDE3C3D2161", "baseline_risk_score": 0.447, "kyc_tier": "tier_2", "session_entropy": 0.372 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 166, "timestamp": "2026-01-04T13:53:00Z", "transaction_amount_usd": 11.35 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.735, "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": 2517941.51, "financial_exposure_usd": 4576218.75, "recoverable_pct": 0.997 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103561", "label": "fraudulent", "label_confidence": 0.842, "severity": "low", "timestamp": "2026-01-03T11:21:00Z", "trace_id": "1c8116b3-7d35-e9ac-a9ca-274340767f08" }
{ "account_age_days": 715, "account_id": "ACCT-D78B8D8AAD03", "baseline_risk_score": 0.229, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 558, "timestamp": "2026-01-03T11:21:00Z", "transaction_amount_usd": 1658588.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.358, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3663881.59, "financial_exposure_usd": 4351368.32, "recoverable_pct": 0.762 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103579", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-03T11:39:00Z", "trace_id": "7458f3e2-6946-6dd5-2611-7ccd356a5227" }
{ "account_age_days": 1016, "account_id": "ACCT-2BA58E98B830", "baseline_risk_score": 0.382, "kyc_tier": "tier_3", "session_entropy": 0.162 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 250, "timestamp": "2026-01-03T01:54:00Z", "transaction_amount_usd": 2.34 }, { "asset": "USD", "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": 0.806, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3841865.07, "financial_exposure_usd": 8937685.19, "recoverable_pct": 0.876 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103835", "label": "fraudulent", "label_confidence": 0.663, "severity": "high", "timestamp": "2026-01-03T15:55:00Z", "trace_id": "449a2ecc-5f25-c2d3-a97d-3a56a499050b" }
{ "account_age_days": 95, "account_id": "ACCT-B83F927FFE28", "baseline_risk_score": 0.212, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 403, "timestamp": "2026-01-03T15:55:00Z", "transaction_amount_usd": 2593631.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.641, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3661904.5, "financial_exposure_usd": 3741142.23, "recoverable_pct": 0.627 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109403", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-07T12:43:00Z", "trace_id": "d6b8d432-b217-c594-daa7-9f1f0a8e5332" }
{ "account_age_days": 1629, "account_id": "ACCT-3B2E4DCB7404", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.501 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 184, "timestamp": "2026-01-07T12:43:00Z", "transaction_amount_usd": 12843.2 }, { "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": 0.735, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5387.59, "financial_exposure_usd": 6783.78, "recoverable_pct": 0.762 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104236", "label": "fraudulent", "label_confidence": 0.861, "severity": "low", "timestamp": "2026-01-03T22:36:00Z", "trace_id": "cec9ab1d-e83d-8e92-cb8d-3ae8dc08c22a" }
{ "account_age_days": 236, "account_id": "ACCT-6D473FE6E6E3", "baseline_risk_score": 0.196, "kyc_tier": "tier_2", "session_entropy": 0.159 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 318, "timestamp": "2026-01-03T21:17:00Z", "transaction_amount_usd": 8.28 }, { "asset": "EUR", "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": 0.409, "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": 4498659.51, "financial_exposure_usd": 4738478.73, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105371", "label": "fraudulent", "label_confidence": 0.861, "severity": "medium", "timestamp": "2026-01-04T17:31:00Z", "trace_id": "3db4bf13-0e9d-2d53-bedc-069b6735632b" }
{ "account_age_days": 1608, "account_id": "ACCT-E535BBF5C5B2", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.148 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 555, "timestamp": "2026-01-04T17:31:00Z", "transaction_amount_usd": 2644772.52 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3666067.64, "financial_exposure_usd": 6501714.87, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108483", "label": "benign", "label_confidence": 0.574, "severity": "low", "timestamp": "2026-01-06T21:23:00Z", "trace_id": "028b3898-4b90-e8e4-8d6e-76102e8c9bf7" }
{ "account_age_days": 190, "account_id": "ACCT-79102E48AC8B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.542 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 170, "timestamp": "2026-01-06T12:58:00Z", "transaction_amount_usd": 22.87 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.623, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1844.44, "financial_exposure_usd": 3887.73, "recoverable_pct": 0.994 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108043", "label": "benign", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-06T14:03:00Z", "trace_id": "43629f9d-0dba-620b-081f-fef9f0ba6b30" }
{ "account_age_days": 527, "account_id": "ACCT-10E5FA9312D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 392, "timestamp": "2026-01-06T01:33:00Z", "transaction_amount_usd": 7.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.512, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3787.19, "financial_exposure_usd": 4276.12, "recoverable_pct": 0.493 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102597", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-02T19:17:00Z", "trace_id": "2edaf4d4-9c9b-3fe4-441b-fd2c57b73def" }
{ "account_age_days": 1445, "account_id": "ACCT-190821144478", "baseline_risk_score": 0.378, "kyc_tier": "tier_1", "session_entropy": 0.716 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 390, "timestamp": "2026-01-02T19:17:00Z", "transaction_amount_usd": 98607.97 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.457, "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": 1163624.78, "financial_exposure_usd": 1229166.39, "recoverable_pct": 0.381 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101908", "label": "fraudulent", "label_confidence": 0.966, "severity": "critical", "timestamp": "2026-01-02T07:48:00Z", "trace_id": "24cea55f-ddae-4763-7d5f-6b78d62d02d3" }
{ "account_age_days": 754, "account_id": "ACCT-3236CE823D45", "baseline_risk_score": 0.375, "kyc_tier": "tier_3", "session_entropy": 0.601 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 674, "timestamp": "2026-01-02T07:48:00Z", "transaction_amount_usd": 12837.46 }, { "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": 0.444, "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": 524796.87, "financial_exposure_usd": 735632.21, "recoverable_pct": 0.334 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101477", "label": "fraudulent", "label_confidence": 0.978, "severity": "low", "timestamp": "2026-01-02T00:37:00Z", "trace_id": "29c88ba5-d579-a4fc-84a2-79819a474f4d" }
{ "account_age_days": 1544, "account_id": "ACCT-3D40B72A8075", "baseline_risk_score": 0.307, "kyc_tier": "tier_1", "session_entropy": 0.15 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 700, "timestamp": "2026-01-02T00:37:00Z", "transaction_amount_usd": 108960.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.355, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 468770.36, "financial_exposure_usd": 659211.57, "recoverable_pct": 0.144 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109542", "label": "benign", "label_confidence": 0.67, "severity": "medium", "timestamp": "2026-01-07T15:02:00Z", "trace_id": "f9f65dc3-92ec-4ca2-dedc-b6a67d2b9393" }
{ "account_age_days": 1633, "account_id": "ACCT-E0BE9A590F87", "baseline_risk_score": 0.089, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1146, "timestamp": "2026-01-07T15:02:00Z", "transaction_amount_usd": 10789.53 }, { "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": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2362.36, "financial_exposure_usd": 3015.68, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103154", "label": "fraudulent", "label_confidence": 0.89, "severity": "medium", "timestamp": "2026-01-03T04:34:00Z", "trace_id": "1f13b56c-4109-1927-ff24-c6fb584d8ce4" }
{ "account_age_days": 841, "account_id": "ACCT-A553970C6D92", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.839 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1132, "timestamp": "2026-01-03T04:34:00Z", "transaction_amount_usd": 3459.47 }, { "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": 0.928, "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": 323678.65, "financial_exposure_usd": 408008.25, "recoverable_pct": 0.304 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109861", "label": "benign", "label_confidence": 0.509, "severity": "low", "timestamp": "2026-01-07T20:21:00Z", "trace_id": "d5ef28d5-8f57-1f64-09ae-3a7150e8c63e" }
{ "account_age_days": 1382, "account_id": "ACCT-1AB5C8354A2A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.135 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 795, "timestamp": "2026-01-07T20:21:00Z", "transaction_amount_usd": 10022.21 }, { "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": 0.641, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1579.14, "financial_exposure_usd": 1915.71, "recoverable_pct": 0.435 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108794", "label": "benign", "label_confidence": 0.74, "severity": "critical", "timestamp": "2026-01-07T02:34:00Z", "trace_id": "729cfb53-f121-c839-83b6-bc5a336fcfc2" }
{ "account_age_days": 1901, "account_id": "ACCT-6F4D14DA210B", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 246, "timestamp": "2026-01-06T16:12:00Z", "transaction_amount_usd": 21.62 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.717, "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": 2573.44, "financial_exposure_usd": 4603.78, "recoverable_pct": 0.747 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103994", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-03T18:34:00Z", "trace_id": "47f7dc75-e1bc-c6b7-762d-fdabc6e93a7d" }
{ "account_age_days": 163, "account_id": "ACCT-DFCC150A1EF6", "baseline_risk_score": 0.089, "kyc_tier": "tier_2", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 811, "timestamp": "2026-01-03T18:34:00Z", "transaction_amount_usd": 2944940.64 }, { "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": 0.589, "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": 1357526.11, "financial_exposure_usd": 2035164.08, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106984", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-05T20:24:00Z", "trace_id": "8037aaff-8c26-b611-01cd-e017bc2d9601" }
{ "account_age_days": 742, "account_id": "ACCT-FEE4A58CDBC0", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.737 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1047, "timestamp": "2026-01-05T20:24:00Z", "transaction_amount_usd": 277.76 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.532, "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": 2713.43, "financial_exposure_usd": 3026.66, "recoverable_pct": 0.598 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107883", "label": "benign", "label_confidence": 0.504, "severity": "high", "timestamp": "2026-01-06T11:23:00Z", "trace_id": "e587ae87-9567-904b-0cf7-8fb0b365008a" }
{ "account_age_days": 464, "account_id": "ACCT-EAA09C0EA43D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.125 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 196, "timestamp": "2026-01-06T11:23:00Z", "transaction_amount_usd": 12837.61 }, { "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": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1659.71, "financial_exposure_usd": 2688.77, "recoverable_pct": 0.752 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104863", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-04T09:03:00Z", "trace_id": "0f74a1a6-a561-a895-084a-a433e7d79a83" }
{ "account_age_days": 878, "account_id": "ACCT-61BC63F1ECA8", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.936 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 100, "timestamp": "2026-01-04T09:03:00Z", "transaction_amount_usd": 460141.6 }, { "asset": "USDC", "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": 0.808, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 808068.61, "financial_exposure_usd": 1060538.15, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109718", "label": "benign", "label_confidence": 0.646, "severity": "low", "timestamp": "2026-01-07T17:58:00Z", "trace_id": "64f0971a-6791-4513-a828-3400d806a0d5" }
{ "account_age_days": 351, "account_id": "ACCT-3FA656571405", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.126 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 195, "timestamp": "2026-01-07T17:58:00Z", "transaction_amount_usd": 2450.08 }, { "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": 0.706, "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": 3888.25, "financial_exposure_usd": 5074.06, "recoverable_pct": 0.466 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100482", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-01T08:02:00Z", "trace_id": "ba2181f7-a659-6289-c03f-32ef1627e3cf" }
{ "account_age_days": 483, "account_id": "ACCT-E3A94B00F6C2", "baseline_risk_score": 0.586, "kyc_tier": "tier_2", "session_entropy": 0.857 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 203, "timestamp": "2026-01-01T08:02:00Z", "transaction_amount_usd": 66296.87 }, { "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": 0.513, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 321668.63, "financial_exposure_usd": 400368.25, "recoverable_pct": 0.588 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100580", "label": "fraudulent", "label_confidence": 0.883, "severity": "medium", "timestamp": "2026-01-01T09:40:00Z", "trace_id": "2a8b4b9f-cdd9-6308-33d8-fd67a3cc4e45" }
{ "account_age_days": 565, "account_id": "ACCT-E953DEA61844", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 305, "timestamp": "2026-01-01T09:40:00Z", "transaction_amount_usd": 88808.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.517, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 195837.39, "financial_exposure_usd": 331378.17, "recoverable_pct": 0.763 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103717", "label": "fraudulent", "label_confidence": 0.936, "severity": "critical", "timestamp": "2026-01-03T13:57:00Z", "trace_id": "3c9b884b-e6bc-f071-b89f-98b17cb782d0" }
{ "account_age_days": 27, "account_id": "ACCT-861A9BEB82CC", "baseline_risk_score": 0.16, "kyc_tier": "tier_2", "session_entropy": 0.822 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 84, "timestamp": "2026-01-03T03:58:00Z", "transaction_amount_usd": 11.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.879, "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": 2587044.42, "financial_exposure_usd": 4762361, "recoverable_pct": 0.999 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102257", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-02T13:37:00Z", "trace_id": "6fc7beb2-5326-3cab-a5d2-65b45cee4d54" }
{ "account_age_days": 1487, "account_id": "ACCT-0851D87C74F2", "baseline_risk_score": 0.387, "kyc_tier": "tier_1", "session_entropy": 0.163 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 150, "timestamp": "2026-01-02T08:45:00Z", "transaction_amount_usd": 10.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 421981.42, "financial_exposure_usd": 949195.54, "recoverable_pct": 0.448 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }