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-103017", "label": "fraudulent", "label_confidence": 0.92, "severity": "high", "timestamp": "2026-01-03T02:17:00Z", "trace_id": "25fc8a05-b78b-0b65-9903-e621a9c07979" }
{ "account_age_days": 1637, "account_id": "ACCT-7BFAED2CDA4A", "baseline_risk_score": 0.351, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 298, "timestamp": "2026-01-02T16:39:00Z", "transaction_amount_usd": 15.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.93, "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 HAV...
{ "customer_funds_at_risk_usd": 710102.06, "financial_exposure_usd": 975310.81, "recoverable_pct": 0.101 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109214", "label": "benign", "label_confidence": 0.613, "severity": "low", "timestamp": "2026-01-07T09:34:00Z", "trace_id": "0dddfcf0-f80b-312f-e589-1a162a6bf04f" }
{ "account_age_days": 1499, "account_id": "ACCT-2F6FAE2D6DAA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.514 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 454, "timestamp": "2026-01-07T09:34:00Z", "transaction_amount_usd": 4906.16 }, { "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": 0.485, "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": 955.48, "financial_exposure_usd": 1230.26, "recoverable_pct": 0.501 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105883", "label": "fraudulent", "label_confidence": 0.911, "severity": "medium", "timestamp": "2026-01-05T02:03:00Z", "trace_id": "70b4703d-b0ec-9f6a-baad-cc8d482b8abf" }
{ "account_age_days": 516, "account_id": "ACCT-4007A188D581", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.134 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 328, "timestamp": "2026-01-04T13:43:00Z", "transaction_amount_usd": 2.79 }, { "asset": "JPY", "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": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2244762.32, "financial_exposure_usd": 4898493.51, "recoverable_pct": 0.474 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104144", "label": "fraudulent", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-03T21:04:00Z", "trace_id": "e9a0669c-fd69-53ac-c4fb-e186e37e2e71" }
{ "account_age_days": 1900, "account_id": "ACCT-FB5432496B26", "baseline_risk_score": 0.163, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 86, "timestamp": "2026-01-03T08:58:00Z", "transaction_amount_usd": 23.34 }, { "asset": "GBP", "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": 0.736, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4081042.58, "financial_exposure_usd": 7153896.88, "recoverable_pct": 0.971 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101064", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-01T17:44:00Z", "trace_id": "c4eaad2c-57f3-224d-ba6b-2015edfc6a45" }
{ "account_age_days": 1534, "account_id": "ACCT-B0D58F5E9A2F", "baseline_risk_score": 0.502, "kyc_tier": "tier_3", "session_entropy": 0.389 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 366, "timestamp": "2026-01-01T12:57:00Z", "transaction_amount_usd": 17.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.52, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 467894.62, "financial_exposure_usd": 787594.24, "recoverable_pct": 0.523 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109310", "label": "benign", "label_confidence": 0.684, "severity": "high", "timestamp": "2026-01-07T11:10:00Z", "trace_id": "bae49482-88f9-277d-32eb-0b2d68129eef" }
{ "account_age_days": 1394, "account_id": "ACCT-1A0806A81493", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.624 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1015, "timestamp": "2026-01-07T11:10:00Z", "transaction_amount_usd": 7827.54 }, { "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": 0.504, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3810.25, "financial_exposure_usd": 4173.02, "recoverable_pct": 0.791 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108629", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-06T23:49:00Z", "trace_id": "7659c426-15ae-26df-0533-730e771f866e" }
{ "account_age_days": 1947, "account_id": "ACCT-F25E49423C9E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.306 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 675, "timestamp": "2026-01-06T23:49:00Z", "transaction_amount_usd": 4824.63 }, { "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": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1361.19, "financial_exposure_usd": 2615.3, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106941", "label": "benign", "label_confidence": 0.583, "severity": "high", "timestamp": "2026-01-05T19:41:00Z", "trace_id": "a1cd2ae2-f906-1d2f-ad3a-17e2613fba4e" }
{ "account_age_days": 1500, "account_id": "ACCT-E869A80EDABE", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 587, "timestamp": "2026-01-05T19:41:00Z", "transaction_amount_usd": 11479.92 }, { "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": 0.495, "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": 2730.34, "financial_exposure_usd": 3486.93, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103902", "label": "fraudulent", "label_confidence": 0.921, "severity": "low", "timestamp": "2026-01-03T17:02:00Z", "trace_id": "f14c1ea2-05de-6f07-613f-55f51ddf07e4" }
{ "account_age_days": 24, "account_id": "ACCT-94F191787A3B", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.775 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 104, "timestamp": "2026-01-03T17:02:00Z", "transaction_amount_usd": 2893412.63 }, { "asset": "GBP", "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": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2029247.39, "financial_exposure_usd": 2643185.45, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102343", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-02T15:03:00Z", "trace_id": "a59de50d-c672-9dea-02a2-afd85014d4f4" }
{ "account_age_days": 1200, "account_id": "ACCT-4BA6FB5B6981", "baseline_risk_score": 0.53, "kyc_tier": "tier_3", "session_entropy": 0.411 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 949, "timestamp": "2026-01-02T15:03:00Z", "transaction_amount_usd": 69193.49 }, { "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": 0.409, "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": 458327.76, "financial_exposure_usd": 669496.11, "recoverable_pct": 0.085 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108571", "label": "benign", "label_confidence": 0.741, "severity": "low", "timestamp": "2026-01-06T22:51:00Z", "trace_id": "928a7ce6-dc12-a8da-e748-46945d05234c" }
{ "account_age_days": 1840, "account_id": "ACCT-281B5B3374B0", "baseline_risk_score": 0.097, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 81, "timestamp": "2026-01-06T10:33:00Z", "transaction_amount_usd": 24.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.454, "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": 529.83, "financial_exposure_usd": 773.25, "recoverable_pct": 0.779 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102111", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-02T11:11:00Z", "trace_id": "4394c9cf-424f-e84b-9501-6cf535c0a6dd" }
{ "account_age_days": 366, "account_id": "ACCT-94CCB0FC2591", "baseline_risk_score": 0.371, "kyc_tier": "tier_1", "session_entropy": 0.4 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 214, "timestamp": "2026-01-02T11:11:00Z", "transaction_amount_usd": 62658.61 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.735, "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": 388638.78, "financial_exposure_usd": 902508.68, "recoverable_pct": 0.404 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109441", "label": "benign", "label_confidence": 0.509, "severity": "low", "timestamp": "2026-01-07T13:21:00Z", "trace_id": "01ab6112-b423-8989-333b-e6fb78e9211b" }
{ "account_age_days": 1118, "account_id": "ACCT-73EB3228C8A2", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.324 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 133, "timestamp": "2026-01-07T04:58:00Z", "transaction_amount_usd": 10.41 }, { "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": 0.791, "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": 584.1, "financial_exposure_usd": 1438.24, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100627", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-01T10:27:00Z", "trace_id": "1a84b79b-e079-b05a-bb50-b2c2b622a25a" }
{ "account_age_days": 1377, "account_id": "ACCT-35783061CB00", "baseline_risk_score": 0.572, "kyc_tier": "tier_2", "session_entropy": 0.479 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 365, "timestamp": "2026-01-01T06:34:00Z", "transaction_amount_usd": 4.25 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.51, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 244178.85, "financial_exposure_usd": 418315.47, "recoverable_pct": 0.311 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100920", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-01T15:20:00Z", "trace_id": "e976beca-64d3-c064-9b20-936e8182168e" }
{ "account_age_days": 858, "account_id": "ACCT-7E4ED23F82EA", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.822 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1067, "timestamp": "2026-01-01T15:20:00Z", "transaction_amount_usd": 103302.6 }, { "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": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 814620.05, "financial_exposure_usd": 1011153.3, "recoverable_pct": 0.529 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104084", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-03T20:04:00Z", "trace_id": "434b0dfc-2680-7441-3f9a-b1251222b6bb" }
{ "account_age_days": 247, "account_id": "ACCT-6A660DD34DA3", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.738 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 641, "timestamp": "2026-01-03T20:04:00Z", "transaction_amount_usd": 471241.07 }, { "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": 0.844, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3248435.21, "financial_exposure_usd": 4532744.8, "recoverable_pct": 0.735 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101944", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-02T08:24:00Z", "trace_id": "5d7ee5c4-4d48-7adb-d08d-1dba7af45514" }
{ "account_age_days": 1373, "account_id": "ACCT-843E32F3F9A3", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 334, "timestamp": "2026-01-02T01:59:00Z", "transaction_amount_usd": 0.03 }, { "asset": "BTC", "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": 0.444, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 209376.59, "financial_exposure_usd": 488321.65, "recoverable_pct": 0.704 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105334", "label": "fraudulent", "label_confidence": 0.79, "severity": "medium", "timestamp": "2026-01-04T16:54:00Z", "trace_id": "fb664060-5eac-0cfe-d51c-e8a51cc1532d" }
{ "account_age_days": 1765, "account_id": "ACCT-D09B5ACB1A3B", "baseline_risk_score": 0.201, "kyc_tier": "tier_3", "session_entropy": 0.885 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 307, "timestamp": "2026-01-04T12:36:00Z", "transaction_amount_usd": 24.41 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2159061.35, "financial_exposure_usd": 3249577.58, "recoverable_pct": 0.982 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107121", "label": "benign", "label_confidence": 0.627, "severity": "medium", "timestamp": "2026-01-05T22:41:00Z", "trace_id": "90fadb23-1eae-4083-12a5-6a09558d117f" }
{ "account_age_days": 1585, "account_id": "ACCT-56B3645F1D6E", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.948 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 395, "timestamp": "2026-01-05T15:00:00Z", "transaction_amount_usd": 20.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2463.79, "financial_exposure_usd": 4853.56, "recoverable_pct": 0.537 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107931", "label": "benign", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-06T12:11:00Z", "trace_id": "0892efed-8d0a-93b9-3870-80846d2cb200" }
{ "account_age_days": 156, "account_id": "ACCT-81C57DF9146E", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.927 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1091, "timestamp": "2026-01-06T12:11:00Z", "transaction_amount_usd": 14748.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG"...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.713, "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": 2693.22, "financial_exposure_usd": 3194.56, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106658", "label": "fraudulent", "label_confidence": 0.77, "severity": "medium", "timestamp": "2026-01-05T14:58:00Z", "trace_id": "95b781b7-67c5-c2c3-d6eb-0f5618ed4e1e" }
{ "account_age_days": 1582, "account_id": "ACCT-00CDE6BAE1E0", "baseline_risk_score": 0.422, "kyc_tier": "tier_1", "session_entropy": 0.937 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 163, "timestamp": "2026-01-05T04:33:00Z", "transaction_amount_usd": 8.81 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.539, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4172666.11, "financial_exposure_usd": 6372566.68, "recoverable_pct": 0.481 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101775", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-02T05:35:00Z", "trace_id": "8326ca99-4174-63dd-bab1-462528ffca55" }
{ "account_age_days": 1072, "account_id": "ACCT-F845A7C9C2DF", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.481 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1000, "timestamp": "2026-01-02T05:35:00Z", "transaction_amount_usd": 637.01 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.393, "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": 938196.57, "financial_exposure_usd": 1348043.16, "recoverable_pct": 0.118 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107094", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-05T22:14:00Z", "trace_id": "0624bc31-d440-2231-24a1-f347ce7ea402" }
{ "account_age_days": 482, "account_id": "ACCT-51DEC5354E6D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.638 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 346, "timestamp": "2026-01-05T22:14:00Z", "transaction_amount_usd": 14869.24 }, { "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": 0.472, "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": 3627.75, "financial_exposure_usd": 3890.56, "recoverable_pct": 0.978 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100108", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-01T01:48:00Z", "trace_id": "1db3c075-6fb9-de37-7796-048fb4b9fb73" }
{ "account_age_days": 185, "account_id": "ACCT-C5583A17F70D", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.836 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 155, "timestamp": "2025-12-31T16:57:00Z", "transaction_amount_usd": 11.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.448, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 416567.61, "financial_exposure_usd": 729589.63, "recoverable_pct": 0.64 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101800", "label": "fraudulent", "label_confidence": 0.835, "severity": "medium", "timestamp": "2026-01-02T06:00:00Z", "trace_id": "575f3187-9524-d7d3-18f9-0f210a0a4db0" }
{ "account_age_days": 1942, "account_id": "ACCT-509736FF3CAC", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.745 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 851, "timestamp": "2026-01-02T06:00:00Z", "transaction_amount_usd": 74429.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.566, "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": 126783.76, "financial_exposure_usd": 217575.53, "recoverable_pct": 0.296 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101837", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-02T06:37:00Z", "trace_id": "ba7bfea2-3823-eb5c-4b71-6ac247788371" }
{ "account_age_days": 181, "account_id": "ACCT-D8F8B369C813", "baseline_risk_score": 0.35, "kyc_tier": "tier_2", "session_entropy": 0.57 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1117, "timestamp": "2026-01-02T06:37:00Z", "transaction_amount_usd": 57390.06 }, { "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": 0.559, "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": 810924.83, "financial_exposure_usd": 919090.73, "recoverable_pct": 0.233 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102387", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-02T15:47:00Z", "trace_id": "dc699678-3fe2-c214-f4e6-69fd1a779682" }
{ "account_age_days": 1755, "account_id": "ACCT-EE62C6D8D450", "baseline_risk_score": 0.494, "kyc_tier": "tier_2", "session_entropy": 0.295 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 92, "timestamp": "2026-01-02T14:35:00Z", "transaction_amount_usd": 8.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.628, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 627731.37, "financial_exposure_usd": 984746.46, "recoverable_pct": 0.424 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103715", "label": "fraudulent", "label_confidence": 0.715, "severity": "high", "timestamp": "2026-01-03T13:55:00Z", "trace_id": "42fdc46d-0dcb-04d3-f728-f695794dbb56" }
{ "account_age_days": 1460, "account_id": "ACCT-9F1FCA303E02", "baseline_risk_score": 0.102, "kyc_tier": "tier_3", "session_entropy": 0.885 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 525, "timestamp": "2026-01-03T13:55:00Z", "transaction_amount_usd": 676709.52 }, { "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": 0.915, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3315990.45, "financial_exposure_usd": 4468480.57, "recoverable_pct": 0.56 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100810", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-01T13:30:00Z", "trace_id": "9a5ffbb9-1ee1-54b6-7be4-297bdc67c7fa" }
{ "account_age_days": 1535, "account_id": "ACCT-38FA8EC4C530", "baseline_risk_score": 0.256, "kyc_tier": "tier_2", "session_entropy": 0.343 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1186, "timestamp": "2026-01-01T13:30:00Z", "transaction_amount_usd": 35944.94 }, { "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": 0.397, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 199009.84, "financial_exposure_usd": 412548.44, "recoverable_pct": 0.181 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106581", "label": "fraudulent", "label_confidence": 0.736, "severity": "medium", "timestamp": "2026-01-05T13:41:00Z", "trace_id": "d0ab69c7-275a-127a-81c1-8f8dd269a5ef" }
{ "account_age_days": 663, "account_id": "ACCT-20A0E6C17D56", "baseline_risk_score": 0.104, "kyc_tier": "tier_2", "session_entropy": 0.296 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 528, "timestamp": "2026-01-05T13:41:00Z", "transaction_amount_usd": 445785.83 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.86, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 414276.5, "financial_exposure_usd": 735625.82, "recoverable_pct": 0.422 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105549", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-04T20:29:00Z", "trace_id": "a771b7d4-c5af-3af4-c468-8cb4c7ab72f5" }
{ "account_age_days": 66, "account_id": "ACCT-99FD319A298E", "baseline_risk_score": 0.071, "kyc_tier": "tier_2", "session_entropy": 0.453 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 437, "timestamp": "2026-01-04T20:29:00Z", "transaction_amount_usd": 1598291.6 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 7392841.57, "financial_exposure_usd": 8052075.39, "recoverable_pct": 0.731 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100606", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-01T10:06:00Z", "trace_id": "5afbadd8-4509-d4f8-1377-0b12985d37b8" }
{ "account_age_days": 759, "account_id": "ACCT-83E504A9462F", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.487 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1170, "timestamp": "2026-01-01T10:06:00Z", "transaction_amount_usd": 28731.02 }, { "asset": "USDT", "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": 0.821, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 764839.83, "financial_exposure_usd": 799486.56, "recoverable_pct": 0.643 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102665", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-02T20:25:00Z", "trace_id": "52d45fee-727a-91be-485d-64575cad2a4e" }
{ "account_age_days": 1414, "account_id": "ACCT-C7EBED0BE9C5", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.195 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 366, "timestamp": "2026-01-02T20:25:00Z", "transaction_amount_usd": 16919.26 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.782, "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": 492757.47, "financial_exposure_usd": 1004561.08, "recoverable_pct": 0.784 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103142", "label": "fraudulent", "label_confidence": 0.918, "severity": "critical", "timestamp": "2026-01-03T04:22:00Z", "trace_id": "02bae28c-5d11-9244-d9a5-d7b595a37af5" }
{ "account_age_days": 1823, "account_id": "ACCT-845513B3AB61", "baseline_risk_score": 0.608, "kyc_tier": "tier_2", "session_entropy": 0.142 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 864, "timestamp": "2026-01-03T04:22:00Z", "transaction_amount_usd": 9921.87 }, { "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": 0.479, "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": 991514.24, "financial_exposure_usd": 994302.67, "recoverable_pct": 0.615 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108564", "label": "benign", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-06T22:44:00Z", "trace_id": "56fe25b4-a3ab-828d-618c-dc3d303493c6" }
{ "account_age_days": 1768, "account_id": "ACCT-110B04B9F75F", "baseline_risk_score": 0.123, "kyc_tier": "tier_2", "session_entropy": 0.31 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 740, "timestamp": "2026-01-06T22:44:00Z", "transaction_amount_usd": 9583.31 }, { "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": 0.536, "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": 3277.72, "financial_exposure_usd": 3424.65, "recoverable_pct": 0.659 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102427", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T16:27:00Z", "trace_id": "e774c060-a0bd-7cdc-5ed2-ed6c6466bf98" }
{ "account_age_days": 1140, "account_id": "ACCT-E9F245794F46", "baseline_risk_score": 0.32, "kyc_tier": "tier_1", "session_entropy": 0.473 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 510, "timestamp": "2026-01-02T16:27:00Z", "transaction_amount_usd": 76554.97 }, { "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": 0.746, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 250019.77, "financial_exposure_usd": 459584.46, "recoverable_pct": 0.529 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100104", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-01T01:44:00Z", "trace_id": "a89ea4df-471c-10ae-cdb4-adabca27cd69" }
{ "account_age_days": 1929, "account_id": "ACCT-BD4C938CD76A", "baseline_risk_score": 0.258, "kyc_tier": "tier_1", "session_entropy": 0.663 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 240, "timestamp": "2025-12-31T15:57:00Z", "transaction_amount_usd": 0.5 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.502, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 268856.46, "financial_exposure_usd": 459143.3, "recoverable_pct": 0.815 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105412", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T18:12:00Z", "trace_id": "2276f2c1-bc3a-83e7-93d5-940f41416a5c" }
{ "account_age_days": 1783, "account_id": "ACCT-4D1754F78675", "baseline_risk_score": 0.186, "kyc_tier": "tier_1", "session_entropy": 0.852 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 266, "timestamp": "2026-01-04T11:57:00Z", "transaction_amount_usd": 14.86 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.661, "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": 947826.52, "financial_exposure_usd": 1996214.08, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107257", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-06T00:57:00Z", "trace_id": "fe3d8ea8-1533-a992-f748-a617567a38fe" }
{ "account_age_days": 567, "account_id": "ACCT-B501CB96F5A3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.289 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 463, "timestamp": "2026-01-06T00:57:00Z", "transaction_amount_usd": 14848.26 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.744, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1916.02, "financial_exposure_usd": 4339.69, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101594", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-02T02:34:00Z", "trace_id": "dc74a207-3cbf-2998-4e15-98ecc9541d91" }
{ "account_age_days": 336, "account_id": "ACCT-B61637CE7132", "baseline_risk_score": 0.503, "kyc_tier": "tier_1", "session_entropy": 0.175 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 205, "timestamp": "2026-01-01T17:02:00Z", "transaction_amount_usd": 4.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.647, "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": 496744.11, "financial_exposure_usd": 626416.81, "recoverable_pct": 0.838 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105318", "label": "fraudulent", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-04T16:38:00Z", "trace_id": "b42c60e5-e03f-2c34-fdba-62640784f92d" }
{ "account_age_days": 1285, "account_id": "ACCT-9568D4951536", "baseline_risk_score": 0.219, "kyc_tier": "tier_1", "session_entropy": 0.812 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 213, "timestamp": "2026-01-04T12:34:00Z", "transaction_amount_usd": 20.96 }, { "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": 0.723, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1888001.11, "financial_exposure_usd": 4628363.4, "recoverable_pct": 0.408 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106651", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-05T14:51:00Z", "trace_id": "216beab3-3ed0-99d1-cf8c-4bcc2f155a1e" }
{ "account_age_days": 519, "account_id": "ACCT-3D39D8C55170", "baseline_risk_score": 0.321, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1048, "timestamp": "2026-01-05T14:51:00Z", "transaction_amount_usd": 1731420.05 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.561, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2016416.88, "financial_exposure_usd": 4033502.03, "recoverable_pct": 0.987 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100524", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-01T08:44:00Z", "trace_id": "fc3b7a0b-da6d-7a6d-8686-7a7792181d0d" }
{ "account_age_days": 234, "account_id": "ACCT-9B8BF42CE915", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 212, "timestamp": "2026-01-01T06:22:00Z", "transaction_amount_usd": 8.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.521, "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": 500035.11, "financial_exposure_usd": 943748.33, "recoverable_pct": 0.436 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105393", "label": "fraudulent", "label_confidence": 0.714, "severity": "medium", "timestamp": "2026-01-04T17:53:00Z", "trace_id": "3e07ae95-9d01-5000-05d5-8810d1096f52" }
{ "account_age_days": 1092, "account_id": "ACCT-98B6291B6C5C", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.737 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1036, "timestamp": "2026-01-04T17:53:00Z", "transaction_amount_usd": 755493.42 }, { "asset": "USDC", "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": 0.635, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3492375.42, "financial_exposure_usd": 3764061.76, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108404", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-06T20:04:00Z", "trace_id": "ffd20dd3-55a5-d787-58dd-7b3dbefcdbe1" }
{ "account_age_days": 620, "account_id": "ACCT-99A0F0FDB144", "baseline_risk_score": 0.105, "kyc_tier": "tier_2", "session_entropy": 0.458 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 167, "timestamp": "2026-01-06T20:04:00Z", "transaction_amount_usd": 12790.88 }, { "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": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1482.77, "financial_exposure_usd": 3463.29, "recoverable_pct": 0.569 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106931", "label": "benign", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-05T19:31:00Z", "trace_id": "7ccff871-7ed7-1305-8e26-9360ca33939a" }
{ "account_age_days": 504, "account_id": "ACCT-CF09BD4071C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 649, "timestamp": "2026-01-05T19:31:00Z", "transaction_amount_usd": 7578.95 }, { "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": 0.51, "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 pr...
{ "customer_funds_at_risk_usd": 3274.33, "financial_exposure_usd": 3409.31, "recoverable_pct": 0.914 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101776", "label": "fraudulent", "label_confidence": 0.762, "severity": "medium", "timestamp": "2026-01-02T05:36:00Z", "trace_id": "02d8b9dd-3b38-79ea-1512-01e6792a59a7" }
{ "account_age_days": 1290, "account_id": "ACCT-863B73B808C6", "baseline_risk_score": 0.369, "kyc_tier": "tier_2", "session_entropy": 0.276 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 323, "timestamp": "2026-01-02T05:36:00Z", "transaction_amount_usd": 47518.58 }, { "asset": "EUR", "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": 0.621, "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": 846330.78, "financial_exposure_usd": 938648.35, "recoverable_pct": 0.377 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101240", "label": "fraudulent", "label_confidence": 0.962, "severity": "critical", "timestamp": "2026-01-01T20:40:00Z", "trace_id": "50209b3b-5075-36b5-160f-fc1a96fb7cac" }
{ "account_age_days": 644, "account_id": "ACCT-95B84E7AB160", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 313, "timestamp": "2026-01-01T10:36:00Z", "transaction_amount_usd": 5.8 }, { "asset": "EUR", "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": 0.545, "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": 841348.27, "financial_exposure_usd": 914485.86, "recoverable_pct": 0.31 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107213", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-06T00:13:00Z", "trace_id": "51430834-e70f-e02b-4962-c06d030114a6" }
{ "account_age_days": 477, "account_id": "ACCT-3E8F0B5A0968", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.56 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 745, "timestamp": "2026-01-06T00:13:00Z", "transaction_amount_usd": 3492.09 }, { "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": 0.665, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1047.54, "financial_exposure_usd": 1474.6, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102776", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-02T22:16:00Z", "trace_id": "f6dd4324-6ae6-9fb8-629e-1250b9cbcf5e" }
{ "account_age_days": 1553, "account_id": "ACCT-BB5BF9F8CAF9", "baseline_risk_score": 0.543, "kyc_tier": "tier_2", "session_entropy": 0.804 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 918, "timestamp": "2026-01-02T22:16:00Z", "transaction_amount_usd": 88042.43 }, { "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": 0.917, "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": 1242822.4, "financial_exposure_usd": 1266229.68, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101255", "label": "fraudulent", "label_confidence": 0.806, "severity": "critical", "timestamp": "2026-01-01T20:55:00Z", "trace_id": "cc5191c4-db09-e2c4-1b90-0d9f1cc7aaf2" }
{ "account_age_days": 1101, "account_id": "ACCT-5979D88B430F", "baseline_risk_score": 0.433, "kyc_tier": "tier_3", "session_entropy": 0.358 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 361, "timestamp": "2026-01-01T20:55:00Z", "transaction_amount_usd": 94869.92 }, { "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": 0.598, "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": 436122.96, "financial_exposure_usd": 710145.36, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100215", "label": "fraudulent", "label_confidence": 0.921, "severity": "critical", "timestamp": "2026-01-01T03:35:00Z", "trace_id": "6ae06e01-47ac-aec9-137b-41c25f7131e1" }
{ "account_age_days": 1683, "account_id": "ACCT-9919BE9116A2", "baseline_risk_score": 0.536, "kyc_tier": "tier_2", "session_entropy": 0.412 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 141, "timestamp": "2025-12-31T15:23:00Z", "transaction_amount_usd": 6.57 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.448, "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": 151814.65, "financial_exposure_usd": 181657.49, "recoverable_pct": 0.46 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105038", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-04T11:58:00Z", "trace_id": "3b0f91d4-675a-49a4-d5a3-f6586110508a" }
{ "account_age_days": 1355, "account_id": "ACCT-51A559E85043", "baseline_risk_score": 0.347, "kyc_tier": "tier_3", "session_entropy": 0.885 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 920, "timestamp": "2026-01-04T11:58:00Z", "transaction_amount_usd": 2351852.72 }, { "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": 0.923, "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": 9080413.29, "financial_exposure_usd": 9406312.16, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100286", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-01T04:46:00Z", "trace_id": "b7a7d1ba-c6e4-3494-5e31-7e803d56400b" }
{ "account_age_days": 1021, "account_id": "ACCT-7F808DBCADC0", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.141 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 622, "timestamp": "2026-01-01T04:46:00Z", "transaction_amount_usd": 32250.56 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.872, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 593705.18, "financial_exposure_usd": 728561.48, "recoverable_pct": 0.349 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106461", "label": "fraudulent", "label_confidence": 0.71, "severity": "low", "timestamp": "2026-01-05T11:41:00Z", "trace_id": "76c2b407-8dfe-4831-b30f-9c10a3bda08d" }
{ "account_age_days": 1928, "account_id": "ACCT-1A69022AD9AE", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 206, "timestamp": "2026-01-05T04:10:00Z", "transaction_amount_usd": 20.74 }, { "asset": "GBP", "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": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6940772.62, "financial_exposure_usd": 7306864.73, "recoverable_pct": 0.868 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107634", "label": "benign", "label_confidence": 0.75, "severity": "medium", "timestamp": "2026-01-06T07:14:00Z", "trace_id": "2de4fe6e-de67-202d-55ae-941569fbcebd" }
{ "account_age_days": 1090, "account_id": "ACCT-CCA698A2E70C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.685 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 494, "timestamp": "2026-01-06T07:14:00Z", "transaction_amount_usd": 2820.54 }, { "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": 0.664, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2017.06, "financial_exposure_usd": 2588.91, "recoverable_pct": 0.836 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107595", "label": "benign", "label_confidence": 0.671, "severity": "high", "timestamp": "2026-01-06T06:35:00Z", "trace_id": "50776862-ce17-98be-b6dd-1ed5d072e1e1" }
{ "account_age_days": 1667, "account_id": "ACCT-18E2946D4DA4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.883 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 181, "timestamp": "2026-01-05T21:26:00Z", "transaction_amount_usd": 4.61 }, { "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": 0.49, "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 pr...
{ "customer_funds_at_risk_usd": 4835.85, "financial_exposure_usd": 6111.57, "recoverable_pct": 0.629 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109012", "label": "benign", "label_confidence": 0.494, "severity": "low", "timestamp": "2026-01-07T06:12:00Z", "trace_id": "86a83a68-2914-2cd7-9767-08856e21a62c" }
{ "account_age_days": 1638, "account_id": "ACCT-C92B3E5BEAD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.526 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 138, "timestamp": "2026-01-07T04:08:00Z", "transaction_amount_usd": 14.53 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 633.79, "financial_exposure_usd": 1379.47, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105513", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-04T19:53:00Z", "trace_id": "7120d3ca-594d-f804-d980-79b69da05297" }
{ "account_age_days": 1867, "account_id": "ACCT-8BBB0D467F7B", "baseline_risk_score": 0.349, "kyc_tier": "tier_2", "session_entropy": 0.832 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 211, "timestamp": "2026-01-04T19:53:00Z", "transaction_amount_usd": 516716.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.481, "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": 3382426.87, "financial_exposure_usd": 6614708.41, "recoverable_pct": 0.44 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104226", "label": "fraudulent", "label_confidence": 0.899, "severity": "critical", "timestamp": "2026-01-03T22:26:00Z", "trace_id": "8b763cd9-eb8b-7cbd-4ee2-ee8a49ee825f" }
{ "account_age_days": 198, "account_id": "ACCT-01DC27469A84", "baseline_risk_score": 0.111, "kyc_tier": "tier_3", "session_entropy": 0.335 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 830, "timestamp": "2026-01-03T22:26:00Z", "transaction_amount_usd": 55851.42 }, { "asset": "USDT", "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": 0.731, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5836118, "financial_exposure_usd": 6257465.35, "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-108111", "label": "benign", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-06T15:11:00Z", "trace_id": "3a40cc86-1ef3-7726-d0dd-be684bb91b4f" }
{ "account_age_days": 1337, "account_id": "ACCT-388BA948BDEE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 865, "timestamp": "2026-01-06T15:11:00Z", "transaction_amount_usd": 11933.63 }, { "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": 0.722, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4738.63, "financial_exposure_usd": 6759.15, "recoverable_pct": 0.788 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107927", "label": "benign", "label_confidence": 0.466, "severity": "medium", "timestamp": "2026-01-06T12:07:00Z", "trace_id": "4ddebe65-8870-baa1-b244-474f7be18116" }
{ "account_age_days": 31, "account_id": "ACCT-983E21D9C4C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.301 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 247, "timestamp": "2026-01-06T05:16:00Z", "transaction_amount_usd": 11.96 }, { "asset": "EUR", "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": 0.489, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 743.72, "financial_exposure_usd": 1070.36, "recoverable_pct": 0.663 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109268", "label": "benign", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-07T10:28:00Z", "trace_id": "9a4fe829-09ba-87ea-3b72-2410150f773f" }
{ "account_age_days": 1698, "account_id": "ACCT-7BBD6E750896", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.221 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 590, "timestamp": "2026-01-07T10:28:00Z", "transaction_amount_usd": 3665.3 }, { "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": 0.713, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3358.89, "financial_exposure_usd": 4458.8, "recoverable_pct": 0.82 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103763", "label": "fraudulent", "label_confidence": 0.698, "severity": "high", "timestamp": "2026-01-03T14:43:00Z", "trace_id": "1c45e5cb-7ae4-8168-3225-960a04cbd581" }
{ "account_age_days": 1243, "account_id": "ACCT-F96524CD114E", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 231, "timestamp": "2026-01-03T14:43:00Z", "transaction_amount_usd": 344883.21 }, { "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": 0.477, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2063125.68, "financial_exposure_usd": 3060923.71, "recoverable_pct": 0.693 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104618", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-04T04:58:00Z", "trace_id": "43bd88a4-61f7-69c1-a3f9-2bc9c8c37b8f" }
{ "account_age_days": 1735, "account_id": "ACCT-9E8CDA0BFFB4", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.706 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 347, "timestamp": "2026-01-03T23:24:00Z", "transaction_amount_usd": 19.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.858, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4000508.91, "financial_exposure_usd": 5592322.2, "recoverable_pct": 0.438 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108309", "label": "benign", "label_confidence": 0.459, "severity": "low", "timestamp": "2026-01-06T18:29:00Z", "trace_id": "5a6c865d-49c4-68c6-09d5-b8a2a315d851" }
{ "account_age_days": 930, "account_id": "ACCT-EDE63302E616", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.421 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 760, "timestamp": "2026-01-06T18:29:00Z", "transaction_amount_usd": 13428.34 }, { "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1470.2, "financial_exposure_usd": 2614.39, "recoverable_pct": 0.76 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100406", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-01T06:46:00Z", "trace_id": "2c5b5c64-9996-379f-6c65-ae6bffbd04fd" }
{ "account_age_days": 699, "account_id": "ACCT-7323EAB30554", "baseline_risk_score": 0.498, "kyc_tier": "tier_1", "session_entropy": 0.329 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 270, "timestamp": "2026-01-01T06:46:00Z", "transaction_amount_usd": 28430.45 }, { "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": 0.867, "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": 1057612.29, "financial_exposure_usd": 1074319.32, "recoverable_pct": 0.725 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101345", "label": "fraudulent", "label_confidence": 0.959, "severity": "high", "timestamp": "2026-01-01T22:25:00Z", "trace_id": "2ea7b400-7845-ba38-bd33-c0e0547c144a" }
{ "account_age_days": 1829, "account_id": "ACCT-3F2BABFDBB5F", "baseline_risk_score": 0.633, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 260, "timestamp": "2026-01-01T15:37:00Z", "transaction_amount_usd": 0.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 676629.04, "financial_exposure_usd": 774354.72, "recoverable_pct": 0.456 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106492", "label": "fraudulent", "label_confidence": 0.888, "severity": "low", "timestamp": "2026-01-05T12:12:00Z", "trace_id": "5509fb3c-6f5e-31d5-4ab2-f21e250badf2" }
{ "account_age_days": 1480, "account_id": "ACCT-A07461491A62", "baseline_risk_score": 0.063, "kyc_tier": "tier_3", "session_entropy": 0.556 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 349, "timestamp": "2026-01-05T03:12:00Z", "transaction_amount_usd": 4.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.64, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3089985.85, "financial_exposure_usd": 5243292.15, "recoverable_pct": 0.515 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101649", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T03:29:00Z", "trace_id": "e3616c92-1753-74cd-2b9d-e57b80706987" }
{ "account_age_days": 330, "account_id": "ACCT-CEACA3D6B6F7", "baseline_risk_score": 0.557, "kyc_tier": "tier_1", "session_entropy": 0.282 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 323, "timestamp": "2026-01-02T03:29:00Z", "transaction_amount_usd": 88407.6 }, { "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": 0.355, "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": 442219.97, "financial_exposure_usd": 499142.61, "recoverable_pct": 0.304 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109880", "label": "benign", "label_confidence": 0.55, "severity": "high", "timestamp": "2026-01-07T20:40:00Z", "trace_id": "f57790d6-adad-7982-ad17-b3ecf4e17503" }
{ "account_age_days": 552, "account_id": "ACCT-998198B6B969", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 977, "timestamp": "2026-01-07T20:40:00Z", "transaction_amount_usd": 10664.29 }, { "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": 0.478, "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": 4795.07, "financial_exposure_usd": 7197.23, "recoverable_pct": 0.502 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103006", "label": "fraudulent", "label_confidence": 0.761, "severity": "medium", "timestamp": "2026-01-03T02:06:00Z", "trace_id": "3c113037-4afe-46f0-95e3-f63aa1b14fdb" }
{ "account_age_days": 1222, "account_id": "ACCT-3B1BCF99AAD8", "baseline_risk_score": 0.615, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 303, "timestamp": "2026-01-03T00:31:00Z", "transaction_amount_usd": 8.5 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.678, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 636347.21, "financial_exposure_usd": 1159384.39, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103096", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-03T03:36:00Z", "trace_id": "848830f5-786a-ed35-c274-0e16d3c86566" }
{ "account_age_days": 1998, "account_id": "ACCT-614B5D7A863E", "baseline_risk_score": 0.597, "kyc_tier": "tier_2", "session_entropy": 0.707 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 292, "timestamp": "2026-01-02T16:17:00Z", "transaction_amount_usd": 13.97 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.528, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 392989.42, "financial_exposure_usd": 653908.83, "recoverable_pct": 0.467 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108396", "label": "benign", "label_confidence": 0.682, "severity": "low", "timestamp": "2026-01-06T19:56:00Z", "trace_id": "9f07261e-7418-4b98-1a51-635a9bd99da9" }
{ "account_age_days": 1319, "account_id": "ACCT-33E131236875", "baseline_risk_score": 0.082, "kyc_tier": "tier_1", "session_entropy": 0.631 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 979, "timestamp": "2026-01-06T19:56:00Z", "transaction_amount_usd": 1289.6 }, { "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": 0.453, "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": 3025.44, "financial_exposure_usd": 3848.39, "recoverable_pct": 0.464 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103742", "label": "fraudulent", "label_confidence": 0.657, "severity": "high", "timestamp": "2026-01-03T14:22:00Z", "trace_id": "71e0ca99-5504-9e47-bc94-f4e15b828b60" }
{ "account_age_days": 959, "account_id": "ACCT-F1A809994536", "baseline_risk_score": 0.303, "kyc_tier": "tier_3", "session_entropy": 0.292 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 455, "timestamp": "2026-01-03T14:22:00Z", "transaction_amount_usd": 1853936.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.803, "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": 1701931.82, "financial_exposure_usd": 2624044.65, "recoverable_pct": 0.433 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101882", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-02T07:22:00Z", "trace_id": "db7bd225-bb1a-bec7-07cf-c8ca1392b996" }
{ "account_age_days": 1030, "account_id": "ACCT-75AA2806B2AB", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 132, "timestamp": "2026-01-01T19:58:00Z", "transaction_amount_usd": 7.53 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.684, "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": 719080.33, "financial_exposure_usd": 818440.11, "recoverable_pct": 0.296 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100939", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-01T15:39:00Z", "trace_id": "52bfd4d2-be10-4b91-5fb0-abd20dc9ff83" }
{ "account_age_days": 1007, "account_id": "ACCT-10E722B1884C", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.664 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 769, "timestamp": "2026-01-01T15:39:00Z", "transaction_amount_usd": 23226.19 }, { "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": 0.714, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 240631.86, "financial_exposure_usd": 517655.81, "recoverable_pct": 0.776 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107972", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-06T12:52:00Z", "trace_id": "98d63cf0-184a-8b5f-1166-434339281386" }
{ "account_age_days": 1100, "account_id": "ACCT-2A9FE2C1D42E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.568 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 164, "timestamp": "2026-01-06T12:52:00Z", "transaction_amount_usd": 7187.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.706, "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": 2668.68, "financial_exposure_usd": 6044.1, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109367", "label": "benign", "label_confidence": 0.526, "severity": "medium", "timestamp": "2026-01-07T12:07:00Z", "trace_id": "319eaaaf-ac29-60a7-ceb2-81dce6341ccd" }
{ "account_age_days": 1262, "account_id": "ACCT-4E7488CC5D57", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 102, "timestamp": "2026-01-07T12:07:00Z", "transaction_amount_usd": 960.81 }, { "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": 0.704, "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": 2345.35, "financial_exposure_usd": 3793.45, "recoverable_pct": 0.562 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101288", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-01T21:28:00Z", "trace_id": "14c186a4-0449-89a7-14a7-da4ec6e76e74" }
{ "account_age_days": 576, "account_id": "ACCT-0E073F8C0E9D", "baseline_risk_score": 0.617, "kyc_tier": "tier_3", "session_entropy": 0.104 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 94, "timestamp": "2026-01-01T09:08:00Z", "transaction_amount_usd": 16.88 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.91, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 606829.93, "financial_exposure_usd": 985902.22, "recoverable_pct": 0.122 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101792", "label": "fraudulent", "label_confidence": 0.87, "severity": "critical", "timestamp": "2026-01-02T05:52:00Z", "trace_id": "3420bbc3-9e6c-7ec2-2692-4c9a79a8187b" }
{ "account_age_days": 1049, "account_id": "ACCT-3B8040102DBC", "baseline_risk_score": 0.259, "kyc_tier": "tier_3", "session_entropy": 0.363 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 184, "timestamp": "2026-01-01T16:54:00Z", "transaction_amount_usd": 12.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1471453.55, "financial_exposure_usd": 1698535.75, "recoverable_pct": 0.166 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109205", "label": "benign", "label_confidence": 0.572, "severity": "low", "timestamp": "2026-01-07T09:25:00Z", "trace_id": "9f5f0115-5cad-ad47-434c-d7085b596bec" }
{ "account_age_days": 998, "account_id": "ACCT-13CFC746A729", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 369, "timestamp": "2026-01-07T03:13:00Z", "transaction_amount_usd": 0.98 }, { "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": 0.678, "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": 2138.48, "financial_exposure_usd": 5216.17, "recoverable_pct": 0.717 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105976", "label": "fraudulent", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-05T03:36:00Z", "trace_id": "19958729-cf36-dd7f-96c9-6fded221d80a" }
{ "account_age_days": 794, "account_id": "ACCT-989ED9E7BA21", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 609, "timestamp": "2026-01-05T03:36:00Z", "transaction_amount_usd": 1049193.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.512, "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": 1725947.6, "financial_exposure_usd": 2041881.48, "recoverable_pct": 0.572 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100068", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-01T01:08:00Z", "trace_id": "42d7f112-0130-d66b-932d-16486769b0f1" }
{ "account_age_days": 514, "account_id": "ACCT-3AAD584034EF", "baseline_risk_score": 0.33, "kyc_tier": "tier_3", "session_entropy": 0.272 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 319, "timestamp": "2026-01-01T01:08:00Z", "transaction_amount_usd": 13222.56 }, { "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": 0.444, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 485169.3, "financial_exposure_usd": 1028059.86, "recoverable_pct": 0.067 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105464", "label": "fraudulent", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-04T19:04:00Z", "trace_id": "5a993d67-b534-c251-bdaa-b29b9714b3a7" }
{ "account_age_days": 254, "account_id": "ACCT-76477AC8BB1A", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.424 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 307, "timestamp": "2026-01-04T17:10:00Z", "transaction_amount_usd": 2.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.589, "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": 4297006.09, "financial_exposure_usd": 5349124.56, "recoverable_pct": 0.812 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100565", "label": "fraudulent", "label_confidence": 0.869, "severity": "low", "timestamp": "2026-01-01T09:25:00Z", "trace_id": "e4fe920f-b905-3838-727f-c72bd2ad4cf7" }
{ "account_age_days": 540, "account_id": "ACCT-003C6335700A", "baseline_risk_score": 0.34, "kyc_tier": "tier_1", "session_entropy": 0.15 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 537, "timestamp": "2026-01-01T09:25:00Z", "transaction_amount_usd": 111221.08 }, { "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": 0.692, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 670481.16, "financial_exposure_usd": 694938.19, "recoverable_pct": 0.24 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105972", "label": "fraudulent", "label_confidence": 0.811, "severity": "medium", "timestamp": "2026-01-05T03:32:00Z", "trace_id": "9664968b-296b-8b61-17d1-de219a952350" }
{ "account_age_days": 961, "account_id": "ACCT-12BEBF5F068A", "baseline_risk_score": 0.398, "kyc_tier": "tier_1", "session_entropy": 0.441 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 436, "timestamp": "2026-01-05T03:32:00Z", "transaction_amount_usd": 1074342.31 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.589, "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": 2072777.35, "financial_exposure_usd": 2722044.34, "recoverable_pct": 0.92 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100361", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-01T06:01:00Z", "trace_id": "08614abb-e7b2-8e4a-ad16-24e170a26ad8" }
{ "account_age_days": 1681, "account_id": "ACCT-C2E36A0AEA3C", "baseline_risk_score": 0.641, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 344, "timestamp": "2025-12-31T23:18:00Z", "transaction_amount_usd": 15.09 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.922, "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": 570865.22, "financial_exposure_usd": 1297904.16, "recoverable_pct": 0.185 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101778", "label": "fraudulent", "label_confidence": 0.979, "severity": "high", "timestamp": "2026-01-02T05:38:00Z", "trace_id": "f41881a5-995b-3474-85f1-36f5bd34739b" }
{ "account_age_days": 16, "account_id": "ACCT-8A5D9C95BBCA", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.583 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1185, "timestamp": "2026-01-02T05:38:00Z", "transaction_amount_usd": 67680.28 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.869, "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": 670095.48, "financial_exposure_usd": 1199225.03, "recoverable_pct": 0.671 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108146", "label": "benign", "label_confidence": 0.659, "severity": "critical", "timestamp": "2026-01-06T15:46:00Z", "trace_id": "4f322919-e06d-1fa9-e025-2280fd5c6ba1" }
{ "account_age_days": 659, "account_id": "ACCT-4E5CE2A74F45", "baseline_risk_score": 0.068, "kyc_tier": "tier_1", "session_entropy": 0.849 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 140, "timestamp": "2026-01-06T11:52:00Z", "transaction_amount_usd": 22.63 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.649, "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": 2294.07, "financial_exposure_usd": 2468.8, "recoverable_pct": 0.984 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103893", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-03T16:53:00Z", "trace_id": "03dffef6-ce7f-1928-e569-75d2347ec63e" }
{ "account_age_days": 981, "account_id": "ACCT-27312350792D", "baseline_risk_score": 0.208, "kyc_tier": "tier_1", "session_entropy": 0.474 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1196, "timestamp": "2026-01-03T16:53:00Z", "transaction_amount_usd": 945182.16 }, { "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": 0.919, "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": 7774665.32, "financial_exposure_usd": 8162218.56, "recoverable_pct": 0.454 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108609", "label": "benign", "label_confidence": 0.623, "severity": "low", "timestamp": "2026-01-06T23:29:00Z", "trace_id": "bb4b24d8-c753-1f78-df6b-1986acc1ca64" }
{ "account_age_days": 794, "account_id": "ACCT-2B1E9B3C8B35", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.2 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1169, "timestamp": "2026-01-06T23:29:00Z", "transaction_amount_usd": 10384.51 }, { "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": 0.61, "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_t...
{ "customer_funds_at_risk_usd": 1740.53, "financial_exposure_usd": 2908.54, "recoverable_pct": 0.451 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107506", "label": "benign", "label_confidence": 0.529, "severity": "medium", "timestamp": "2026-01-06T05:06:00Z", "trace_id": "e18b92fb-26da-13dc-8a1b-88f2b1c49d75" }
{ "account_age_days": 741, "account_id": "ACCT-E873BA840F80", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.932 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 82, "timestamp": "2026-01-06T05:06:00Z", "transaction_amount_usd": 13359.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.701, "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": 3799.67, "financial_exposure_usd": 5479.67, "recoverable_pct": 0.828 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102550", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-02T18:30:00Z", "trace_id": "147d9d8a-43e8-c1b1-c43d-c38d1901c420" }
{ "account_age_days": 1319, "account_id": "ACCT-A7133F5A138B", "baseline_risk_score": 0.393, "kyc_tier": "tier_1", "session_entropy": 0.947 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1107, "timestamp": "2026-01-02T18:30:00Z", "transaction_amount_usd": 106117.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.76, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 555850.68, "financial_exposure_usd": 958326.09, "recoverable_pct": 0.492 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101842", "label": "fraudulent", "label_confidence": 0.773, "severity": "low", "timestamp": "2026-01-02T06:42:00Z", "trace_id": "3878cada-6402-2325-7319-7a684b5a1149" }
{ "account_age_days": 1527, "account_id": "ACCT-F5C7C6689A59", "baseline_risk_score": 0.33, "kyc_tier": "tier_3", "session_entropy": 0.703 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 248, "timestamp": "2026-01-01T19:20:00Z", "transaction_amount_usd": 6.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.729, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 357199.94, "financial_exposure_usd": 656408.71, "recoverable_pct": 0.547 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100779", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-01T12:59:00Z", "trace_id": "dc091cf0-589c-ba77-5f59-07ac68e5d3b1" }
{ "account_age_days": 1225, "account_id": "ACCT-6957DC86204A", "baseline_risk_score": 0.426, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 112, "timestamp": "2026-01-01T08:46:00Z", "transaction_amount_usd": 2.68 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.427, "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": 307777.77, "financial_exposure_usd": 614531.54, "recoverable_pct": 0.091 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101077", "label": "fraudulent", "label_confidence": 0.821, "severity": "medium", "timestamp": "2026-01-01T17:57:00Z", "trace_id": "f9e08b50-ed6d-5d99-4f60-ae74f37269b0" }
{ "account_age_days": 1674, "account_id": "ACCT-C322F6BBCA72", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.414 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1058, "timestamp": "2026-01-01T17:57:00Z", "transaction_amount_usd": 14314.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.681, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 602500.24, "financial_exposure_usd": 893195.16, "recoverable_pct": 0.119 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101394", "label": "fraudulent", "label_confidence": 0.753, "severity": "high", "timestamp": "2026-01-01T23:14:00Z", "trace_id": "980cdbe6-d546-c3a3-965a-801b129c8517" }
{ "account_age_days": 1728, "account_id": "ACCT-B8FB6A0B491D", "baseline_risk_score": 0.615, "kyc_tier": "tier_1", "session_entropy": 0.889 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 644, "timestamp": "2026-01-01T23:14:00Z", "transaction_amount_usd": 23086.41 }, { "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": 0.52, "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": 779142.61, "financial_exposure_usd": 1008661.61, "recoverable_pct": 0.599 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108416", "label": "benign", "label_confidence": 0.632, "severity": "medium", "timestamp": "2026-01-06T20:16:00Z", "trace_id": "209ed4bd-c858-689f-f0f8-bb3fa3993e8a" }
{ "account_age_days": 1934, "account_id": "ACCT-B51B936218DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.317 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 856, "timestamp": "2026-01-06T20:16:00Z", "transaction_amount_usd": 4126.43 }, { "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 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1538.34, "financial_exposure_usd": 1544.33, "recoverable_pct": 0.845 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103565", "label": "fraudulent", "label_confidence": 0.646, "severity": "high", "timestamp": "2026-01-03T11:25:00Z", "trace_id": "4bfb6fc0-d446-6987-0a40-ab3d9851f9bd" }
{ "account_age_days": 665, "account_id": "ACCT-7739EA98D981", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.486 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 575, "timestamp": "2026-01-03T11:25:00Z", "transaction_amount_usd": 1141668.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.925, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3533391.27, "financial_exposure_usd": 5814701.33, "recoverable_pct": 0.601 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }