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-106061", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-05T05:01:00Z", "trace_id": "0ce681aa-36b4-836c-d653-9e97a8966810" }
{ "account_age_days": 1028, "account_id": "ACCT-9E3496303B92", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.476 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 287, "timestamp": "2026-01-05T05:01:00Z", "transaction_amount_usd": 1293908.01 }, { "asset": "GBP", "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": 0.522, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3897929.85, "financial_exposure_usd": 4124257.84, "recoverable_pct": 0.764 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102507", "label": "fraudulent", "label_confidence": 0.961, "severity": "medium", "timestamp": "2026-01-02T17:47:00Z", "trace_id": "929c64a3-b98c-502f-0cb2-dfde8e3d7d53" }
{ "account_age_days": 530, "account_id": "ACCT-94B8AA7061EA", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.131 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 383, "timestamp": "2026-01-02T17:47:00Z", "transaction_amount_usd": 93721.67 }, { "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": 0.675, "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": 434449.49, "financial_exposure_usd": 626091.51, "recoverable_pct": 0.09 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104517", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-04T03:17:00Z", "trace_id": "8fa03834-6f0f-a84e-378f-f9f934eb2887" }
{ "account_age_days": 111, "account_id": "ACCT-1B774EE615F6", "baseline_risk_score": 0.241, "kyc_tier": "tier_3", "session_entropy": 0.343 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 286, "timestamp": "2026-01-04T03:17:00Z", "transaction_amount_usd": 1705173.09 }, { "asset": "USDT", "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": 0.918, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3779306.61, "financial_exposure_usd": 6332584.37, "recoverable_pct": 0.919 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100530", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-01T08:50:00Z", "trace_id": "ad714fa3-17b9-d89e-b71b-7fc75f4a0227" }
{ "account_age_days": 1479, "account_id": "ACCT-4DAFA6BD923B", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 597, "timestamp": "2026-01-01T08:50:00Z", "transaction_amount_usd": 15914.21 }, { "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": 0.761, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 496430.76, "financial_exposure_usd": 614844.11, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104027", "label": "fraudulent", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-03T19:07:00Z", "trace_id": "764fb732-8940-9662-d163-60c679a36bba" }
{ "account_age_days": 229, "account_id": "ACCT-BC291553403A", "baseline_risk_score": 0.155, "kyc_tier": "tier_3", "session_entropy": 0.781 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 342, "timestamp": "2026-01-03T16:44:00Z", "transaction_amount_usd": 22.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.928, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4972249.55, "financial_exposure_usd": 7792715.04, "recoverable_pct": 0.522 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104664", "label": "fraudulent", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-04T05:44:00Z", "trace_id": "cbb38314-cfba-ec60-74fe-899a943cb4e5" }
{ "account_age_days": 1538, "account_id": "ACCT-BDE3EB287F8A", "baseline_risk_score": 0.122, "kyc_tier": "tier_2", "session_entropy": 0.775 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 109, "timestamp": "2026-01-04T05:44:00Z", "transaction_amount_usd": 506150.78 }, { "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": 0.459, "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": 3151081.89, "financial_exposure_usd": 6454449.63, "recoverable_pct": 0.861 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104621", "label": "fraudulent", "label_confidence": 0.676, "severity": "medium", "timestamp": "2026-01-04T05:01:00Z", "trace_id": "ffb2c746-d528-b0c1-9cd2-358bd7ae1b8a" }
{ "account_age_days": 1447, "account_id": "ACCT-764B5EBBF7CF", "baseline_risk_score": 0.302, "kyc_tier": "tier_3", "session_entropy": 0.443 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 215, "timestamp": "2026-01-04T05:01:00Z", "transaction_amount_usd": 2972040.04 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5541427.38, "financial_exposure_usd": 6468855.88, "recoverable_pct": 0.484 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101095", "label": "fraudulent", "label_confidence": 0.895, "severity": "high", "timestamp": "2026-01-01T18:15:00Z", "trace_id": "1a78cafb-0c39-35c0-850a-995430437fa2" }
{ "account_age_days": 1920, "account_id": "ACCT-A27C4D0B197A", "baseline_risk_score": 0.512, "kyc_tier": "tier_3", "session_entropy": 0.541 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 593, "timestamp": "2026-01-01T18:15:00Z", "transaction_amount_usd": 66542.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.629, "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": 377251.44, "financial_exposure_usd": 398612.24, "recoverable_pct": 0.498 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103105", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-03T03:45:00Z", "trace_id": "6097ce57-e73a-67d0-43bb-ffebf2aebc2e" }
{ "account_age_days": 1724, "account_id": "ACCT-846A6CFFDBA6", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1038, "timestamp": "2026-01-03T03:45:00Z", "transaction_amount_usd": 62752.64 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.534, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 404763.25, "financial_exposure_usd": 789106.26, "recoverable_pct": 0.488 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102471", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-02T17:11:00Z", "trace_id": "d30d8f14-b96a-12c7-db1c-bc9205c4ff1c" }
{ "account_age_days": 449, "account_id": "ACCT-F4F9D7543C2A", "baseline_risk_score": 0.477, "kyc_tier": "tier_3", "session_entropy": 0.232 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 322, "timestamp": "2026-01-02T07:53:00Z", "transaction_amount_usd": 5.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.516, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 549006.9, "financial_exposure_usd": 1080130.92, "recoverable_pct": 0.457 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107911", "label": "benign", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-06T11:51:00Z", "trace_id": "6ff0a103-e9d9-05a7-fe6c-6c9b55ffb52f" }
{ "account_age_days": 1254, "account_id": "ACCT-F4769680E142", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 692, "timestamp": "2026-01-06T11:51:00Z", "transaction_amount_usd": 3644.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.578, "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": 974.68, "financial_exposure_usd": 1704.3, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105478", "label": "fraudulent", "label_confidence": 0.698, "severity": "high", "timestamp": "2026-01-04T19:18:00Z", "trace_id": "f97516bf-7462-5f89-fb04-012ead9ff088" }
{ "account_age_days": 1556, "account_id": "ACCT-6FDE8C0F5A17", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.655 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 898, "timestamp": "2026-01-04T19:18:00Z", "transaction_amount_usd": 2267025.22 }, { "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": 0.482, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5638603.2, "financial_exposure_usd": 7414906.27, "recoverable_pct": 0.424 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104693", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-04T06:13:00Z", "trace_id": "c617ef35-c9a2-ecba-e0e5-9a9ca94bae4f" }
{ "account_age_days": 301, "account_id": "ACCT-9B54A95BB409", "baseline_risk_score": 0.378, "kyc_tier": "tier_3", "session_entropy": 0.906 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 460, "timestamp": "2026-01-04T06:13:00Z", "transaction_amount_usd": 693881.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.483, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3807959.66, "financial_exposure_usd": 5358053.88, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109319", "label": "benign", "label_confidence": 0.622, "severity": "low", "timestamp": "2026-01-07T11:19:00Z", "trace_id": "2de4fe64-802a-07c4-b293-bdccf98849b7" }
{ "account_age_days": 1356, "account_id": "ACCT-2295ACD67C69", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.791 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 92, "timestamp": "2026-01-07T11:19:00Z", "transaction_amount_usd": 1552.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.586, "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": 680.74, "financial_exposure_usd": 1127.51, "recoverable_pct": 0.735 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104470", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-04T02:30:00Z", "trace_id": "fc7f1a8c-8bdb-c77d-5a85-fcd096200279" }
{ "account_age_days": 137, "account_id": "ACCT-8330CA5D5EA0", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 634, "timestamp": "2026-01-04T02:30:00Z", "transaction_amount_usd": 2807152.74 }, { "asset": "USDT", "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": 0.817, "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": 1818068.19, "financial_exposure_usd": 3815657.67, "recoverable_pct": 0.767 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109119", "label": "benign", "label_confidence": 0.533, "severity": "high", "timestamp": "2026-01-07T07:59:00Z", "trace_id": "826a8827-b8cd-f058-33de-d47ad61be690" }
{ "account_age_days": 335, "account_id": "ACCT-D6BBE1EAFFBC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 533, "timestamp": "2026-01-07T07:59:00Z", "transaction_amount_usd": 13626.15 }, { "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": 0.593, "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": 2344.67, "financial_exposure_usd": 4628.05, "recoverable_pct": 0.627 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102322", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-02T14:42:00Z", "trace_id": "2c4cf510-b824-5553-febb-99ceb9f69182" }
{ "account_age_days": 923, "account_id": "ACCT-7D7BC381FA21", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 264, "timestamp": "2026-01-02T03:45:00Z", "transaction_amount_usd": 9.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.869, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 520402.76, "financial_exposure_usd": 683701.81, "recoverable_pct": 0.626 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107955", "label": "benign", "label_confidence": 0.528, "severity": "high", "timestamp": "2026-01-06T12:35:00Z", "trace_id": "24801e10-a755-0fe4-08e7-5fcfb7b6f396" }
{ "account_age_days": 339, "account_id": "ACCT-CC2D17E91A58", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.49 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 568, "timestamp": "2026-01-06T12:35:00Z", "transaction_amount_usd": 11131.32 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1772.33, "financial_exposure_usd": 2358.86, "recoverable_pct": 0.65 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101598", "label": "fraudulent", "label_confidence": 0.921, "severity": "critical", "timestamp": "2026-01-02T02:38:00Z", "trace_id": "bcc79b18-f936-c7a2-3a7e-d67823284f55" }
{ "account_age_days": 1280, "account_id": "ACCT-67020F43F3CF", "baseline_risk_score": 0.566, "kyc_tier": "tier_1", "session_entropy": 0.116 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 151, "timestamp": "2026-01-01T23:24:00Z", "transaction_amount_usd": 21.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "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": 459983.37, "financial_exposure_usd": 517460.66, "recoverable_pct": 0.126 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109126", "label": "benign", "label_confidence": 0.597, "severity": "low", "timestamp": "2026-01-07T08:06:00Z", "trace_id": "3078f0aa-1308-d1af-c396-97d8797deb82" }
{ "account_age_days": 1643, "account_id": "ACCT-04684C36CC78", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.798 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 222, "timestamp": "2026-01-07T04:57:00Z", "transaction_amount_usd": 5.47 }, { "asset": "JPY", "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": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 685.37, "financial_exposure_usd": 1030.75, "recoverable_pct": 0.757 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103118", "label": "fraudulent", "label_confidence": 0.963, "severity": "high", "timestamp": "2026-01-03T03:58:00Z", "trace_id": "cd17a2c2-c5b8-72ce-b5d9-bf3c31371cfe" }
{ "account_age_days": 667, "account_id": "ACCT-12D531937D9F", "baseline_risk_score": 0.628, "kyc_tier": "tier_1", "session_entropy": 0.156 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 199, "timestamp": "2026-01-03T03:58:00Z", "transaction_amount_usd": 113319.92 }, { "asset": "GBP", "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": 0.802, "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": 102522.32, "financial_exposure_usd": 175887.21, "recoverable_pct": 0.267 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106407", "label": "fraudulent", "label_confidence": 0.878, "severity": "medium", "timestamp": "2026-01-05T10:47:00Z", "trace_id": "e94408b2-b46f-943c-b396-b73bd87afd6e" }
{ "account_age_days": 1460, "account_id": "ACCT-B071D4B2F1A6", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.69 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1149, "timestamp": "2026-01-05T10:47:00Z", "transaction_amount_usd": 1205830.18 }, { "asset": "BTC", "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": 0.861, "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": 4913160.52, "financial_exposure_usd": 7611088.3, "recoverable_pct": 0.589 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100872", "label": "fraudulent", "label_confidence": 0.819, "severity": "critical", "timestamp": "2026-01-01T14:32:00Z", "trace_id": "c817ad2a-4059-7ac5-548d-ea6221ec505a" }
{ "account_age_days": 262, "account_id": "ACCT-9214FAF84573", "baseline_risk_score": 0.362, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1073, "timestamp": "2026-01-01T14:32:00Z", "transaction_amount_usd": 53116.8 }, { "asset": "EUR", "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": 0.852, "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": 470960.21, "financial_exposure_usd": 1120353.98, "recoverable_pct": 0.114 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108244", "label": "benign", "label_confidence": 0.702, "severity": "high", "timestamp": "2026-01-06T17:24:00Z", "trace_id": "3cea2ddf-3059-f681-7107-99428f1a787d" }
{ "account_age_days": 781, "account_id": "ACCT-1C9D3F64C1E5", "baseline_risk_score": 0.081, "kyc_tier": "tier_3", "session_entropy": 0.109 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 667, "timestamp": "2026-01-06T17:24:00Z", "transaction_amount_usd": 11780.17 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1346.91, "financial_exposure_usd": 2798.56, "recoverable_pct": 0.697 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109958", "label": "benign", "label_confidence": 0.668, "severity": "high", "timestamp": "2026-01-07T21:58:00Z", "trace_id": "8ef79304-b0c0-e616-19ce-8bac61da2df3" }
{ "account_age_days": 1225, "account_id": "ACCT-B0C0CEC3CD63", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.188 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 365, "timestamp": "2026-01-07T16:43:00Z", "transaction_amount_usd": 20 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.634, "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": 925.69, "financial_exposure_usd": 1586.7, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103566", "label": "fraudulent", "label_confidence": 0.65, "severity": "high", "timestamp": "2026-01-03T11:26:00Z", "trace_id": "1574e41e-10b9-49d7-f96d-b94083535b32" }
{ "account_age_days": 751, "account_id": "ACCT-B3E6C0DC115A", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.253 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 87, "timestamp": "2026-01-03T11:26:00Z", "transaction_amount_usd": 835635.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.748, "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": 1690626.24, "financial_exposure_usd": 2105666.27, "recoverable_pct": 0.97 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102159", "label": "fraudulent", "label_confidence": 0.834, "severity": "low", "timestamp": "2026-01-02T11:59:00Z", "trace_id": "9a0e410d-05ef-8b3f-8332-e662772636a7" }
{ "account_age_days": 1606, "account_id": "ACCT-32B08FA394DD", "baseline_risk_score": 0.634, "kyc_tier": "tier_3", "session_entropy": 0.67 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 381, "timestamp": "2026-01-02T05:40:00Z", "transaction_amount_usd": 19.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.637, "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": 647051.4, "financial_exposure_usd": 933972.5, "recoverable_pct": 0.416 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100796", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-01T13:16:00Z", "trace_id": "894cdc78-6d9e-3fc4-6411-468065421627" }
{ "account_age_days": 338, "account_id": "ACCT-71BC0EADF23C", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.862 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 897, "timestamp": "2026-01-01T13:16:00Z", "transaction_amount_usd": 102872.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.524, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 257681.11, "financial_exposure_usd": 445612.64, "recoverable_pct": 0.388 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102684", "label": "fraudulent", "label_confidence": 0.953, "severity": "medium", "timestamp": "2026-01-02T20:44:00Z", "trace_id": "7643a43e-0ec6-b149-2953-f38c09dba8a7" }
{ "account_age_days": 640, "account_id": "ACCT-D6F5821E1029", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.152 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 581, "timestamp": "2026-01-02T20:44:00Z", "transaction_amount_usd": 9108.08 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.443, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 258788.37, "financial_exposure_usd": 438612.78, "recoverable_pct": 0.795 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106743", "label": "benign", "label_confidence": 0.495, "severity": "high", "timestamp": "2026-01-05T16:23:00Z", "trace_id": "0bfa7a32-14aa-1b65-f5b6-7410da3413ec" }
{ "account_age_days": 1909, "account_id": "ACCT-320B86900743", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.131 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1005, "timestamp": "2026-01-05T16:23:00Z", "transaction_amount_usd": 6985.64 }, { "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": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2624.46, "financial_exposure_usd": 2666.8, "recoverable_pct": 0.782 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107453", "label": "benign", "label_confidence": 0.632, "severity": "critical", "timestamp": "2026-01-06T04:13:00Z", "trace_id": "83740005-21d6-fb27-4fe9-df58334851ef" }
{ "account_age_days": 301, "account_id": "ACCT-16913FF35A22", "baseline_risk_score": 0.066, "kyc_tier": "tier_2", "session_entropy": 0.227 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 364, "timestamp": "2026-01-06T04:13:00Z", "transaction_amount_usd": 6810.93 }, { "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": 0.775, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1120.7, "financial_exposure_usd": 1742.11, "recoverable_pct": 0.882 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109549", "label": "benign", "label_confidence": 0.486, "severity": "medium", "timestamp": "2026-01-07T15:09:00Z", "trace_id": "9e92d285-e12b-62f3-e63f-f8e04cadf8ff" }
{ "account_age_days": 21, "account_id": "ACCT-5BAF9A673801", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 152, "timestamp": "2026-01-07T10:35:00Z", "transaction_amount_usd": 14.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4482.7, "financial_exposure_usd": 4536.06, "recoverable_pct": 0.462 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100281", "label": "fraudulent", "label_confidence": 0.89, "severity": "low", "timestamp": "2026-01-01T04:41:00Z", "trace_id": "2046eeb5-9888-d27b-b1e5-2a9006506312" }
{ "account_age_days": 356, "account_id": "ACCT-94F6614EE89A", "baseline_risk_score": 0.642, "kyc_tier": "tier_3", "session_entropy": 0.508 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 92, "timestamp": "2026-01-01T04:41:00Z", "transaction_amount_usd": 14186.87 }, { "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": 0.549, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1067033.03, "financial_exposure_usd": 1160146.9, "recoverable_pct": 0.559 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104148", "label": "fraudulent", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-03T21:08:00Z", "trace_id": "977fc79c-e7bc-da14-e885-ac747c05936d" }
{ "account_age_days": 885, "account_id": "ACCT-04D4AEAE8754", "baseline_risk_score": 0.14, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 197, "timestamp": "2026-01-03T10:00:00Z", "transaction_amount_usd": 20.92 }, { "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": 0.618, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1652160.42, "financial_exposure_usd": 4082502.63, "recoverable_pct": 0.77 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107740", "label": "benign", "label_confidence": 0.52, "severity": "low", "timestamp": "2026-01-06T09:00:00Z", "trace_id": "5c94322e-a65f-8260-62a0-383436d2ada3" }
{ "account_age_days": 71, "account_id": "ACCT-EE9D0CC814D7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.547 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 139, "timestamp": "2026-01-06T01:12:00Z", "transaction_amount_usd": 17.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2254.93, "financial_exposure_usd": 3251.75, "recoverable_pct": 0.876 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102598", "label": "fraudulent", "label_confidence": 0.847, "severity": "high", "timestamp": "2026-01-02T19:18:00Z", "trace_id": "c68b6960-9c23-e0f8-8150-31ffeaa7f2a2" }
{ "account_age_days": 214, "account_id": "ACCT-57CB2E4645F7", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.188 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 230, "timestamp": "2026-01-02T19:18:00Z", "transaction_amount_usd": 32481.31 }, { "asset": "JPY", "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": 0.376, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 247028.25, "financial_exposure_usd": 599956.98, "recoverable_pct": 0.416 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102639", "label": "fraudulent", "label_confidence": 0.838, "severity": "low", "timestamp": "2026-01-02T19:59:00Z", "trace_id": "c0259cf5-1399-da7a-4a13-543e952b4822" }
{ "account_age_days": 717, "account_id": "ACCT-AFA539D4DD0F", "baseline_risk_score": 0.623, "kyc_tier": "tier_2", "session_entropy": 0.666 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 301, "timestamp": "2026-01-02T19:59:00Z", "transaction_amount_usd": 60584.64 }, { "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": 0.916, "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": 212496.28, "financial_exposure_usd": 312186.32, "recoverable_pct": 0.305 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103215", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-03T05:35:00Z", "trace_id": "f47d9907-73c9-8179-225b-89e6539ff7f1" }
{ "account_age_days": 458, "account_id": "ACCT-B0BD3D0EEAC6", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.195 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 135, "timestamp": "2026-01-03T03:20:00Z", "transaction_amount_usd": 2.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.416, "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": 748296.86, "financial_exposure_usd": 838726.35, "recoverable_pct": 0.115 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105581", "label": "fraudulent", "label_confidence": 0.695, "severity": "high", "timestamp": "2026-01-04T21:01:00Z", "trace_id": "31552245-9016-f02e-491a-18a3ee058381" }
{ "account_age_days": 1047, "account_id": "ACCT-D1489746D1F3", "baseline_risk_score": 0.235, "kyc_tier": "tier_2", "session_entropy": 0.351 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 297, "timestamp": "2026-01-04T12:23:00Z", "transaction_amount_usd": 0.37 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3177255.36, "financial_exposure_usd": 5354213.69, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106531", "label": "fraudulent", "label_confidence": 0.92, "severity": "critical", "timestamp": "2026-01-05T12:51:00Z", "trace_id": "e46c2c9f-ec4c-e1ce-a7a7-f5539b2e81c1" }
{ "account_age_days": 1319, "account_id": "ACCT-5414C33B2D8C", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.782 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 395, "timestamp": "2026-01-05T10:50:00Z", "transaction_amount_usd": 19.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.788, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6775630.05, "financial_exposure_usd": 7829500.76, "recoverable_pct": 0.439 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103643", "label": "fraudulent", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-03T12:43:00Z", "trace_id": "3bb6c06a-eb38-2dd8-8ce6-3d48ce7f8a27" }
{ "account_age_days": 1030, "account_id": "ACCT-CB3F3B12E6B8", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.898 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 257, "timestamp": "2026-01-03T08:45:00Z", "transaction_amount_usd": 8.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1327642.04, "financial_exposure_usd": 2042896.25, "recoverable_pct": 0.594 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107583", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-06T06:23:00Z", "trace_id": "8c3c224e-e553-307e-4395-8d94c43b1fe2" }
{ "account_age_days": 833, "account_id": "ACCT-C8CA46674DE4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.912 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 296, "timestamp": "2026-01-05T17:43:00Z", "transaction_amount_usd": 20.28 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.452, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 531.18, "financial_exposure_usd": 685.39, "recoverable_pct": 0.893 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101266", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-01T21:06:00Z", "trace_id": "d04b7e5d-267a-c06e-4d72-5d652944d364" }
{ "account_age_days": 1857, "account_id": "ACCT-CE840AEB53BA", "baseline_risk_score": 0.514, "kyc_tier": "tier_1", "session_entropy": 0.738 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 243, "timestamp": "2026-01-01T15:11:00Z", "transaction_amount_usd": 10.43 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.516, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 348059.4, "financial_exposure_usd": 491174.22, "recoverable_pct": 0.289 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100600", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-01T10:00:00Z", "trace_id": "1b90eccb-5717-0190-960f-765d52c7eb4b" }
{ "account_age_days": 1614, "account_id": "ACCT-402D45473671", "baseline_risk_score": 0.52, "kyc_tier": "tier_1", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 991, "timestamp": "2026-01-01T10:00:00Z", "transaction_amount_usd": 92182.67 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.829, "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": 560523.32, "financial_exposure_usd": 779349.47, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108480", "label": "benign", "label_confidence": 0.695, "severity": "high", "timestamp": "2026-01-06T21:20:00Z", "trace_id": "5448d286-1eae-d913-a0db-060465778b63" }
{ "account_age_days": 716, "account_id": "ACCT-6B23891BF0AE", "baseline_risk_score": 0.069, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 102, "timestamp": "2026-01-06T14:12:00Z", "transaction_amount_usd": 8.39 }, { "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": 0.502, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1391.84, "financial_exposure_usd": 2561.91, "recoverable_pct": 0.599 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102662", "label": "fraudulent", "label_confidence": 0.833, "severity": "medium", "timestamp": "2026-01-02T20:22:00Z", "trace_id": "639eba1e-837c-2da8-61cc-ce05781aa3e2" }
{ "account_age_days": 481, "account_id": "ACCT-8D503CB356FE", "baseline_risk_score": 0.601, "kyc_tier": "tier_3", "session_entropy": 0.262 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 856, "timestamp": "2026-01-02T20:22:00Z", "transaction_amount_usd": 14243.96 }, { "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": 0.399, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 701243.23, "financial_exposure_usd": 841098.38, "recoverable_pct": 0.803 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109757", "label": "benign", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-07T18:37:00Z", "trace_id": "8de81529-c39d-ec47-bad0-ee0fdf6e4319" }
{ "account_age_days": 319, "account_id": "ACCT-DE353B960CA6", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.904 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 906, "timestamp": "2026-01-07T18:37:00Z", "transaction_amount_usd": 5433.17 }, { "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": 0.498, "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": 875.58, "financial_exposure_usd": 895.11, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105003", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-04T11:23:00Z", "trace_id": "c6ce8925-c9d2-3bfd-2658-3ccde51be6b9" }
{ "account_age_days": 412, "account_id": "ACCT-4033108CADE6", "baseline_risk_score": 0.4, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 663, "timestamp": "2026-01-04T11:23:00Z", "transaction_amount_usd": 2229454.45 }, { "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": 0.72, "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": 1907892.13, "financial_exposure_usd": 2654611.21, "recoverable_pct": 0.836 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109669", "label": "benign", "label_confidence": 0.464, "severity": "critical", "timestamp": "2026-01-07T17:09:00Z", "trace_id": "33067766-c5ab-9e51-e398-3191eb48a854" }
{ "account_age_days": 575, "account_id": "ACCT-81A0462C54CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.358 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 390, "timestamp": "2026-01-07T15:31:00Z", "transaction_amount_usd": 7.47 }, { "asset": "USD", "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1616.42, "financial_exposure_usd": 2596.32, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105360", "label": "fraudulent", "label_confidence": 0.652, "severity": "medium", "timestamp": "2026-01-04T17:20:00Z", "trace_id": "1acee9ff-8f9f-590f-4bbf-73d7afa58816" }
{ "account_age_days": 62, "account_id": "ACCT-C5AD5473968A", "baseline_risk_score": 0.178, "kyc_tier": "tier_1", "session_entropy": 0.665 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 206, "timestamp": "2026-01-04T10:08:00Z", "transaction_amount_usd": 20.93 }, { "asset": "BTC", "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": 0.598, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4331119.68, "financial_exposure_usd": 4667187.77, "recoverable_pct": 0.797 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106908", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-05T19:08:00Z", "trace_id": "3f302b6f-9292-cfc1-feac-ba46eea89e91" }
{ "account_age_days": 631, "account_id": "ACCT-845F9AB47460", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 565, "timestamp": "2026-01-05T19:08:00Z", "transaction_amount_usd": 13544.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "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": 3409.76, "financial_exposure_usd": 4591.78, "recoverable_pct": 0.9 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100870", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-01T14:30:00Z", "trace_id": "b6f464ec-f6c6-eeb2-ea19-0829cc4b277f" }
{ "account_age_days": 1089, "account_id": "ACCT-F219FE1788F8", "baseline_risk_score": 0.335, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 167, "timestamp": "2026-01-01T04:22:00Z", "transaction_amount_usd": 4.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.792, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 715200.19, "financial_exposure_usd": 863984.9, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103736", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-03T14:16:00Z", "trace_id": "85114b86-6e38-01ae-5c78-7c167cc0ce3e" }
{ "account_age_days": 1356, "account_id": "ACCT-D6A892486FF9", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 255, "timestamp": "2026-01-03T08:45:00Z", "transaction_amount_usd": 12.59 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.867, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3555382.23, "financial_exposure_usd": 6314756.48, "recoverable_pct": 0.479 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107802", "label": "benign", "label_confidence": 0.578, "severity": "medium", "timestamp": "2026-01-06T10:02:00Z", "trace_id": "ca17fbed-6a91-64ed-a263-fd125011eefc" }
{ "account_age_days": 1659, "account_id": "ACCT-505A51D43741", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1077, "timestamp": "2026-01-06T10:02:00Z", "transaction_amount_usd": 8411.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "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": 5668.04, "financial_exposure_usd": 6557.98, "recoverable_pct": 0.834 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102840", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-02T23:20:00Z", "trace_id": "1f64405d-84a9-9303-7793-8e9efdc5c2f9" }
{ "account_age_days": 1946, "account_id": "ACCT-1D94850E325E", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.609 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 217, "timestamp": "2026-01-02T16:12:00Z", "transaction_amount_usd": 10.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 34696.22, "financial_exposure_usd": 82149.77, "recoverable_pct": 0.559 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108387", "label": "benign", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-06T19:47:00Z", "trace_id": "1b33643e-9847-d604-1235-0f03311262f6" }
{ "account_age_days": 1427, "account_id": "ACCT-0CDBC951FFA1", "baseline_risk_score": 0.167, "kyc_tier": "tier_1", "session_entropy": 0.248 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 210, "timestamp": "2026-01-06T07:21:00Z", "transaction_amount_usd": 9.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.498, "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": 2230.77, "financial_exposure_usd": 3475.67, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108236", "label": "benign", "label_confidence": 0.509, "severity": "medium", "timestamp": "2026-01-06T17:16:00Z", "trace_id": "f77f15cb-5de8-66cb-9e47-5064d92f6299" }
{ "account_age_days": 349, "account_id": "ACCT-17D2182D8CB9", "baseline_risk_score": 0.055, "kyc_tier": "tier_1", "session_entropy": 0.386 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 646, "timestamp": "2026-01-06T17:16:00Z", "transaction_amount_usd": 10460.19 }, { "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": 0.616, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1360.97, "financial_exposure_usd": 3239.09, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100462", "label": "fraudulent", "label_confidence": 0.962, "severity": "high", "timestamp": "2026-01-01T07:42:00Z", "trace_id": "069a4fb9-be14-a4b7-bf4e-70d9b1966dd3" }
{ "account_age_days": 1632, "account_id": "ACCT-661D5CA427B2", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.544 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 676, "timestamp": "2026-01-01T07:42:00Z", "transaction_amount_usd": 20505.62 }, { "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": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 675142.5, "financial_exposure_usd": 721191.66, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101570", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-02T02:10:00Z", "trace_id": "956e0465-c391-2288-5c1c-9dd8e05dcc38" }
{ "account_age_days": 1120, "account_id": "ACCT-3F5509745595", "baseline_risk_score": 0.363, "kyc_tier": "tier_2", "session_entropy": 0.786 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 203, "timestamp": "2026-01-02T02:10:00Z", "transaction_amount_usd": 5401.61 }, { "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": 0.569, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 849284.42, "financial_exposure_usd": 1262655.27, "recoverable_pct": 0.634 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101246", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-01T20:46:00Z", "trace_id": "4680adb1-b238-b0e9-a507-51eeb3cb7288" }
{ "account_age_days": 720, "account_id": "ACCT-1E15236A2359", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.832 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 944, "timestamp": "2026-01-01T20:46:00Z", "transaction_amount_usd": 75614.19 }, { "asset": "EUR", "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": 0.512, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1070780.49, "financial_exposure_usd": 1156761.77, "recoverable_pct": 0.389 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105124", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-04T13:24:00Z", "trace_id": "269450f0-5168-cd96-88ae-055e0050288f" }
{ "account_age_days": 227, "account_id": "ACCT-4C18B07B219A", "baseline_risk_score": 0.243, "kyc_tier": "tier_3", "session_entropy": 0.582 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 779, "timestamp": "2026-01-04T13:24:00Z", "transaction_amount_usd": 1627367.9 }, { "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": 0.418, "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": 7152887.85, "financial_exposure_usd": 7801296.47, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105560", "label": "fraudulent", "label_confidence": 0.766, "severity": "low", "timestamp": "2026-01-04T20:40:00Z", "trace_id": "954ef142-a65b-5e1b-e7f0-4567a3e14f1b" }
{ "account_age_days": 1129, "account_id": "ACCT-F75B29767820", "baseline_risk_score": 0.07, "kyc_tier": "tier_3", "session_entropy": 0.264 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 916, "timestamp": "2026-01-04T20:40:00Z", "transaction_amount_usd": 2694349.51 }, { "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": 0.572, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3749639.97, "financial_exposure_usd": 5276094.44, "recoverable_pct": 0.955 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103891", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-03T16:51:00Z", "trace_id": "b0869af7-fd18-4907-4936-cae6a504ec18" }
{ "account_age_days": 1461, "account_id": "ACCT-DE59452A6C8C", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.807 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1115, "timestamp": "2026-01-03T16:51:00Z", "transaction_amount_usd": 2481037.59 }, { "asset": "USD", "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": 0.656, "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": 2112086.87, "financial_exposure_usd": 2744442.84, "recoverable_pct": 0.786 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107770", "label": "benign", "label_confidence": 0.507, "severity": "high", "timestamp": "2026-01-06T09:30:00Z", "trace_id": "9d4e4f60-dab1-5d53-fd19-4602814c1094" }
{ "account_age_days": 296, "account_id": "ACCT-0C087BD0398B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.324 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 630, "timestamp": "2026-01-06T09:30:00Z", "transaction_amount_usd": 8086.12 }, { "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": 0.742, "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": 1957.39, "financial_exposure_usd": 3172.53, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105858", "label": "fraudulent", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-05T01:38:00Z", "trace_id": "ef6f2616-cc7c-3bdb-8535-c9fd5b42d707" }
{ "account_age_days": 1079, "account_id": "ACCT-DA0C82B952EB", "baseline_risk_score": 0.432, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 340, "timestamp": "2026-01-04T15:43:00Z", "transaction_amount_usd": 5.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.512, "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": 4872189.06, "financial_exposure_usd": 7849629.01, "recoverable_pct": 0.439 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101592", "label": "fraudulent", "label_confidence": 0.878, "severity": "critical", "timestamp": "2026-01-02T02:32:00Z", "trace_id": "b3663f69-7b65-8187-c302-20f64ccfd47b" }
{ "account_age_days": 1420, "account_id": "ACCT-86182C978D6F", "baseline_risk_score": 0.492, "kyc_tier": "tier_1", "session_entropy": 0.469 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 323, "timestamp": "2026-01-02T01:42:00Z", "transaction_amount_usd": 8.75 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.556, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 250216.59, "financial_exposure_usd": 497014.73, "recoverable_pct": 0.484 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109646", "label": "benign", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-07T16:46:00Z", "trace_id": "a7d1ebf4-9951-5f39-f2d9-1879579a0b24" }
{ "account_age_days": 1235, "account_id": "ACCT-B69B4A6F230A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.365 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1060, "timestamp": "2026-01-07T16:46:00Z", "transaction_amount_usd": 2957.19 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1927.25, "financial_exposure_usd": 2628.42, "recoverable_pct": 0.955 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108941", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-07T05:01:00Z", "trace_id": "a3e5f573-e0b4-e6b1-1842-4f0740bed280" }
{ "account_age_days": 390, "account_id": "ACCT-5957439FE5BC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.729 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1154, "timestamp": "2026-01-07T05:01:00Z", "transaction_amount_usd": 1477.88 }, { "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": 0.488, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1250.37, "financial_exposure_usd": 2039.71, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102884", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-03T00:04:00Z", "trace_id": "3a5301d0-8805-4a8c-6d67-9d87ac09ddc7" }
{ "account_age_days": 943, "account_id": "ACCT-C638D8F0D305", "baseline_risk_score": 0.264, "kyc_tier": "tier_1", "session_entropy": 0.794 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 306, "timestamp": "2026-01-02T11:44:00Z", "transaction_amount_usd": 5.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 746448.2, "financial_exposure_usd": 1317560.13, "recoverable_pct": 0.674 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109046", "label": "benign", "label_confidence": 0.601, "severity": "medium", "timestamp": "2026-01-07T06:46:00Z", "trace_id": "cfc60d4a-fa9f-7c12-1ef9-4b5c45f558d8" }
{ "account_age_days": 577, "account_id": "ACCT-9AA92B64023E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.792 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 685, "timestamp": "2026-01-07T06:46:00Z", "transaction_amount_usd": 9585.22 }, { "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": 0.744, "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": 655.65, "financial_exposure_usd": 1124.64, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105918", "label": "fraudulent", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-05T02:38:00Z", "trace_id": "13002a3f-9c17-8f01-fb1f-4a0e2dafafab" }
{ "account_age_days": 1144, "account_id": "ACCT-E35EF21A1AB9", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.94 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1193, "timestamp": "2026-01-05T02:38:00Z", "transaction_amount_usd": 2621070.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.362, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2863663.39, "financial_exposure_usd": 2903376.69, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106095", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-05T05:35:00Z", "trace_id": "c83f1de0-fc73-cfbe-26b0-dbb22fda2e13" }
{ "account_age_days": 1425, "account_id": "ACCT-81C1BF096FC1", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.819 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 358, "timestamp": "2026-01-05T03:52:00Z", "transaction_amount_usd": 18.14 }, { "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": 0.792, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2252860.67, "financial_exposure_usd": 2786741.69, "recoverable_pct": 0.545 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109799", "label": "benign", "label_confidence": 0.583, "severity": "medium", "timestamp": "2026-01-07T19:19:00Z", "trace_id": "8c17d7c4-c0de-a680-bf29-896e8a8cd6f6" }
{ "account_age_days": 1855, "account_id": "ACCT-EAC255B9E495", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.944 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 393, "timestamp": "2026-01-07T12:47:00Z", "transaction_amount_usd": 20.82 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.77, "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_t...
{ "customer_funds_at_risk_usd": 323.67, "financial_exposure_usd": 626.15, "recoverable_pct": 0.57 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106572", "label": "fraudulent", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-05T13:32:00Z", "trace_id": "40cc9e38-da17-3bf5-0a00-10c95c544c39" }
{ "account_age_days": 48, "account_id": "ACCT-7FCEA99AB057", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 298, "timestamp": "2026-01-05T08:40:00Z", "transaction_amount_usd": 24.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.385, "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": 2369501.04, "financial_exposure_usd": 5800159.85, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104980", "label": "fraudulent", "label_confidence": 0.815, "severity": "medium", "timestamp": "2026-01-04T11:00:00Z", "trace_id": "b09997a5-f8a4-1fe5-0e9e-21e93b368458" }
{ "account_age_days": 1251, "account_id": "ACCT-8EBC90AC2B32", "baseline_risk_score": 0.344, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 431, "timestamp": "2026-01-04T11:00:00Z", "transaction_amount_usd": 2308809.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.72, "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 post...
{ "customer_funds_at_risk_usd": 3237494.68, "financial_exposure_usd": 5666209.34, "recoverable_pct": 0.816 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100380", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-01T06:20:00Z", "trace_id": "493bafc4-1547-c5db-1573-223d7f7ba12a" }
{ "account_age_days": 1820, "account_id": "ACCT-E0778FCECB03", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 769, "timestamp": "2026-01-01T06:20:00Z", "transaction_amount_usd": 23511.53 }, { "asset": "GBP", "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": 0.833, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 475447.64, "financial_exposure_usd": 932529.64, "recoverable_pct": 0.238 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107889", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-06T11:29:00Z", "trace_id": "be2760e7-cd89-79c6-f4db-7801539caf2e" }
{ "account_age_days": 1042, "account_id": "ACCT-15A4DBBB9F0A", "baseline_risk_score": 0.184, "kyc_tier": "tier_2", "session_entropy": 0.312 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 978, "timestamp": "2026-01-06T11:29:00Z", "transaction_amount_usd": 12269.47 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "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": 1706, "financial_exposure_usd": 1846.53, "recoverable_pct": 0.856 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105969", "label": "fraudulent", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-05T03:29:00Z", "trace_id": "004d7745-b95a-8551-28e6-61dbfd619cd9" }
{ "account_age_days": 375, "account_id": "ACCT-9D3F3BCE612B", "baseline_risk_score": 0.145, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 371, "timestamp": "2026-01-04T17:30:00Z", "transaction_amount_usd": 13.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.377, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4566589.29, "financial_exposure_usd": 7349037.4, "recoverable_pct": 0.792 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107650", "label": "benign", "label_confidence": 0.692, "severity": "low", "timestamp": "2026-01-06T07:30:00Z", "trace_id": "28cfb74a-bd11-5c90-f166-86785e6124e8" }
{ "account_age_days": 1716, "account_id": "ACCT-14ADDC482C59", "baseline_risk_score": 0.129, "kyc_tier": "tier_2", "session_entropy": 0.926 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 341, "timestamp": "2026-01-06T00:45:00Z", "transaction_amount_usd": 13.34 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.791, "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": 1679.34, "financial_exposure_usd": 2695.31, "recoverable_pct": 0.955 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107655", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-06T07:35:00Z", "trace_id": "67464104-2ec0-39e7-fd92-9127994b8176" }
{ "account_age_days": 1227, "account_id": "ACCT-C78706B6CC40", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.216 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 570, "timestamp": "2026-01-06T07:35:00Z", "transaction_amount_usd": 4473.89 }, { "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": 0.461, "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": 1169.52, "financial_exposure_usd": 1817.48, "recoverable_pct": 0.998 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103296", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-03T06:56:00Z", "trace_id": "58f4bb16-e969-7b86-660d-1ef05a903ae8" }
{ "account_age_days": 1897, "account_id": "ACCT-C6AB5FC66375", "baseline_risk_score": 0.624, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 718, "timestamp": "2026-01-03T06:56:00Z", "transaction_amount_usd": 63390.21 }, { "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": 0.398, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 355811.75, "financial_exposure_usd": 357815.06, "recoverable_pct": 0.608 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104250", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-03T22:50:00Z", "trace_id": "5e7ef29e-7d77-dfbc-a9e0-ca4b556ca58e" }
{ "account_age_days": 711, "account_id": "ACCT-C5876B196F7D", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 261, "timestamp": "2026-01-03T22:50:00Z", "transaction_amount_usd": 274081.87 }, { "asset": "USDC", "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": 0.536, "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": 2802707.42, "financial_exposure_usd": 4114519.39, "recoverable_pct": 0.787 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109998", "label": "benign", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-07T22:38:00Z", "trace_id": "d4f8cbc7-d0b9-5960-04bc-d822615fb240" }
{ "account_age_days": 703, "account_id": "ACCT-409B0DE354BD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.225 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 414, "timestamp": "2026-01-07T22:38:00Z", "transaction_amount_usd": 6052.46 }, { "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": 0.46, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1187.15, "financial_exposure_usd": 1744.08, "recoverable_pct": 0.9 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100962", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-01T16:02:00Z", "trace_id": "90adfa1f-fe1d-e3e1-8422-e552e9883cd5" }
{ "account_age_days": 372, "account_id": "ACCT-549510F46DCF", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.58 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 967, "timestamp": "2026-01-01T16:02:00Z", "transaction_amount_usd": 12600.16 }, { "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": 0.707, "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": 926913.68, "financial_exposure_usd": 1004964.74, "recoverable_pct": 0.696 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109651", "label": "benign", "label_confidence": 0.625, "severity": "low", "timestamp": "2026-01-07T16:51:00Z", "trace_id": "9afa8d13-d502-e741-e660-fee7c9cd249b" }
{ "account_age_days": 1524, "account_id": "ACCT-9438A32ACE8F", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 359, "timestamp": "2026-01-07T16:51:00Z", "transaction_amount_usd": 560.14 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.688, "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": 3990.8, "financial_exposure_usd": 5208.79, "recoverable_pct": 0.471 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109798", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-07T19:18:00Z", "trace_id": "a6d80f1b-7c1e-7ef9-85e9-1ebe0438c9b2" }
{ "account_age_days": 1705, "account_id": "ACCT-02580A12FF34", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.894 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 107, "timestamp": "2026-01-07T07:42:00Z", "transaction_amount_usd": 8.21 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.592, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "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": 860.27, "financial_exposure_usd": 1934.64, "recoverable_pct": 0.722 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101220", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-01T20:20:00Z", "trace_id": "a477c208-52f8-ad10-ad73-c66e2368041a" }
{ "account_age_days": 386, "account_id": "ACCT-4489FE7B0B50", "baseline_risk_score": 0.423, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 891, "timestamp": "2026-01-01T20:20:00Z", "transaction_amount_usd": 3003.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.948, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1125211.45, "financial_exposure_usd": 1440403.08, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102221", "label": "fraudulent", "label_confidence": 0.971, "severity": "critical", "timestamp": "2026-01-02T13:01:00Z", "trace_id": "6fc5e37c-aa4a-a287-2378-3a163a6d248e" }
{ "account_age_days": 451, "account_id": "ACCT-BB7453A5535E", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 868, "timestamp": "2026-01-02T13:01:00Z", "transaction_amount_usd": 112929.94 }, { "asset": "GBP", "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": 0.385, "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": 273364.76, "financial_exposure_usd": 650250.44, "recoverable_pct": 0.749 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104726", "label": "fraudulent", "label_confidence": 0.918, "severity": "low", "timestamp": "2026-01-04T06:46:00Z", "trace_id": "f2d7ab9d-55d4-ef89-cdbd-4b0179320f3b" }
{ "account_age_days": 1562, "account_id": "ACCT-131912B4113E", "baseline_risk_score": 0.319, "kyc_tier": "tier_1", "session_entropy": 0.704 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 323, "timestamp": "2026-01-04T06:46:00Z", "transaction_amount_usd": 927969.27 }, { "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": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5013660.5, "financial_exposure_usd": 8506582.18, "recoverable_pct": 0.719 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103405", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-03T08:45:00Z", "trace_id": "6af71409-54fa-995e-f701-57f3d4726814" }
{ "account_age_days": 1948, "account_id": "ACCT-8381E6364C71", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.511 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1000, "timestamp": "2026-01-03T08:45:00Z", "transaction_amount_usd": 653879.35 }, { "asset": "BTC", "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": 0.461, "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": 2594620.28, "financial_exposure_usd": 2620753.1, "recoverable_pct": 0.549 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102113", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-02T11:13:00Z", "trace_id": "f4caf8ac-410b-1d17-0b82-7d601e8893dc" }
{ "account_age_days": 1588, "account_id": "ACCT-9A0C1C42FCFD", "baseline_risk_score": 0.599, "kyc_tier": "tier_3", "session_entropy": 0.331 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 141, "timestamp": "2026-01-02T11:13:00Z", "transaction_amount_usd": 63565.51 }, { "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": 0.375, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 2", "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": 548646.43, "financial_exposure_usd": 879676.64, "recoverable_pct": 0.485 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102318", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-02T14:38:00Z", "trace_id": "edcbcbdb-157f-2896-104a-3e3aea341874" }
{ "account_age_days": 1051, "account_id": "ACCT-B63812CA24EC", "baseline_risk_score": 0.408, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 257, "timestamp": "2026-01-02T05:00:00Z", "transaction_amount_usd": 4.48 }, { "asset": "USDT", "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": 0.817, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 801254.83, "financial_exposure_usd": 810187.52, "recoverable_pct": 0.339 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106049", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-05T04:49:00Z", "trace_id": "08e1a193-dee1-aed8-7361-dab219d4ceab" }
{ "account_age_days": 179, "account_id": "ACCT-7B7DA6081B0D", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.883 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 902, "timestamp": "2026-01-05T04:49:00Z", "transaction_amount_usd": 934390.74 }, { "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": 0.431, "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": 1073736.51, "financial_exposure_usd": 1743701.86, "recoverable_pct": 0.476 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107928", "label": "benign", "label_confidence": 0.722, "severity": "critical", "timestamp": "2026-01-06T12:08:00Z", "trace_id": "35de0c0d-211e-d155-0aad-7d2101ce6d7f" }
{ "account_age_days": 1616, "account_id": "ACCT-CBB56A02CF1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.364 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1089, "timestamp": "2026-01-06T12:08:00Z", "transaction_amount_usd": 14219.84 }, { "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": 0.474, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1300.07, "financial_exposure_usd": 2071.28, "recoverable_pct": 0.964 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103295", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-03T06:55:00Z", "trace_id": "40e07926-ddbe-78c4-0ec7-adf61a9d4673" }
{ "account_age_days": 1934, "account_id": "ACCT-FB5A82D97B9C", "baseline_risk_score": 0.279, "kyc_tier": "tier_3", "session_entropy": 0.708 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 383, "timestamp": "2026-01-03T00:32:00Z", "transaction_amount_usd": 17.17 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1126947.5, "financial_exposure_usd": 1407207.82, "recoverable_pct": 0.005 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108038", "label": "benign", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-06T13:58:00Z", "trace_id": "34ed9841-7d67-9762-55e1-159093fdeb80" }
{ "account_age_days": 1320, "account_id": "ACCT-434CABF86FEA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.408 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 240, "timestamp": "2026-01-06T13:58:00Z", "transaction_amount_usd": 13575.32 }, { "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": 0.79, "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": 5057.63, "financial_exposure_usd": 6563.12, "recoverable_pct": 0.487 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100693", "label": "fraudulent", "label_confidence": 0.772, "severity": "high", "timestamp": "2026-01-01T11:33:00Z", "trace_id": "6b107e6a-ee9e-d00d-26f9-466e55759b79" }
{ "account_age_days": 1513, "account_id": "ACCT-BA78190A6146", "baseline_risk_score": 0.648, "kyc_tier": "tier_1", "session_entropy": 0.667 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 282, "timestamp": "2026-01-01T02:15:00Z", "transaction_amount_usd": 11.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.484, "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": 297371.54, "financial_exposure_usd": 429356.34, "recoverable_pct": 0.418 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107717", "label": "benign", "label_confidence": 0.493, "severity": "high", "timestamp": "2026-01-06T08:37:00Z", "trace_id": "f2d0407b-b922-c995-625b-3c8937cd9ff5" }
{ "account_age_days": 1732, "account_id": "ACCT-4228D4108FA6", "baseline_risk_score": 0.084, "kyc_tier": "tier_2", "session_entropy": 0.638 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 370, "timestamp": "2026-01-06T03:45:00Z", "transaction_amount_usd": 10.18 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4702.37, "financial_exposure_usd": 8624.73, "recoverable_pct": 0.856 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105795", "label": "fraudulent", "label_confidence": 0.643, "severity": "medium", "timestamp": "2026-01-05T00:35:00Z", "trace_id": "309004f3-3386-c87e-0f20-4014edbfacb9" }
{ "account_age_days": 1106, "account_id": "ACCT-BCB582A36419", "baseline_risk_score": 0.266, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 195, "timestamp": "2026-01-04T15:09:00Z", "transaction_amount_usd": 23.34 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.418, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2828261.39, "financial_exposure_usd": 4285940.27, "recoverable_pct": 0.503 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106154", "label": "fraudulent", "label_confidence": 0.935, "severity": "medium", "timestamp": "2026-01-05T06:34:00Z", "trace_id": "6cfa2597-a636-5de4-f613-e6d1da926e46" }
{ "account_age_days": 17, "account_id": "ACCT-44C5F45FD530", "baseline_risk_score": 0.328, "kyc_tier": "tier_2", "session_entropy": 0.904 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 536, "timestamp": "2026-01-05T06:34:00Z", "transaction_amount_usd": 151111.97 }, { "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": 0.632, "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": 2400351.12, "financial_exposure_usd": 5554922.25, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }