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-104233", "label": "fraudulent", "label_confidence": 0.734, "severity": "critical", "timestamp": "2026-01-03T22:33:00Z", "trace_id": "9dd26560-6f18-d959-5c79-e84307be2ec9" }
{ "account_age_days": 809, "account_id": "ACCT-D6D740852563", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.931 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 925, "timestamp": "2026-01-03T22:33:00Z", "transaction_amount_usd": 952062.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.613, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1416481.33, "financial_exposure_usd": 2171758.55, "recoverable_pct": 0.447 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107723", "label": "benign", "label_confidence": 0.629, "severity": "medium", "timestamp": "2026-01-06T08:43:00Z", "trace_id": "38ba6c62-6c6f-9177-a3fd-ec6fe4456641" }
{ "account_age_days": 1578, "account_id": "ACCT-67AEB81FAC53", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 191, "timestamp": "2026-01-06T08:43:00Z", "transaction_amount_usd": 8407.68 }, { "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": 0.607, "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": 2148.21, "financial_exposure_usd": 2543.51, "recoverable_pct": 0.624 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109710", "label": "benign", "label_confidence": 0.486, "severity": "medium", "timestamp": "2026-01-07T17:50:00Z", "trace_id": "532745d5-e97b-58c5-3105-27837a080160" }
{ "account_age_days": 631, "account_id": "ACCT-AA411F19045C", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.944 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 682, "timestamp": "2026-01-07T17:50:00Z", "transaction_amount_usd": 3600.67 }, { "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": 0.512, "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": 3956.35, "financial_exposure_usd": 4850.21, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103443", "label": "fraudulent", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-03T09:23:00Z", "trace_id": "afeda6f3-a44d-ff3c-90fc-8ee19be0c3e4" }
{ "account_age_days": 60, "account_id": "ACCT-910B69BE8132", "baseline_risk_score": 0.356, "kyc_tier": "tier_1", "session_entropy": 0.533 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 560, "timestamp": "2026-01-03T09:23:00Z", "transaction_amount_usd": 209183.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.825, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1773477.1, "financial_exposure_usd": 4033390.51, "recoverable_pct": 0.612 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105704", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-04T23:04:00Z", "trace_id": "c29ee78d-dd54-ffd0-f88c-6cb2014f67f1" }
{ "account_age_days": 1011, "account_id": "ACCT-4E460390605C", "baseline_risk_score": 0.388, "kyc_tier": "tier_1", "session_entropy": 0.637 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 318, "timestamp": "2026-01-04T17:16:00Z", "transaction_amount_usd": 0.54 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.484, "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": 5398185.25, "financial_exposure_usd": 10613124.71, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109242", "label": "benign", "label_confidence": 0.642, "severity": "high", "timestamp": "2026-01-07T10:02:00Z", "trace_id": "e0768e36-f34e-d476-fa34-ad663caf321f" }
{ "account_age_days": 45, "account_id": "ACCT-4652BF577CAE", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 232, "timestamp": "2026-01-07T06:00:00Z", "transaction_amount_usd": 0.96 }, { "asset": "JPY", "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": 0.61, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 732.22, "financial_exposure_usd": 1345.19, "recoverable_pct": 0.754 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109322", "label": "benign", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-07T11:22:00Z", "trace_id": "4a48747a-f7e0-a571-4ff1-2546c80b0a12" }
{ "account_age_days": 787, "account_id": "ACCT-D2FE2DAA61F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 792, "timestamp": "2026-01-07T11:22:00Z", "transaction_amount_usd": 5122.57 }, { "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2027.04, "financial_exposure_usd": 2273.29, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106381", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-05T10:21:00Z", "trace_id": "f087f690-518d-1797-e892-fd5e41d6be33" }
{ "account_age_days": 94, "account_id": "ACCT-25C5AA1EA434", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.347 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 262, "timestamp": "2026-01-05T06:33:00Z", "transaction_amount_usd": 3.2 }, { "asset": "ETH", "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": 0.649, "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": 2634501.31, "financial_exposure_usd": 5743706.37, "recoverable_pct": 0.714 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103682", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-03T13:22:00Z", "trace_id": "ce073a44-f21b-20ba-e2c1-910f1b6b8c10" }
{ "account_age_days": 1821, "account_id": "ACCT-1A4CB3541BAC", "baseline_risk_score": 0.243, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 401, "timestamp": "2026-01-03T13:22:00Z", "transaction_amount_usd": 483124.23 }, { "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": 0.729, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5227451.26, "financial_exposure_usd": 5405814.34, "recoverable_pct": 0.652 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109277", "label": "benign", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-07T10:37:00Z", "trace_id": "e73e161f-68f9-99cf-eafa-bc942ff16363" }
{ "account_age_days": 1590, "account_id": "ACCT-C3C688B50B9E", "baseline_risk_score": 0.103, "kyc_tier": "tier_3", "session_entropy": 0.437 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 397, "timestamp": "2026-01-07T10:37:00Z", "transaction_amount_usd": 2697.72 }, { "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": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3247.96, "financial_exposure_usd": 4818.62, "recoverable_pct": 0.462 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102827", "label": "fraudulent", "label_confidence": 0.794, "severity": "low", "timestamp": "2026-01-02T23:07:00Z", "trace_id": "25e2a0d2-dfb3-5d32-e06c-56dab30bd9b0" }
{ "account_age_days": 219, "account_id": "ACCT-57A9CC59F319", "baseline_risk_score": 0.415, "kyc_tier": "tier_1", "session_entropy": 0.807 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 243, "timestamp": "2026-01-02T23:07:00Z", "transaction_amount_usd": 116648.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.453, "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": 287205.06, "financial_exposure_usd": 541062.82, "recoverable_pct": 0.304 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104001", "label": "fraudulent", "label_confidence": 0.712, "severity": "high", "timestamp": "2026-01-03T18:41:00Z", "trace_id": "eb47934e-56f9-0436-1fbb-0f25598f3355" }
{ "account_age_days": 443, "account_id": "ACCT-7F7912303693", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.892 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 330, "timestamp": "2026-01-03T18:41:00Z", "transaction_amount_usd": 2640511.69 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.916, "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": 5048086.26, "financial_exposure_usd": 5819971.26, "recoverable_pct": 0.593 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104588", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-04T04:28:00Z", "trace_id": "b68c88ef-0919-d2ba-f35f-bc2aa444a9c1" }
{ "account_age_days": 1919, "account_id": "ACCT-31924EF801E4", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1079, "timestamp": "2026-01-04T04:28:00Z", "transaction_amount_usd": 2274369.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.522, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2127640.96, "financial_exposure_usd": 2480941.89, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105567", "label": "fraudulent", "label_confidence": 0.854, "severity": "low", "timestamp": "2026-01-04T20:47:00Z", "trace_id": "36fdf845-33ba-45e2-d9bd-edb57199faed" }
{ "account_age_days": 1473, "account_id": "ACCT-B2A92114655A", "baseline_risk_score": 0.233, "kyc_tier": "tier_2", "session_entropy": 0.704 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 839, "timestamp": "2026-01-04T20:47:00Z", "transaction_amount_usd": 1510263.61 }, { "asset": "SOL", "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": 0.74, "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 AN...
{ "customer_funds_at_risk_usd": 1626428.66, "financial_exposure_usd": 4001535.34, "recoverable_pct": 0.694 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100690", "label": "fraudulent", "label_confidence": 0.898, "severity": "low", "timestamp": "2026-01-01T11:30:00Z", "trace_id": "2ed5d9fb-58b8-aa20-3849-bae692b94a30" }
{ "account_age_days": 1269, "account_id": "ACCT-8742D40F7400", "baseline_risk_score": 0.432, "kyc_tier": "tier_1", "session_entropy": 0.552 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 297, "timestamp": "2026-01-01T11:30:00Z", "transaction_amount_usd": 44316.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.503, "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": 445608.03, "financial_exposure_usd": 1051922.48, "recoverable_pct": 0.39 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105151", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-04T13:51:00Z", "trace_id": "19b31ab2-6e44-e560-2852-dfb5014c0324" }
{ "account_age_days": 263, "account_id": "ACCT-503B7AA04060", "baseline_risk_score": 0.34, "kyc_tier": "tier_3", "session_entropy": 0.495 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 286, "timestamp": "2026-01-04T13:51:00Z", "transaction_amount_usd": 230743.27 }, { "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": 0.556, "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": 1073444.63, "financial_exposure_usd": 2683084.99, "recoverable_pct": 0.754 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101128", "label": "fraudulent", "label_confidence": 0.868, "severity": "critical", "timestamp": "2026-01-01T18:48:00Z", "trace_id": "82abc46d-4c9b-aa87-79df-14793aec8e74" }
{ "account_age_days": 1147, "account_id": "ACCT-38DE929F5AA2", "baseline_risk_score": 0.549, "kyc_tier": "tier_3", "session_entropy": 0.527 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 1103, "timestamp": "2026-01-01T18:48:00Z", "transaction_amount_usd": 14603.17 }, { "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": 0.54, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 671858.34, "financial_exposure_usd": 1033429.46, "recoverable_pct": 0.752 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100582", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-01T09:42:00Z", "trace_id": "03a7f3d8-c4fd-264e-839f-4d7a26f9c85d" }
{ "account_age_days": 1518, "account_id": "ACCT-6A216452C62D", "baseline_risk_score": 0.421, "kyc_tier": "tier_3", "session_entropy": 0.735 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 661, "timestamp": "2026-01-01T09:42:00Z", "transaction_amount_usd": 84269.35 }, { "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": 0.46, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 1098882.43, "financial_exposure_usd": 1175770.65, "recoverable_pct": 0.252 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100596", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-01T09:56:00Z", "trace_id": "ddccdad0-ab64-6f50-37b2-ae27e48175c9" }
{ "account_age_days": 708, "account_id": "ACCT-9B7A69CCBD51", "baseline_risk_score": 0.612, "kyc_tier": "tier_2", "session_entropy": 0.698 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1194, "timestamp": "2026-01-01T09:56:00Z", "transaction_amount_usd": 100853.96 }, { "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": 0.851, "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": 196898.75, "financial_exposure_usd": 396494.03, "recoverable_pct": 0.818 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109602", "label": "benign", "label_confidence": 0.503, "severity": "low", "timestamp": "2026-01-07T16:02:00Z", "trace_id": "747edfd1-ca87-ec3f-4f0c-39d04121604d" }
{ "account_age_days": 281, "account_id": "ACCT-92E7D69348CF", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.765 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 571, "timestamp": "2026-01-07T16:02:00Z", "transaction_amount_usd": 4333.07 }, { "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": 0.579, "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": 2492.65, "financial_exposure_usd": 2516.37, "recoverable_pct": 0.611 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103404", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T08:44:00Z", "trace_id": "b2aa3d1d-481d-2539-915c-c15ad4b9739b" }
{ "account_age_days": 149, "account_id": "ACCT-1DF49A7B60EC", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.813 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1184, "timestamp": "2026-01-03T08:44:00Z", "transaction_amount_usd": 442169.28 }, { "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": 0.57, "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 pos...
{ "customer_funds_at_risk_usd": 3624916.18, "financial_exposure_usd": 5184526.79, "recoverable_pct": 0.737 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104507", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-04T03:07:00Z", "trace_id": "d2b2a189-2ede-93d2-6f22-2fc84d302b7a" }
{ "account_age_days": 1985, "account_id": "ACCT-B91A5DD5258B", "baseline_risk_score": 0.108, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 990, "timestamp": "2026-01-04T03:07:00Z", "transaction_amount_usd": 1273680.75 }, { "asset": "ETH", "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": 0.852, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3540773.98, "financial_exposure_usd": 5042644.03, "recoverable_pct": 0.593 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101964", "label": "fraudulent", "label_confidence": 0.88, "severity": "low", "timestamp": "2026-01-02T08:44:00Z", "trace_id": "caa50b64-6f55-4877-02d9-8839ca14218d" }
{ "account_age_days": 553, "account_id": "ACCT-0A880AA2B325", "baseline_risk_score": 0.597, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 672, "timestamp": "2026-01-02T08:44:00Z", "transaction_amount_usd": 112713.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.795, "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": 285732.14, "financial_exposure_usd": 368544.98, "recoverable_pct": 0.769 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108979", "label": "benign", "label_confidence": 0.552, "severity": "medium", "timestamp": "2026-01-07T05:39:00Z", "trace_id": "19c8fe4c-4eeb-576c-801a-fa1dc0b7ec6f" }
{ "account_age_days": 673, "account_id": "ACCT-8FF3D7FCB9C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.942 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 296, "timestamp": "2026-01-07T05:39:00Z", "transaction_amount_usd": 7094.64 }, { "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": 0.683, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1686.51, "financial_exposure_usd": 3566.48, "recoverable_pct": 0.594 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103026", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-03T02:26:00Z", "trace_id": "9629ef5f-e5f8-78a2-beec-95fb2b31adac" }
{ "account_age_days": 1603, "account_id": "ACCT-6B5FFF07163A", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.323 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 994, "timestamp": "2026-01-03T02:26:00Z", "transaction_amount_usd": 36183.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.771, "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": 301270.56, "financial_exposure_usd": 573882.39, "recoverable_pct": 0.42 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103786", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-03T15:06:00Z", "trace_id": "79fae7fa-83d0-078d-e7fd-376faba88e10" }
{ "account_age_days": 402, "account_id": "ACCT-3A68865E5299", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.935 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 940, "timestamp": "2026-01-03T15:06:00Z", "transaction_amount_usd": 1019503.03 }, { "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": 0.738, "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": 5120097.99, "financial_exposure_usd": 6586682.73, "recoverable_pct": 0.568 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104429", "label": "fraudulent", "label_confidence": 0.678, "severity": "high", "timestamp": "2026-01-04T01:49:00Z", "trace_id": "2391b778-eed3-d7e5-6b85-22ee60ee4ebd" }
{ "account_age_days": 1341, "account_id": "ACCT-51D692956667", "baseline_risk_score": 0.122, "kyc_tier": "tier_3", "session_entropy": 0.508 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 289, "timestamp": "2026-01-03T16:18:00Z", "transaction_amount_usd": 17 }, { "asset": "JPY", "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": 0.537, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1289186.7, "financial_exposure_usd": 1792706.68, "recoverable_pct": 0.416 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106785", "label": "benign", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-05T17:05:00Z", "trace_id": "bbb4a5ab-11e6-cc62-17f4-831fc27421b9" }
{ "account_age_days": 126, "account_id": "ACCT-A50E873BF1AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.497 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 342, "timestamp": "2026-01-05T17:05:00Z", "transaction_amount_usd": 7055.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.551, "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": 1025.06, "financial_exposure_usd": 1791.35, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104665", "label": "fraudulent", "label_confidence": 0.816, "severity": "critical", "timestamp": "2026-01-04T05:45:00Z", "trace_id": "337975e3-e1a3-3a02-7cd3-6360323b9065" }
{ "account_age_days": 931, "account_id": "ACCT-1FF72F37B65F", "baseline_risk_score": 0.279, "kyc_tier": "tier_1", "session_entropy": 0.102 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1187, "timestamp": "2026-01-04T05:45:00Z", "transaction_amount_usd": 1654297.27 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.479, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1110213.47, "financial_exposure_usd": 2015077.87, "recoverable_pct": 0.73 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109108", "label": "benign", "label_confidence": 0.693, "severity": "medium", "timestamp": "2026-01-07T07:48:00Z", "trace_id": "c99a768b-420e-2715-199e-db55ce1e5118" }
{ "account_age_days": 1274, "account_id": "ACCT-4206A289F14C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.125 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 816, "timestamp": "2026-01-07T07:48:00Z", "transaction_amount_usd": 11782.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.693, "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": 2191.45, "financial_exposure_usd": 3207.8, "recoverable_pct": 0.598 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105149", "label": "fraudulent", "label_confidence": 0.89, "severity": "low", "timestamp": "2026-01-04T13:49:00Z", "trace_id": "6322a841-bedf-c591-0519-415ba52acef6" }
{ "account_age_days": 1505, "account_id": "ACCT-C25A898C97CE", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 763, "timestamp": "2026-01-04T13:49:00Z", "transaction_amount_usd": 1740112.17 }, { "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": 0.661, "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": 4230736.84, "financial_exposure_usd": 6049682.25, "recoverable_pct": 0.705 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106639", "label": "fraudulent", "label_confidence": 0.649, "severity": "medium", "timestamp": "2026-01-05T14:39:00Z", "trace_id": "2682391c-9de9-3f4b-b977-2e447e952836" }
{ "account_age_days": 589, "account_id": "ACCT-D7065638704F", "baseline_risk_score": 0.429, "kyc_tier": "tier_2", "session_entropy": 0.93 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 164, "timestamp": "2026-01-05T13:39:00Z", "transaction_amount_usd": 23.26 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.577, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2996214.41, "financial_exposure_usd": 3128912.25, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106539", "label": "fraudulent", "label_confidence": 0.741, "severity": "critical", "timestamp": "2026-01-05T12:59:00Z", "trace_id": "89a112a8-0d54-236b-3a28-18b0abbe27f0" }
{ "account_age_days": 410, "account_id": "ACCT-44B08AE532FD", "baseline_risk_score": 0.163, "kyc_tier": "tier_1", "session_entropy": 0.337 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 893, "timestamp": "2026-01-05T12:59:00Z", "transaction_amount_usd": 950820.48 }, { "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": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2731391.08, "financial_exposure_usd": 4247376.19, "recoverable_pct": 0.621 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107662", "label": "benign", "label_confidence": 0.583, "severity": "medium", "timestamp": "2026-01-06T07:42:00Z", "trace_id": "fc0b6fbb-b741-c110-8afc-9ba8018d598a" }
{ "account_age_days": 1664, "account_id": "ACCT-562E5F02B347", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 545, "timestamp": "2026-01-06T07:42:00Z", "transaction_amount_usd": 11176.11 }, { "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": 0.678, "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": 2114.02, "financial_exposure_usd": 4605.68, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108999", "label": "benign", "label_confidence": 0.502, "severity": "medium", "timestamp": "2026-01-07T05:59:00Z", "trace_id": "3408061d-5014-53f0-1342-c077390d3acd" }
{ "account_age_days": 1496, "account_id": "ACCT-BEAFD51FABDA", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.62 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 545, "timestamp": "2026-01-07T05:59:00Z", "transaction_amount_usd": 2026.18 }, { "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": 0.785, "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": 1661.61, "financial_exposure_usd": 2404.32, "recoverable_pct": 0.647 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103733", "label": "fraudulent", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-03T14:13:00Z", "trace_id": "9d0fd5d8-22a0-228c-0bc9-bec546713a26" }
{ "account_age_days": 1461, "account_id": "ACCT-2E412EB874B4", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.519 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1090, "timestamp": "2026-01-03T14:13:00Z", "transaction_amount_usd": 756479.17 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.9, "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 poste...
{ "customer_funds_at_risk_usd": 3325910.79, "financial_exposure_usd": 3359605.2, "recoverable_pct": 0.577 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106362", "label": "fraudulent", "label_confidence": 0.647, "severity": "critical", "timestamp": "2026-01-05T10:02:00Z", "trace_id": "ed7907fe-95f1-6f00-549a-400690899ab1" }
{ "account_age_days": 98, "account_id": "ACCT-6D89106F4FFC", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 202, "timestamp": "2026-01-05T10:02:00Z", "transaction_amount_usd": 1491259.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.408, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 940623.75, "financial_exposure_usd": 1465927.27, "recoverable_pct": 0.885 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108638", "label": "benign", "label_confidence": 0.564, "severity": "low", "timestamp": "2026-01-06T23:58:00Z", "trace_id": "b5a887ef-0bf1-da0d-6219-cb9812950a04" }
{ "account_age_days": 1333, "account_id": "ACCT-72C59F1E4D41", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 145, "timestamp": "2026-01-06T13:15:00Z", "transaction_amount_usd": 9.98 }, { "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": 0.61, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 3220.3, "financial_exposure_usd": 3324.76, "recoverable_pct": 0.85 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108302", "label": "benign", "label_confidence": 0.576, "severity": "high", "timestamp": "2026-01-06T18:22:00Z", "trace_id": "b5f13136-8579-a0b3-a2d7-fefd50cc466e" }
{ "account_age_days": 900, "account_id": "ACCT-1FF86DA2B869", "baseline_risk_score": 0.161, "kyc_tier": "tier_1", "session_entropy": 0.926 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 216, "timestamp": "2026-01-06T18:22:00Z", "transaction_amount_usd": 10871.38 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 2721.22, "financial_exposure_usd": 5113.41, "recoverable_pct": 0.759 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102047", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-02T10:07:00Z", "trace_id": "8c28e182-c1df-e10b-2844-3b78ed52c296" }
{ "account_age_days": 880, "account_id": "ACCT-094B5A772E84", "baseline_risk_score": 0.51, "kyc_tier": "tier_3", "session_entropy": 0.326 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 579, "timestamp": "2026-01-02T10:07:00Z", "transaction_amount_usd": 56371.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.535, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 337773.8, "financial_exposure_usd": 566055.84, "recoverable_pct": 0.043 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109639", "label": "benign", "label_confidence": 0.694, "severity": "high", "timestamp": "2026-01-07T16:39:00Z", "trace_id": "b31ddc4c-1965-d96b-a390-c31f89faac80" }
{ "account_age_days": 1253, "account_id": "ACCT-D2DEA40C302D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.656 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 750, "timestamp": "2026-01-07T16:39:00Z", "transaction_amount_usd": 9701.96 }, { "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": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2878.4, "financial_exposure_usd": 3252.55, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103985", "label": "fraudulent", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-03T18:25:00Z", "trace_id": "90c82f7a-d69d-5b9d-2ce5-1b1af439c7a5" }
{ "account_age_days": 157, "account_id": "ACCT-9DE65341E0F0", "baseline_risk_score": 0.341, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1135, "timestamp": "2026-01-03T18:25:00Z", "transaction_amount_usd": 2064843.74 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.369, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2029862.54, "financial_exposure_usd": 4383756.34, "recoverable_pct": 0.753 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107443", "label": "benign", "label_confidence": 0.504, "severity": "medium", "timestamp": "2026-01-06T04:03:00Z", "trace_id": "4883fe53-6d83-4b45-c16a-86fafe4f2d97" }
{ "account_age_days": 20, "account_id": "ACCT-E95FDAABEB32", "baseline_risk_score": 0.13, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 163, "timestamp": "2026-01-06T04:03:00Z", "transaction_amount_usd": 6434.46 }, { "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": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 465.09, "financial_exposure_usd": 523.34, "recoverable_pct": 0.436 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107040", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-05T21:20:00Z", "trace_id": "f9b2c18c-fa1e-6be7-c5f7-b25f22160017" }
{ "account_age_days": 884, "account_id": "ACCT-FF3F46FD528B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1061, "timestamp": "2026-01-05T21:20:00Z", "transaction_amount_usd": 13706.86 }, { "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": 0.464, "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": 1298.38, "financial_exposure_usd": 2128.77, "recoverable_pct": 0.496 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100106", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-01T01:46:00Z", "trace_id": "d3a71b83-97d0-2f8f-affd-d43b2c691f04" }
{ "account_age_days": 760, "account_id": "ACCT-737335549E20", "baseline_risk_score": 0.308, "kyc_tier": "tier_3", "session_entropy": 0.871 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 852, "timestamp": "2026-01-01T01:46:00Z", "transaction_amount_usd": 24240.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.401, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 690979.69, "financial_exposure_usd": 1439772.1, "recoverable_pct": 0.275 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109568", "label": "benign", "label_confidence": 0.745, "severity": "low", "timestamp": "2026-01-07T15:28:00Z", "trace_id": "a7cf990d-2953-82fa-d6d7-79e9c0fa8855" }
{ "account_age_days": 1421, "account_id": "ACCT-68F04DC76AC4", "baseline_risk_score": 0.142, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 369, "timestamp": "2026-01-07T15:28:00Z", "transaction_amount_usd": 4157.4 }, { "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": 0.772, "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": 3800.56, "financial_exposure_usd": 4364.64, "recoverable_pct": 0.625 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109913", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-07T21:13:00Z", "trace_id": "10e81e70-c705-716e-d884-7c65876d07ce" }
{ "account_age_days": 1760, "account_id": "ACCT-DE83A73A69AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 170, "timestamp": "2026-01-07T12:51:00Z", "transaction_amount_usd": 14.6 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 979.73, "financial_exposure_usd": 1204.58, "recoverable_pct": 0.996 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107192", "label": "benign", "label_confidence": 0.483, "severity": "low", "timestamp": "2026-01-05T23:52:00Z", "trace_id": "8bf87f0d-95c4-d7b8-7d8a-62d0501ece6b" }
{ "account_age_days": 1835, "account_id": "ACCT-665B289019B1", "baseline_risk_score": 0.125, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 866, "timestamp": "2026-01-05T23:52:00Z", "transaction_amount_usd": 1818.2 }, { "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": 0.54, "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 pr...
{ "customer_funds_at_risk_usd": 2128.12, "financial_exposure_usd": 3558.09, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101632", "label": "fraudulent", "label_confidence": 0.927, "severity": "low", "timestamp": "2026-01-02T03:12:00Z", "trace_id": "79d8b8f5-af7f-dc36-0dee-a7a1bf77d93e" }
{ "account_age_days": 1959, "account_id": "ACCT-8E0D3818DC4C", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 381, "timestamp": "2026-01-01T20:53:00Z", "transaction_amount_usd": 21.84 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.364, "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": 490558.05, "financial_exposure_usd": 867262.89, "recoverable_pct": 0.455 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104586", "label": "fraudulent", "label_confidence": 0.877, "severity": "high", "timestamp": "2026-01-04T04:26:00Z", "trace_id": "8907674a-2cf3-dbce-6a9b-8153dccf3de7" }
{ "account_age_days": 1471, "account_id": "ACCT-3EB105288C63", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.891 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 173, "timestamp": "2026-01-04T01:38:00Z", "transaction_amount_usd": 22.87 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.713, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 3272012.33, "financial_exposure_usd": 7121840.35, "recoverable_pct": 0.49 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105587", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-04T21:07:00Z", "trace_id": "50597b1e-fcf3-bbf5-f7b8-3230295b4a47" }
{ "account_age_days": 964, "account_id": "ACCT-C42F3347A973", "baseline_risk_score": 0.316, "kyc_tier": "tier_2", "session_entropy": 0.792 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1174, "timestamp": "2026-01-04T21:07:00Z", "transaction_amount_usd": 80968.37 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.643, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2071430.38, "financial_exposure_usd": 3098752.57, "recoverable_pct": 0.938 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101355", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-01T22:35:00Z", "trace_id": "8299b3f0-6306-97c8-df47-bc996262d60d" }
{ "account_age_days": 1121, "account_id": "ACCT-AA1180737ADB", "baseline_risk_score": 0.378, "kyc_tier": "tier_3", "session_entropy": 0.365 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 569, "timestamp": "2026-01-01T22:35:00Z", "transaction_amount_usd": 29916.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.641, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 761435.1, "financial_exposure_usd": 1001176.96, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106882", "label": "benign", "label_confidence": 0.479, "severity": "low", "timestamp": "2026-01-05T18:42:00Z", "trace_id": "83ee6659-b518-8d7e-37a6-3a468a2fbe76" }
{ "account_age_days": 1082, "account_id": "ACCT-6DF386EDB8FE", "baseline_risk_score": 0.051, "kyc_tier": "tier_1", "session_entropy": 0.474 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 319, "timestamp": "2026-01-05T15:03:00Z", "transaction_amount_usd": 18.91 }, { "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": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2371.66, "financial_exposure_usd": 2661.41, "recoverable_pct": 0.439 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107978", "label": "benign", "label_confidence": 0.484, "severity": "low", "timestamp": "2026-01-06T12:58:00Z", "trace_id": "1bc8dae9-97e0-e169-fb06-d4cb55182ad6" }
{ "account_age_days": 1276, "account_id": "ACCT-1BD453DAC4DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1042, "timestamp": "2026-01-06T12:58:00Z", "transaction_amount_usd": 345.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.683, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1136, "financial_exposure_usd": 2062.98, "recoverable_pct": 0.968 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104243", "label": "fraudulent", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-03T22:43:00Z", "trace_id": "5e6b1e56-4439-8559-aeb2-fd62ca02b57c" }
{ "account_age_days": 1513, "account_id": "ACCT-2558BEA8A110", "baseline_risk_score": 0.107, "kyc_tier": "tier_3", "session_entropy": 0.812 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 158, "timestamp": "2026-01-03T22:43:00Z", "transaction_amount_usd": 254085.6 }, { "asset": "USDT", "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": 0.506, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4942382.58, "financial_exposure_usd": 7815996.53, "recoverable_pct": 0.659 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101248", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-01T20:48:00Z", "trace_id": "86b55a1d-8472-1864-6e2c-cdd153942509" }
{ "account_age_days": 1633, "account_id": "ACCT-4BB69AB8ED1C", "baseline_risk_score": 0.488, "kyc_tier": "tier_3", "session_entropy": 0.404 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 386, "timestamp": "2026-01-01T08:20:00Z", "transaction_amount_usd": 21.33 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.888, "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": 486396.52, "financial_exposure_usd": 543214.51, "recoverable_pct": 0.257 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106731", "label": "benign", "label_confidence": 0.528, "severity": "low", "timestamp": "2026-01-05T16:11:00Z", "trace_id": "e38c1b95-8785-1469-20e9-f38cee017454" }
{ "account_age_days": 1345, "account_id": "ACCT-E6B92DE2042A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 312, "timestamp": "2026-01-05T16:11:00Z", "transaction_amount_usd": 3963.28 }, { "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": 0.566, "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": 1379.66, "financial_exposure_usd": 1522.4, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102965", "label": "fraudulent", "label_confidence": 0.817, "severity": "high", "timestamp": "2026-01-03T01:25:00Z", "trace_id": "2443e113-b516-438e-eb90-e00a549b2374" }
{ "account_age_days": 1157, "account_id": "ACCT-885AC90D3B9C", "baseline_risk_score": 0.364, "kyc_tier": "tier_3", "session_entropy": 0.552 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 336, "timestamp": "2026-01-02T19:41:00Z", "transaction_amount_usd": 17.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.408, "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": 573127.92, "financial_exposure_usd": 660632.78, "recoverable_pct": 0.324 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104491", "label": "fraudulent", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-04T02:51:00Z", "trace_id": "a6cbd2d4-bbd2-0b45-29af-575e04062349" }
{ "account_age_days": 1119, "account_id": "ACCT-449186EBD972", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1041, "timestamp": "2026-01-04T02:51:00Z", "transaction_amount_usd": 372759.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.756, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3370863.06, "financial_exposure_usd": 3825072.15, "recoverable_pct": 0.608 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109158", "label": "benign", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-07T08:38:00Z", "trace_id": "dfa442a6-9fbb-d1fe-3a7c-e5b8b5856e85" }
{ "account_age_days": 132, "account_id": "ACCT-C8A979E7B694", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.631 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 536, "timestamp": "2026-01-07T08:38:00Z", "transaction_amount_usd": 7500.1 }, { "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": 0.798, "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": 319.98, "financial_exposure_usd": 488.66, "recoverable_pct": 0.63 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104351", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-04T00:31:00Z", "trace_id": "c8f0ca91-f066-89b6-ec8d-f2aea3be26cd" }
{ "account_age_days": 1553, "account_id": "ACCT-3011EE1418AE", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.355 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 802, "timestamp": "2026-01-04T00:31:00Z", "transaction_amount_usd": 2445163.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.635, "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": 3252476.75, "financial_exposure_usd": 6013895.45, "recoverable_pct": 0.457 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106770", "label": "benign", "label_confidence": 0.582, "severity": "low", "timestamp": "2026-01-05T16:50:00Z", "trace_id": "588c4c91-5eb0-6447-8b54-d19588478d76" }
{ "account_age_days": 555, "account_id": "ACCT-D56359C7DDA4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 343, "timestamp": "2026-01-05T10:44:00Z", "transaction_amount_usd": 8.14 }, { "asset": "USDT", "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": 0.659, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1848.26, "financial_exposure_usd": 2734.37, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109970", "label": "benign", "label_confidence": 0.566, "severity": "high", "timestamp": "2026-01-07T22:10:00Z", "trace_id": "58a77cdc-d029-eb5a-e775-e3d13f1d103d" }
{ "account_age_days": 773, "account_id": "ACCT-60BFF73FC1AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 688, "timestamp": "2026-01-07T22:10:00Z", "transaction_amount_usd": 1270.78 }, { "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": 0.472, "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": 1300.41, "financial_exposure_usd": 1408.35, "recoverable_pct": 0.9 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105427", "label": "fraudulent", "label_confidence": 0.944, "severity": "low", "timestamp": "2026-01-04T18:27:00Z", "trace_id": "59104693-148e-d5c6-c914-cbec6167f7f7" }
{ "account_age_days": 1082, "account_id": "ACCT-70D3606EC0FE", "baseline_risk_score": 0.323, "kyc_tier": "tier_2", "session_entropy": 0.372 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 333, "timestamp": "2026-01-04T06:10:00Z", "transaction_amount_usd": 2.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.587, "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": 5247672.35, "financial_exposure_usd": 5623997.73, "recoverable_pct": 0.546 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101975", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-02T08:55:00Z", "trace_id": "4dd23a51-f7aa-1c05-8cb9-2f59fe2d8261" }
{ "account_age_days": 832, "account_id": "ACCT-61A0341DDFEF", "baseline_risk_score": 0.409, "kyc_tier": "tier_1", "session_entropy": 0.282 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 397, "timestamp": "2026-01-02T08:55:00Z", "transaction_amount_usd": 119695.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.95, "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 HAVING...
{ "customer_funds_at_risk_usd": 304287.94, "financial_exposure_usd": 502879.61, "recoverable_pct": 0.63 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101743", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-02T05:03:00Z", "trace_id": "1f0f4e25-744a-da6f-cf5c-cc0db52e331f" }
{ "account_age_days": 216, "account_id": "ACCT-3CD60809E72C", "baseline_risk_score": 0.453, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 159, "timestamp": "2026-01-02T05:03:00Z", "transaction_amount_usd": 105138.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.563, "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": 580042.92, "financial_exposure_usd": 673650.18, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106573", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-05T13:33:00Z", "trace_id": "b95a77c6-eeaf-5b90-16a0-566de7f4ffae" }
{ "account_age_days": 329, "account_id": "ACCT-8AF888E38269", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.366 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 543, "timestamp": "2026-01-05T13:33:00Z", "transaction_amount_usd": 1763293.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.756, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4266703.46, "financial_exposure_usd": 8614537.76, "recoverable_pct": 0.658 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106649", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-05T14:49:00Z", "trace_id": "5eb79794-1d13-1419-50a0-e2c1bdfd04be" }
{ "account_age_days": 1935, "account_id": "ACCT-729C1054B288", "baseline_risk_score": 0.408, "kyc_tier": "tier_3", "session_entropy": 0.887 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 310, "timestamp": "2026-01-05T07:36:00Z", "transaction_amount_usd": 8.27 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.386, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3536236.71, "financial_exposure_usd": 5919039.16, "recoverable_pct": 0.745 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106547", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-05T13:07:00Z", "trace_id": "6a74820b-d078-a453-4766-290a0bda6086" }
{ "account_age_days": 49, "account_id": "ACCT-8BCEFA7737C9", "baseline_risk_score": 0.208, "kyc_tier": "tier_1", "session_entropy": 0.475 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 686, "timestamp": "2026-01-05T13:07:00Z", "transaction_amount_usd": 939033.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.593, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1991085.43, "financial_exposure_usd": 3983440.45, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109640", "label": "benign", "label_confidence": 0.651, "severity": "medium", "timestamp": "2026-01-07T16:40:00Z", "trace_id": "85ef17c2-5261-de37-d6e5-a9b2ac4b36ed" }
{ "account_age_days": 1936, "account_id": "ACCT-EB5D60D71828", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.641 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1117, "timestamp": "2026-01-07T16:40:00Z", "transaction_amount_usd": 8199.98 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2205.89, "financial_exposure_usd": 4981.9, "recoverable_pct": 0.658 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105200", "label": "fraudulent", "label_confidence": 0.769, "severity": "low", "timestamp": "2026-01-04T14:40:00Z", "trace_id": "bef97591-af9a-243e-b2fb-9ae6cd22b7f4" }
{ "account_age_days": 1048, "account_id": "ACCT-C3AAFDE8507A", "baseline_risk_score": 0.254, "kyc_tier": "tier_3", "session_entropy": 0.283 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 827, "timestamp": "2026-01-04T14:40:00Z", "transaction_amount_usd": 1483102.59 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.373, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 679413.09, "financial_exposure_usd": 1105501.39, "recoverable_pct": 0.731 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103626", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-03T12:26:00Z", "trace_id": "bba05203-dde4-3216-50c7-275a26be77c8" }
{ "account_age_days": 1890, "account_id": "ACCT-5FC4EEF46CB5", "baseline_risk_score": 0.214, "kyc_tier": "tier_3", "session_entropy": 0.858 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 512, "timestamp": "2026-01-03T12:26:00Z", "transaction_amount_usd": 88518.27 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.904, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 770064.75, "financial_exposure_usd": 1338293.57, "recoverable_pct": 0.403 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104464", "label": "fraudulent", "label_confidence": 0.627, "severity": "medium", "timestamp": "2026-01-04T02:24:00Z", "trace_id": "9512423c-e61d-ff85-fa10-1999ec31f000" }
{ "account_age_days": 1097, "account_id": "ACCT-8D524BB2EEA7", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.224 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1164, "timestamp": "2026-01-04T02:24:00Z", "transaction_amount_usd": 412044.63 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4000735.28, "financial_exposure_usd": 6347538.52, "recoverable_pct": 0.807 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105590", "label": "fraudulent", "label_confidence": 0.666, "severity": "critical", "timestamp": "2026-01-04T21:10:00Z", "trace_id": "49f0334f-b031-56ea-8194-da8f705177c4" }
{ "account_age_days": 1998, "account_id": "ACCT-6659544A4C66", "baseline_risk_score": 0.286, "kyc_tier": "tier_2", "session_entropy": 0.47 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 107, "timestamp": "2026-01-04T17:17:00Z", "transaction_amount_usd": 16.32 }, { "asset": "ETH", "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": 0.497, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3504361.61, "financial_exposure_usd": 5193194.84, "recoverable_pct": 0.997 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107848", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-06T10:48:00Z", "trace_id": "3c3bee9e-3490-66e4-3ed8-597474b133d8" }
{ "account_age_days": 628, "account_id": "ACCT-D4BB21AD52D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.935 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 238, "timestamp": "2026-01-06T10:48:00Z", "transaction_amount_usd": 14620.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.725, "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": 3550.35, "financial_exposure_usd": 4409.91, "recoverable_pct": 0.421 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104267", "label": "fraudulent", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-03T23:07:00Z", "trace_id": "d7b6fe9d-6d09-5747-59d4-fda1a8825986" }
{ "account_age_days": 1747, "account_id": "ACCT-4E793B50DD33", "baseline_risk_score": 0.31, "kyc_tier": "tier_3", "session_entropy": 0.107 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 951, "timestamp": "2026-01-03T23:07:00Z", "transaction_amount_usd": 1199408.36 }, { "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": 0.946, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1813857.61, "financial_exposure_usd": 3309131.27, "recoverable_pct": 0.434 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108503", "label": "benign", "label_confidence": 0.596, "severity": "low", "timestamp": "2026-01-06T21:43:00Z", "trace_id": "75118d1e-cff3-fe1e-fb12-7bbafaa31493" }
{ "account_age_days": 1519, "account_id": "ACCT-6A76B33E2C4C", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.282 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 361, "timestamp": "2026-01-06T14:28:00Z", "transaction_amount_usd": 9.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.685, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 844.05, "financial_exposure_usd": 1171.36, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109219", "label": "benign", "label_confidence": 0.497, "severity": "low", "timestamp": "2026-01-07T09:39:00Z", "trace_id": "03a577bc-f6db-7dc1-ed35-f9cb13188922" }
{ "account_age_days": 1155, "account_id": "ACCT-B1416B0DA847", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.785 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 789, "timestamp": "2026-01-07T09:39:00Z", "transaction_amount_usd": 7206.67 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3767, "financial_exposure_usd": 6948.51, "recoverable_pct": 0.468 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104087", "label": "fraudulent", "label_confidence": 0.801, "severity": "high", "timestamp": "2026-01-03T20:07:00Z", "trace_id": "151e733b-77c1-5e86-5b8d-fb3c86170b32" }
{ "account_age_days": 1351, "account_id": "ACCT-BA6021D33BAD", "baseline_risk_score": 0.227, "kyc_tier": "tier_2", "session_entropy": 0.73 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 255, "timestamp": "2026-01-03T20:07:00Z", "transaction_amount_usd": 2364110.25 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.563, "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": 2342228.57, "financial_exposure_usd": 3462062.26, "recoverable_pct": 0.786 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104098", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-03T20:18:00Z", "trace_id": "171e7f4d-abf3-9542-fbce-409ff2599e31" }
{ "account_age_days": 396, "account_id": "ACCT-BB5D914AE900", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 189, "timestamp": "2026-01-03T20:18:00Z", "transaction_amount_usd": 2881672.13 }, { "asset": "SOL", "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": 0.835, "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": 3359519.13, "financial_exposure_usd": 6104362.92, "recoverable_pct": 0.417 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108355", "label": "benign", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-06T19:15:00Z", "trace_id": "4f1c74d3-200f-720d-ce8c-197c1c64f4a5" }
{ "account_age_days": 1452, "account_id": "ACCT-69E1638E5041", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.303 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 875, "timestamp": "2026-01-06T19:15:00Z", "transaction_amount_usd": 7320.57 }, { "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": 0.712, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5603.85, "financial_exposure_usd": 9577.36, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101413", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-01T23:33:00Z", "trace_id": "15c78617-adab-63fb-6381-8e61539b3995" }
{ "account_age_days": 1199, "account_id": "ACCT-E9A31B3A56E2", "baseline_risk_score": 0.582, "kyc_tier": "tier_3", "session_entropy": 0.615 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 422, "timestamp": "2026-01-01T23:33:00Z", "transaction_amount_usd": 88752.59 }, { "asset": "SOL", "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": 0.911, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 202371.76, "financial_exposure_usd": 301186.05, "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-107765", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-06T09:25:00Z", "trace_id": "bc781bdf-ffd6-bbed-e9b1-6b2ca7ca6456" }
{ "account_age_days": 62, "account_id": "ACCT-DCA3BE3B99E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.697 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 201, "timestamp": "2026-01-06T09:25:00Z", "transaction_amount_usd": 2805.84 }, { "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": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 199.03, "financial_exposure_usd": 381.51, "recoverable_pct": 0.965 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109060", "label": "benign", "label_confidence": 0.596, "severity": "medium", "timestamp": "2026-01-07T07:00:00Z", "trace_id": "81be4135-c561-1af3-a2ea-01c03390cc29" }
{ "account_age_days": 1296, "account_id": "ACCT-40EEA12619E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1092, "timestamp": "2026-01-07T07:00:00Z", "transaction_amount_usd": 1618.99 }, { "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": 0.783, "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": 1022.44, "financial_exposure_usd": 2197.64, "recoverable_pct": 0.762 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104868", "label": "fraudulent", "label_confidence": 0.746, "severity": "critical", "timestamp": "2026-01-04T09:08:00Z", "trace_id": "3e6d4ca7-e25e-6609-7cea-90c48759d931" }
{ "account_age_days": 120, "account_id": "ACCT-6A5A07AF2353", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.638 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 982, "timestamp": "2026-01-04T09:08:00Z", "transaction_amount_usd": 552397.87 }, { "asset": "ETH", "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": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2743962.75, "financial_exposure_usd": 3384728.06, "recoverable_pct": 0.843 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107347", "label": "benign", "label_confidence": 0.659, "severity": "low", "timestamp": "2026-01-06T02:27:00Z", "trace_id": "1bf2a9bc-254f-f0e0-b67e-7516af7bca62" }
{ "account_age_days": 1709, "account_id": "ACCT-E2A980C5565C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.566 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 812, "timestamp": "2026-01-06T02:27:00Z", "transaction_amount_usd": 4417.48 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.502, "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": 3732.06, "financial_exposure_usd": 4640.91, "recoverable_pct": 0.71 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101602", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-02T02:42:00Z", "trace_id": "71b22f24-7c27-3ffd-88db-3597692c25e3" }
{ "account_age_days": 1628, "account_id": "ACCT-0FA0479335C3", "baseline_risk_score": 0.489, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 610, "timestamp": "2026-01-02T02:42:00Z", "transaction_amount_usd": 66039.28 }, { "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": 0.852, "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": 359183.39, "financial_exposure_usd": 487887.02, "recoverable_pct": 0.476 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106040", "label": "fraudulent", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-05T04:40:00Z", "trace_id": "42b45f22-8eea-7a72-cd85-0a177ec6b64c" }
{ "account_age_days": 806, "account_id": "ACCT-D0AD3BE4A41D", "baseline_risk_score": 0.33, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 271, "timestamp": "2026-01-04T20:02:00Z", "transaction_amount_usd": 14.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.566, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1661469.59, "financial_exposure_usd": 2327037.02, "recoverable_pct": 0.877 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100260", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-01T04:20:00Z", "trace_id": "aabd4589-b736-5e1b-36f1-374dee426792" }
{ "account_age_days": 1777, "account_id": "ACCT-38CA4DA701F0", "baseline_risk_score": 0.313, "kyc_tier": "tier_2", "session_entropy": 0.696 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 279, "timestamp": "2026-01-01T04:20:00Z", "transaction_amount_usd": 15820.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.5, "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 HAVING ...
{ "customer_funds_at_risk_usd": 225719.5, "financial_exposure_usd": 550379.54, "recoverable_pct": 0.309 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109294", "label": "benign", "label_confidence": 0.631, "severity": "medium", "timestamp": "2026-01-07T10:54:00Z", "trace_id": "8df267c1-494a-f9b3-ec02-eed69443d2b4" }
{ "account_age_days": 453, "account_id": "ACCT-E20DB4C066D0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.487 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 327, "timestamp": "2026-01-06T23:40:00Z", "transaction_amount_usd": 11.59 }, { "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": 0.779, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1011.28, "financial_exposure_usd": 1615.88, "recoverable_pct": 0.789 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104936", "label": "fraudulent", "label_confidence": 0.725, "severity": "medium", "timestamp": "2026-01-04T10:16:00Z", "trace_id": "cfff94f0-b573-f991-fe76-85d4c3b7ab2b" }
{ "account_age_days": 599, "account_id": "ACCT-0AA73A6FDA92", "baseline_risk_score": 0.38, "kyc_tier": "tier_1", "session_entropy": 0.358 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 378, "timestamp": "2026-01-04T09:00:00Z", "transaction_amount_usd": 1.71 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.785, "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": 2622872.22, "financial_exposure_usd": 6546756, "recoverable_pct": 0.891 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103130", "label": "fraudulent", "label_confidence": 0.925, "severity": "critical", "timestamp": "2026-01-03T04:10:00Z", "trace_id": "04f9fb0d-783d-18e5-05ff-9a77c3ca7c8c" }
{ "account_age_days": 1723, "account_id": "ACCT-1316AC01E57F", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.246 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 609, "timestamp": "2026-01-03T04:10:00Z", "transaction_amount_usd": 90926.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.924, "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": 471263.41, "financial_exposure_usd": 1003049.25, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104861", "label": "fraudulent", "label_confidence": 0.729, "severity": "critical", "timestamp": "2026-01-04T09:01:00Z", "trace_id": "a6a8b8b5-5884-b72e-97b3-a82acb00d397" }
{ "account_age_days": 929, "account_id": "ACCT-D43380E84DB6", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.731 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 139, "timestamp": "2026-01-03T20:09:00Z", "transaction_amount_usd": 4.77 }, { "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": 0.896, "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": 3624998.21, "financial_exposure_usd": 6466044.99, "recoverable_pct": 0.419 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108329", "label": "benign", "label_confidence": 0.565, "severity": "low", "timestamp": "2026-01-06T18:49:00Z", "trace_id": "f606a863-1a79-8779-7aa7-46103a0c5e50" }
{ "account_age_days": 676, "account_id": "ACCT-81407D44168A", "baseline_risk_score": 0.192, "kyc_tier": "tier_1", "session_entropy": 0.812 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 470, "timestamp": "2026-01-06T18:49:00Z", "transaction_amount_usd": 489.6 }, { "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": 0.623, "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": 5145.22, "financial_exposure_usd": 6679.94, "recoverable_pct": 0.99 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108132", "label": "benign", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-06T15:32:00Z", "trace_id": "655027d7-840e-c19e-5be2-caa41aeb41c1" }
{ "account_age_days": 923, "account_id": "ACCT-83140BD0D503", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.935 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 252, "timestamp": "2026-01-06T15:32:00Z", "transaction_amount_usd": 12325.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.666, "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": 2145.2, "financial_exposure_usd": 3982.49, "recoverable_pct": 0.974 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106471", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-05T11:51:00Z", "trace_id": "2b3f4cbc-1ef4-4111-1177-d64b5c0e9294" }
{ "account_age_days": 934, "account_id": "ACCT-48DBA09D3C6E", "baseline_risk_score": 0.32, "kyc_tier": "tier_2", "session_entropy": 0.133 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 804, "timestamp": "2026-01-05T11:51:00Z", "transaction_amount_usd": 1173988.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "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": 2524466.88, "financial_exposure_usd": 2690223.91, "recoverable_pct": 1 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100089", "label": "fraudulent", "label_confidence": 0.931, "severity": "critical", "timestamp": "2026-01-01T01:29:00Z", "trace_id": "13620119-efa9-a0a3-a915-1364778a669f" }
{ "account_age_days": 1678, "account_id": "ACCT-62699A4400D8", "baseline_risk_score": 0.562, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 231, "timestamp": "2026-01-01T01:29:00Z", "transaction_amount_usd": 119432.06 }, { "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": 0.69, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 20272.69, "financial_exposure_usd": 33784.23, "recoverable_pct": 0.257 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100017", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-01T00:17:00Z", "trace_id": "3ce915e7-c9d6-a63b-ca3c-6f5f5bb5c40c" }
{ "account_age_days": 854, "account_id": "ACCT-D3D1BF0F56C4", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 312, "timestamp": "2026-01-01T00:17:00Z", "transaction_amount_usd": 21322.42 }, { "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": 0.538, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 646603.85, "financial_exposure_usd": 809200.85, "recoverable_pct": 0.318 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102637", "label": "fraudulent", "label_confidence": 0.811, "severity": "critical", "timestamp": "2026-01-02T19:57:00Z", "trace_id": "3928959d-862c-5160-d91f-b22835f91835" }
{ "account_age_days": 770, "account_id": "ACCT-4AE83ECC33A0", "baseline_risk_score": 0.542, "kyc_tier": "tier_1", "session_entropy": 0.619 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 937, "timestamp": "2026-01-02T19:57:00Z", "transaction_amount_usd": 115823.92 }, { "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": 0.615, "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": 814153.12, "financial_exposure_usd": 1114151.02, "recoverable_pct": 0.216 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109246", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-07T10:06:00Z", "trace_id": "ea6c4330-43b3-23e6-646e-c3c1ba3776f9" }
{ "account_age_days": 1785, "account_id": "ACCT-91A15F2C1353", "baseline_risk_score": 0.188, "kyc_tier": "tier_1", "session_entropy": 0.465 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 988, "timestamp": "2026-01-07T10:06:00Z", "transaction_amount_usd": 12364.74 }, { "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": 0.507, "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": 911.79, "financial_exposure_usd": 1893.07, "recoverable_pct": 0.434 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }