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-107791", "label": "benign", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-06T09:51:00Z", "trace_id": "1a777273-bdb7-345c-a401-e63eb89cd828" }
{ "account_age_days": 579, "account_id": "ACCT-EF54A954547C", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 260, "timestamp": "2026-01-06T02:50:00Z", "transaction_amount_usd": 14.14 }, { "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": 0.691, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 986.27, "financial_exposure_usd": 2215.02, "recoverable_pct": 0.473 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102745", "label": "fraudulent", "label_confidence": 0.889, "severity": "low", "timestamp": "2026-01-02T21:45:00Z", "trace_id": "1aebdfd3-5c07-9224-f7d1-e17f5303e566" }
{ "account_age_days": 1337, "account_id": "ACCT-0D2938AF6650", "baseline_risk_score": 0.352, "kyc_tier": "tier_2", "session_entropy": 0.738 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 117, "timestamp": "2026-01-02T15:45:00Z", "transaction_amount_usd": 9.91 }, { "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": 0.826, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 771179.45, "financial_exposure_usd": 1135102.95, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106459", "label": "fraudulent", "label_confidence": 0.939, "severity": "medium", "timestamp": "2026-01-05T11:39:00Z", "trace_id": "818badf7-16e7-6267-b0ed-2937709147ae" }
{ "account_age_days": 1009, "account_id": "ACCT-7769D3E075BC", "baseline_risk_score": 0.104, "kyc_tier": "tier_2", "session_entropy": 0.495 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 988, "timestamp": "2026-01-05T11:39:00Z", "transaction_amount_usd": 290916.63 }, { "asset": "EUR", "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": 0.838, "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": 5629169.27, "financial_exposure_usd": 6649133.82, "recoverable_pct": 0.528 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104821", "label": "fraudulent", "label_confidence": 0.875, "severity": "medium", "timestamp": "2026-01-04T08:21:00Z", "trace_id": "eea9074c-8cf6-3ebf-cc35-445e0b9303f6" }
{ "account_age_days": 195, "account_id": "ACCT-A3D0DF07F5B9", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.478 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 555, "timestamp": "2026-01-04T08:21:00Z", "transaction_amount_usd": 2934270.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.836, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 849586, "financial_exposure_usd": 1578243.79, "recoverable_pct": 0.561 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100604", "label": "fraudulent", "label_confidence": 0.823, "severity": "low", "timestamp": "2026-01-01T10:04:00Z", "trace_id": "e20662ad-5c8d-4d53-5e5c-aa8bb156240e" }
{ "account_age_days": 1539, "account_id": "ACCT-EF803C47D19E", "baseline_risk_score": 0.466, "kyc_tier": "tier_1", "session_entropy": 0.901 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 975, "timestamp": "2026-01-01T10:04:00Z", "transaction_amount_usd": 39118.04 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.676, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 328700.84, "financial_exposure_usd": 555203.86, "recoverable_pct": 0.009 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100649", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-01T10:49:00Z", "trace_id": "7c928d60-51ed-b0fa-f466-0660c95955ea" }
{ "account_age_days": 1752, "account_id": "ACCT-E7284F5A50EB", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.392 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 239, "timestamp": "2026-01-01T10:49:00Z", "transaction_amount_usd": 12262.47 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.508, "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": 407732, "financial_exposure_usd": 635948.11, "recoverable_pct": 0.148 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105801", "label": "fraudulent", "label_confidence": 0.787, "severity": "medium", "timestamp": "2026-01-05T00:41:00Z", "trace_id": "8346ae53-5c79-ce30-9793-f3f5a4a7c07c" }
{ "account_age_days": 462, "account_id": "ACCT-D96A60EBEABA", "baseline_risk_score": 0.237, "kyc_tier": "tier_1", "session_entropy": 0.416 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 114, "timestamp": "2026-01-05T00:41:00Z", "transaction_amount_usd": 2463956.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.368, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4361354.06, "financial_exposure_usd": 4543781.34, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107051", "label": "benign", "label_confidence": 0.565, "severity": "low", "timestamp": "2026-01-05T21:31:00Z", "trace_id": "64ba7cf1-3fea-d461-410f-8b71a18973fa" }
{ "account_age_days": 91, "account_id": "ACCT-3D8FDD4E15BC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1077, "timestamp": "2026-01-05T21:31:00Z", "transaction_amount_usd": 13849.74 }, { "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": 0.667, "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": 3857.18, "financial_exposure_usd": 5768.43, "recoverable_pct": 0.456 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104837", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-04T08:37:00Z", "trace_id": "1d5dbe8e-bc78-071f-9192-ac6b8e014e01" }
{ "account_age_days": 1542, "account_id": "ACCT-8B24311CFEA1", "baseline_risk_score": 0.449, "kyc_tier": "tier_3", "session_entropy": 0.649 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 378, "timestamp": "2026-01-04T08:37:00Z", "transaction_amount_usd": 462485.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.825, "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": 3168930.08, "financial_exposure_usd": 5628472.52, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101417", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-01T23:37:00Z", "trace_id": "9aed8378-b726-c953-8e28-2263226c62ae" }
{ "account_age_days": 124, "account_id": "ACCT-8F667EE70557", "baseline_risk_score": 0.46, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 966, "timestamp": "2026-01-01T23:37:00Z", "transaction_amount_usd": 105277.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.722, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 624218.64, "financial_exposure_usd": 1006750.76, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102229", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-02T13:09:00Z", "trace_id": "8b097bef-dc31-6f1f-b8a1-e4fbb3a415b1" }
{ "account_age_days": 1225, "account_id": "ACCT-5A503783953A", "baseline_risk_score": 0.519, "kyc_tier": "tier_1", "session_entropy": 0.16 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 162, "timestamp": "2026-01-02T13:09:00Z", "transaction_amount_usd": 12390.86 }, { "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": 0.462, "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": 319303.24, "financial_exposure_usd": 419944.05, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101659", "label": "fraudulent", "label_confidence": 0.777, "severity": "critical", "timestamp": "2026-01-02T03:39:00Z", "trace_id": "05801111-8f04-416f-5ab3-5b0dde5411b8" }
{ "account_age_days": 463, "account_id": "ACCT-AAC2409F83DC", "baseline_risk_score": 0.479, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 982, "timestamp": "2026-01-02T03:39:00Z", "transaction_amount_usd": 54705.39 }, { "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": 0.786, "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": 473281.45, "financial_exposure_usd": 886963.52, "recoverable_pct": 0.641 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107394", "label": "benign", "label_confidence": 0.605, "severity": "medium", "timestamp": "2026-01-06T03:14:00Z", "trace_id": "454fd67d-1e15-bcba-6741-e98d87b65de3" }
{ "account_age_days": 728, "account_id": "ACCT-A4575431E118", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.931 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 288, "timestamp": "2026-01-05T20:12:00Z", "transaction_amount_usd": 15.81 }, { "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": 0.623, "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": 1401.59, "financial_exposure_usd": 1975.52, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100128", "label": "fraudulent", "label_confidence": 0.896, "severity": "low", "timestamp": "2026-01-01T02:08:00Z", "trace_id": "aa97435d-d9ff-74eb-fa5f-9e725166488b" }
{ "account_age_days": 1216, "account_id": "ACCT-2024C4073447", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.178 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 199, "timestamp": "2025-12-31T17:23:00Z", "transaction_amount_usd": 11.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.492, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 278521.03, "financial_exposure_usd": 424740.56, "recoverable_pct": 0.397 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108949", "label": "benign", "label_confidence": 0.569, "severity": "medium", "timestamp": "2026-01-07T05:09:00Z", "trace_id": "55afbc8a-fad0-c594-f8b4-3014636a0508" }
{ "account_age_days": 1234, "account_id": "ACCT-669721AB7BBB", "baseline_risk_score": 0.189, "kyc_tier": "tier_2", "session_entropy": 0.148 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 771, "timestamp": "2026-01-07T05:09:00Z", "transaction_amount_usd": 9252.76 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3641.36, "financial_exposure_usd": 7623.13, "recoverable_pct": 0.91 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103680", "label": "fraudulent", "label_confidence": 0.7, "severity": "high", "timestamp": "2026-01-03T13:20:00Z", "trace_id": "a599f0fb-f380-a2e3-a6a7-204f94bb1a66" }
{ "account_age_days": 1320, "account_id": "ACCT-5132902E3291", "baseline_risk_score": 0.2, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 341, "timestamp": "2026-01-03T06:33:00Z", "transaction_amount_usd": 5.21 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.543, "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": 2561075.33, "financial_exposure_usd": 5081289.04, "recoverable_pct": 0.765 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100787", "label": "fraudulent", "label_confidence": 0.785, "severity": "low", "timestamp": "2026-01-01T13:07:00Z", "trace_id": "b8c13be7-35a3-1f3a-01f9-35062dacae8e" }
{ "account_age_days": 146, "account_id": "ACCT-0F3415A88097", "baseline_risk_score": 0.642, "kyc_tier": "tier_1", "session_entropy": 0.509 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 93, "timestamp": "2026-01-01T02:37:00Z", "transaction_amount_usd": 10.07 }, { "asset": "USD", "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": 0.437, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 323765.59, "financial_exposure_usd": 452584.33, "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-108094", "label": "benign", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-06T14:54:00Z", "trace_id": "85275ba0-9102-9e68-e2a7-4bad6616fd17" }
{ "account_age_days": 82, "account_id": "ACCT-B4E02DA13B5F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 305, "timestamp": "2026-01-06T05:18:00Z", "transaction_amount_usd": 2.17 }, { "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": 0.509, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2381.69, "financial_exposure_usd": 5398.16, "recoverable_pct": 0.646 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108872", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-07T03:52:00Z", "trace_id": "20ddac72-d9fc-0a12-bbbf-e024d795a917" }
{ "account_age_days": 1081, "account_id": "ACCT-383653DBD853", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.298 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 167, "timestamp": "2026-01-06T21:28:00Z", "transaction_amount_usd": 14.78 }, { "asset": "JPY", "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": 0.711, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2757.92, "financial_exposure_usd": 3155.64, "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-101443", "label": "fraudulent", "label_confidence": 0.862, "severity": "low", "timestamp": "2026-01-02T00:03:00Z", "trace_id": "dc3c91f4-2740-9805-ae1b-a3f182244e67" }
{ "account_age_days": 1452, "account_id": "ACCT-345685FEB536", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.244 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 967, "timestamp": "2026-01-02T00:03:00Z", "transaction_amount_usd": 48459.96 }, { "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": 0.865, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 976109.71, "financial_exposure_usd": 991736.88, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109355", "label": "benign", "label_confidence": 0.514, "severity": "high", "timestamp": "2026-01-07T11:55:00Z", "trace_id": "1970a93c-8bbc-91c0-8506-f6d04d1c1003" }
{ "account_age_days": 1247, "account_id": "ACCT-88C60D31DEDE", "baseline_risk_score": 0.143, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 955, "timestamp": "2026-01-07T11:55:00Z", "transaction_amount_usd": 7609.92 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.652, "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": 1507.06, "financial_exposure_usd": 3151.61, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106987", "label": "benign", "label_confidence": 0.64, "severity": "critical", "timestamp": "2026-01-05T20:27:00Z", "trace_id": "27bd6f05-1912-cf18-8b72-d9e5a5859b58" }
{ "account_age_days": 32, "account_id": "ACCT-2AAE9F3360D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.929 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 97, "timestamp": "2026-01-05T19:17:00Z", "transaction_amount_usd": 1.38 }, { "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": 0.634, "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": 3545.38, "financial_exposure_usd": 4332.03, "recoverable_pct": 0.991 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108575", "label": "benign", "label_confidence": 0.692, "severity": "low", "timestamp": "2026-01-06T22:55:00Z", "trace_id": "4ac648f3-2c68-99e8-9a8f-4e0e5fd5658c" }
{ "account_age_days": 322, "account_id": "ACCT-AB0E433641FF", "baseline_risk_score": 0.118, "kyc_tier": "tier_2", "session_entropy": 0.381 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 695, "timestamp": "2026-01-06T22:55:00Z", "transaction_amount_usd": 10513.76 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "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_tr...
{ "customer_funds_at_risk_usd": 2751.93, "financial_exposure_usd": 3762.13, "recoverable_pct": 0.604 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106270", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-05T08:30:00Z", "trace_id": "9fb55d7a-ff29-7bbb-1cfd-800744a668a2" }
{ "account_age_days": 1885, "account_id": "ACCT-8344E47D6760", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.908 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 452, "timestamp": "2026-01-05T08:30:00Z", "transaction_amount_usd": 248826.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "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": 3391351.78, "financial_exposure_usd": 6614431.96, "recoverable_pct": 0.436 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105459", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-04T18:59:00Z", "trace_id": "6e2ff57f-0130-42d2-9a94-950c2dfc468a" }
{ "account_age_days": 1713, "account_id": "ACCT-A5AA847121C6", "baseline_risk_score": 0.145, "kyc_tier": "tier_1", "session_entropy": 0.949 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 732, "timestamp": "2026-01-04T18:59:00Z", "transaction_amount_usd": 2258077.28 }, { "asset": "EUR", "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": 0.443, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1614927.66, "financial_exposure_usd": 2643915.14, "recoverable_pct": 0.593 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104419", "label": "fraudulent", "label_confidence": 0.639, "severity": "medium", "timestamp": "2026-01-04T01:39:00Z", "trace_id": "2edd4279-cc74-2bc7-ba74-e1bc1b12f386" }
{ "account_age_days": 960, "account_id": "ACCT-339510DA173D", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 112, "timestamp": "2026-01-03T21:42:00Z", "transaction_amount_usd": 18.89 }, { "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": 0.899, "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": 4396536.5, "financial_exposure_usd": 5506923.88, "recoverable_pct": 0.774 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107499", "label": "benign", "label_confidence": 0.467, "severity": "low", "timestamp": "2026-01-06T04:59:00Z", "trace_id": "1a583e28-930c-e7c8-f524-bb590b86b4fa" }
{ "account_age_days": 1435, "account_id": "ACCT-9B6FA917E1E5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.543 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1170, "timestamp": "2026-01-06T04:59:00Z", "transaction_amount_usd": 3892.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.529, "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": 533.15, "financial_exposure_usd": 729.39, "recoverable_pct": 0.824 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102698", "label": "fraudulent", "label_confidence": 0.789, "severity": "low", "timestamp": "2026-01-02T20:58:00Z", "trace_id": "e4531001-3073-705f-6481-6e8223be3b3c" }
{ "account_age_days": 1525, "account_id": "ACCT-2909C7FB4544", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.689 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 93, "timestamp": "2026-01-02T17:47:00Z", "transaction_amount_usd": 16.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.712, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 597589.66, "financial_exposure_usd": 837867.38, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104167", "label": "fraudulent", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-03T21:27:00Z", "trace_id": "533bbfd2-278c-4beb-490c-610db8280d92" }
{ "account_age_days": 1769, "account_id": "ACCT-3D0DD271B9BE", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.594 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 252, "timestamp": "2026-01-03T18:16:00Z", "transaction_amount_usd": 21.54 }, { "asset": "SOL", "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": 0.769, "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": 2707527.15, "financial_exposure_usd": 6100445.72, "recoverable_pct": 0.761 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107334", "label": "benign", "label_confidence": 0.593, "severity": "medium", "timestamp": "2026-01-06T02:14:00Z", "trace_id": "80e49da3-8c4a-6c68-eccb-a855501f8054" }
{ "account_age_days": 339, "account_id": "ACCT-485A8A9EDA7F", "baseline_risk_score": 0.133, "kyc_tier": "tier_3", "session_entropy": 0.543 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 133, "timestamp": "2026-01-05T18:51:00Z", "transaction_amount_usd": 7.38 }, { "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": 0.51, "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_tr...
{ "customer_funds_at_risk_usd": 2357.63, "financial_exposure_usd": 2719.4, "recoverable_pct": 0.592 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101433", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-01T23:53:00Z", "trace_id": "f5b376c8-f1ca-21d6-5122-d55005eb1114" }
{ "account_age_days": 239, "account_id": "ACCT-9305EFA53D59", "baseline_risk_score": 0.442, "kyc_tier": "tier_2", "session_entropy": 0.87 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 185, "timestamp": "2026-01-01T16:33:00Z", "transaction_amount_usd": 14.23 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 278160.81, "financial_exposure_usd": 504166.4, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101375", "label": "fraudulent", "label_confidence": 0.967, "severity": "high", "timestamp": "2026-01-01T22:55:00Z", "trace_id": "5db33021-5cff-29f5-489d-93e21d830e2a" }
{ "account_age_days": 54, "account_id": "ACCT-CBE1C681521F", "baseline_risk_score": 0.591, "kyc_tier": "tier_2", "session_entropy": 0.631 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 407, "timestamp": "2026-01-01T22:55:00Z", "transaction_amount_usd": 77110.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.612, "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": 618186.09, "financial_exposure_usd": 989727.42, "recoverable_pct": 0.609 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109537", "label": "benign", "label_confidence": 0.657, "severity": "low", "timestamp": "2026-01-07T14:57:00Z", "trace_id": "d0a7c59b-4f69-774a-e5a0-7451aec374ee" }
{ "account_age_days": 1940, "account_id": "ACCT-2A1BBB574537", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.846 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 100, "timestamp": "2026-01-07T14:57:00Z", "transaction_amount_usd": 961.81 }, { "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4128.21, "financial_exposure_usd": 6601.41, "recoverable_pct": 0.692 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104197", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-03T21:57:00Z", "trace_id": "13e563f3-f3f3-fc37-fc26-f2b6db4c494a" }
{ "account_age_days": 1647, "account_id": "ACCT-ABA29AA3E4ED", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.854 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 323, "timestamp": "2026-01-03T15:48:00Z", "transaction_amount_usd": 10.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.863, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 7287329.38, "financial_exposure_usd": 7811788.03, "recoverable_pct": 0.577 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102690", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-02T20:50:00Z", "trace_id": "56059f1a-cd46-8d88-0fdc-88611dfec63d" }
{ "account_age_days": 190, "account_id": "ACCT-1C0F009AA49A", "baseline_risk_score": 0.397, "kyc_tier": "tier_2", "session_entropy": 0.617 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 193, "timestamp": "2026-01-02T20:50:00Z", "transaction_amount_usd": 44285.13 }, { "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": 0.864, "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": 67396.98, "financial_exposure_usd": 148605.05, "recoverable_pct": 0.019 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100441", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-01T07:21:00Z", "trace_id": "eebea50d-5a6c-b33e-af5f-8913d13a962d" }
{ "account_age_days": 165, "account_id": "ACCT-69624B673454", "baseline_risk_score": 0.352, "kyc_tier": "tier_2", "session_entropy": 0.492 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 861, "timestamp": "2026-01-01T07:21:00Z", "transaction_amount_usd": 5966.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.638, "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": 891543.49, "financial_exposure_usd": 922644.36, "recoverable_pct": 0.322 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102179", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T12:19:00Z", "trace_id": "d996d49a-73f0-bb40-0246-5a1c377eb73c" }
{ "account_age_days": 125, "account_id": "ACCT-D3D3AA6DAC67", "baseline_risk_score": 0.465, "kyc_tier": "tier_2", "session_entropy": 0.42 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 392, "timestamp": "2026-01-02T12:19:00Z", "transaction_amount_usd": 116648.73 }, { "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": 0.88, "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": 278249.35, "financial_exposure_usd": 450819.9, "recoverable_pct": 0.514 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100971", "label": "fraudulent", "label_confidence": 0.898, "severity": "critical", "timestamp": "2026-01-01T16:11:00Z", "trace_id": "1b9ebf85-3a2e-f0d4-e6a7-7db2a0ee052c" }
{ "account_age_days": 1113, "account_id": "ACCT-6BF1C26784F1", "baseline_risk_score": 0.619, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 320, "timestamp": "2026-01-01T14:13:00Z", "transaction_amount_usd": 5.17 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.653, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 353102.61, "financial_exposure_usd": 571913.96, "recoverable_pct": 0.461 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104203", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-03T22:03:00Z", "trace_id": "d8962e27-5231-ae51-b943-2dd1564b87fa" }
{ "account_age_days": 15, "account_id": "ACCT-1F09DC0E5459", "baseline_risk_score": 0.154, "kyc_tier": "tier_3", "session_entropy": 0.838 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 681, "timestamp": "2026-01-03T22:03:00Z", "transaction_amount_usd": 1802869.47 }, { "asset": "JPY", "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": 0.531, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 161337.18, "financial_exposure_usd": 275548.13, "recoverable_pct": 0.943 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109707", "label": "benign", "label_confidence": 0.628, "severity": "low", "timestamp": "2026-01-07T17:47:00Z", "trace_id": "cb056757-c727-4fb8-d19d-b9365a8d35a4" }
{ "account_age_days": 202, "account_id": "ACCT-69703DF2F8CF", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.915 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 643, "timestamp": "2026-01-07T17:47:00Z", "transaction_amount_usd": 8440.93 }, { "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": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 145.3, "financial_exposure_usd": 159.25, "recoverable_pct": 0.984 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102618", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T19:38:00Z", "trace_id": "693d326f-bb53-796d-38e6-06fa566cc555" }
{ "account_age_days": 438, "account_id": "ACCT-C5720FE0CF7C", "baseline_risk_score": 0.325, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 743, "timestamp": "2026-01-02T19:38:00Z", "transaction_amount_usd": 30790.51 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.429, "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": 709880.01, "financial_exposure_usd": 964332.67, "recoverable_pct": 0.523 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106555", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-05T13:15:00Z", "trace_id": "97dcc9fc-1ec0-8149-0a2e-58f5f65127a3" }
{ "account_age_days": 968, "account_id": "ACCT-114E44B20110", "baseline_risk_score": 0.208, "kyc_tier": "tier_2", "session_entropy": 0.536 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 103, "timestamp": "2026-01-05T12:17:00Z", "transaction_amount_usd": 17.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.457, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5047128.03, "financial_exposure_usd": 5064455.69, "recoverable_pct": 0.524 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103696", "label": "fraudulent", "label_confidence": 0.934, "severity": "low", "timestamp": "2026-01-03T13:36:00Z", "trace_id": "75dcc980-cdb8-ce98-818d-90a8e66ba5e9" }
{ "account_age_days": 1864, "account_id": "ACCT-EC64BAF50E2B", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.922 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 624, "timestamp": "2026-01-03T13:36:00Z", "transaction_amount_usd": 2833998.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.636, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 7277305.4, "financial_exposure_usd": 7574772.09, "recoverable_pct": 0.907 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104073", "label": "fraudulent", "label_confidence": 0.657, "severity": "critical", "timestamp": "2026-01-03T19:53:00Z", "trace_id": "7bda7b9a-06f3-aa2a-fb81-4f178d740687" }
{ "account_age_days": 21, "account_id": "ACCT-9A93C841298C", "baseline_risk_score": 0.202, "kyc_tier": "tier_1", "session_entropy": 0.789 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 890, "timestamp": "2026-01-03T19:53:00Z", "transaction_amount_usd": 1595033.27 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.505, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1091063.15, "financial_exposure_usd": 2521253.38, "recoverable_pct": 0.49 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105588", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-04T21:08:00Z", "trace_id": "f9be81f9-c2ac-f532-2088-8ef055ebb9cb" }
{ "account_age_days": 1834, "account_id": "ACCT-60DBE17DFDC1", "baseline_risk_score": 0.3, "kyc_tier": "tier_3", "session_entropy": 0.314 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 275, "timestamp": "2026-01-04T08:19:00Z", "transaction_amount_usd": 8.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.491, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2303861.31, "financial_exposure_usd": 4223346.18, "recoverable_pct": 0.576 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104950", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-04T10:30:00Z", "trace_id": "48e5a021-3cef-d2a8-7664-b29921257e81" }
{ "account_age_days": 12, "account_id": "ACCT-DF5E90D5D7DA", "baseline_risk_score": 0.188, "kyc_tier": "tier_1", "session_entropy": 0.234 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 864, "timestamp": "2026-01-04T10:30:00Z", "transaction_amount_usd": 2192506.95 }, { "asset": "GBP", "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": 0.557, "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": 1301046.13, "financial_exposure_usd": 2118627.3, "recoverable_pct": 0.855 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103821", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-03T15:41:00Z", "trace_id": "f73cb82d-f963-5ecf-b32b-af3f821c355f" }
{ "account_age_days": 1465, "account_id": "ACCT-2B1079C42E54", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.77 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 361, "timestamp": "2026-01-03T07:20:00Z", "transaction_amount_usd": 13.23 }, { "asset": "BTC", "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": 0.87, "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 AN...
{ "customer_funds_at_risk_usd": 7409024.34, "financial_exposure_usd": 8346291.81, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106509", "label": "fraudulent", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-05T12:29:00Z", "trace_id": "04b03668-6c42-a8de-167a-04a622aad8ad" }
{ "account_age_days": 357, "account_id": "ACCT-6BE7AAA35423", "baseline_risk_score": 0.233, "kyc_tier": "tier_3", "session_entropy": 0.816 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 96, "timestamp": "2026-01-05T09:27:00Z", "transaction_amount_usd": 16.47 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.555, "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": 5424745.12, "financial_exposure_usd": 8200963.38, "recoverable_pct": 0.977 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102759", "label": "fraudulent", "label_confidence": 0.769, "severity": "medium", "timestamp": "2026-01-02T21:59:00Z", "trace_id": "20420336-b790-498e-2e51-4e0b8106fc41" }
{ "account_age_days": 1852, "account_id": "ACCT-4CEB6FE7CA25", "baseline_risk_score": 0.466, "kyc_tier": "tier_2", "session_entropy": 0.67 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1009, "timestamp": "2026-01-02T21:59:00Z", "transaction_amount_usd": 10845.28 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.71, "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 HAV...
{ "customer_funds_at_risk_usd": 734813.56, "financial_exposure_usd": 738215.69, "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-106109", "label": "fraudulent", "label_confidence": 0.719, "severity": "medium", "timestamp": "2026-01-05T05:49:00Z", "trace_id": "aa500178-e00b-4b39-1210-796683b59476" }
{ "account_age_days": 849, "account_id": "ACCT-260514570E42", "baseline_risk_score": 0.351, "kyc_tier": "tier_1", "session_entropy": 0.404 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1099, "timestamp": "2026-01-05T05:49:00Z", "transaction_amount_usd": 96059.89 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.578, "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": 2372924.45, "financial_exposure_usd": 4073900.53, "recoverable_pct": 0.807 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101309", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-01T21:49:00Z", "trace_id": "d80e2747-0249-2c6c-b1e6-5582aeff6791" }
{ "account_age_days": 667, "account_id": "ACCT-448CD9E2E409", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.285 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 396, "timestamp": "2026-01-01T16:16:00Z", "transaction_amount_usd": 8.86 }, { "asset": "USD", "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": 0.826, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 173915.87, "financial_exposure_usd": 187430.1, "recoverable_pct": 0.664 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103363", "label": "fraudulent", "label_confidence": 0.889, "severity": "high", "timestamp": "2026-01-03T08:03:00Z", "trace_id": "582bdb50-16cf-8435-56c5-f9901f208da8" }
{ "account_age_days": 1146, "account_id": "ACCT-47F3DF75308F", "baseline_risk_score": 0.319, "kyc_tier": "tier_2", "session_entropy": 0.93 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 358, "timestamp": "2026-01-03T08:03:00Z", "transaction_amount_usd": 2959081.39 }, { "asset": "SOL", "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": 0.608, "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": 4744814.87, "financial_exposure_usd": 5340655.9, "recoverable_pct": 0.905 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109044", "label": "benign", "label_confidence": 0.491, "severity": "critical", "timestamp": "2026-01-07T06:44:00Z", "trace_id": "4da6742f-6fc0-6e12-12ef-2092ba4923a2" }
{ "account_age_days": 1535, "account_id": "ACCT-0FFC6F338FF0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.838 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 350, "timestamp": "2026-01-07T06:44:00Z", "transaction_amount_usd": 6854.4 }, { "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": 0.628, "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": 1220.02, "financial_exposure_usd": 1626.31, "recoverable_pct": 0.832 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107477", "label": "benign", "label_confidence": 0.482, "severity": "low", "timestamp": "2026-01-06T04:37:00Z", "trace_id": "1ea61ff9-0e26-73c6-abd0-d1c4cd969fb4" }
{ "account_age_days": 1497, "account_id": "ACCT-943A83DCED4A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.802 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 872, "timestamp": "2026-01-06T04:37:00Z", "transaction_amount_usd": 9451.67 }, { "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": 0.521, "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": 270.14, "financial_exposure_usd": 271.41, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109760", "label": "benign", "label_confidence": 0.743, "severity": "low", "timestamp": "2026-01-07T18:40:00Z", "trace_id": "11865aff-5765-fde6-a6e8-ce5de26c203f" }
{ "account_age_days": 410, "account_id": "ACCT-5CD9D5703701", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.897 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 102, "timestamp": "2026-01-07T09:30:00Z", "transaction_amount_usd": 5.79 }, { "asset": "JPY", "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": 0.516, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 2813.98, "financial_exposure_usd": 3372.28, "recoverable_pct": 0.895 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101695", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-02T04:15:00Z", "trace_id": "4affcb45-a0c1-a4a0-cabc-20c9657a0383" }
{ "account_age_days": 355, "account_id": "ACCT-D7F39BC598E8", "baseline_risk_score": 0.452, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 691, "timestamp": "2026-01-02T04:15:00Z", "transaction_amount_usd": 79002.65 }, { "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": 0.466, "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": 793036.97, "financial_exposure_usd": 1012470.31, "recoverable_pct": 0.75 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101122", "label": "fraudulent", "label_confidence": 0.852, "severity": "critical", "timestamp": "2026-01-01T18:42:00Z", "trace_id": "64654738-9ef0-d068-9635-641ca1254879" }
{ "account_age_days": 1585, "account_id": "ACCT-7035392D036A", "baseline_risk_score": 0.597, "kyc_tier": "tier_3", "session_entropy": 0.329 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1100, "timestamp": "2026-01-01T18:42:00Z", "transaction_amount_usd": 22017.63 }, { "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": 0.836, "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": 515489.43, "financial_exposure_usd": 793881.59, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106685", "label": "benign", "label_confidence": 0.524, "severity": "critical", "timestamp": "2026-01-05T15:25:00Z", "trace_id": "5f86363c-b16c-42e6-9e8b-37ae6a76b83f" }
{ "account_age_days": 75, "account_id": "ACCT-2EA19D1308AD", "baseline_risk_score": 0.072, "kyc_tier": "tier_2", "session_entropy": 0.455 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 190, "timestamp": "2026-01-05T05:16:00Z", "transaction_amount_usd": 2.04 }, { "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": 0.775, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3647.25, "financial_exposure_usd": 5159.35, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109726", "label": "benign", "label_confidence": 0.58, "severity": "low", "timestamp": "2026-01-07T18:06:00Z", "trace_id": "d177bf71-4533-c7e5-561b-42f594bec508" }
{ "account_age_days": 1379, "account_id": "ACCT-28B51463024B", "baseline_risk_score": 0.154, "kyc_tier": "tier_2", "session_entropy": 0.564 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 347, "timestamp": "2026-01-07T14:10:00Z", "transaction_amount_usd": 13.4 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.483, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1221.55, "financial_exposure_usd": 1302.43, "recoverable_pct": 0.538 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107004", "label": "benign", "label_confidence": 0.559, "severity": "low", "timestamp": "2026-01-05T20:44:00Z", "trace_id": "a571c443-2436-c655-5cd8-3629e342225f" }
{ "account_age_days": 1777, "account_id": "ACCT-B72E76B101FE", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.283 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 211, "timestamp": "2026-01-05T11:45:00Z", "transaction_amount_usd": 4.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.565, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1368.2, "financial_exposure_usd": 1433.72, "recoverable_pct": 0.966 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100329", "label": "fraudulent", "label_confidence": 0.915, "severity": "low", "timestamp": "2026-01-01T05:29:00Z", "trace_id": "086c030f-f0fd-1ea9-02c2-7f97af6c9a31" }
{ "account_age_days": 932, "account_id": "ACCT-54C4C8BAA558", "baseline_risk_score": 0.582, "kyc_tier": "tier_1", "session_entropy": 0.8 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 652, "timestamp": "2026-01-01T05:29:00Z", "transaction_amount_usd": 25437.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.737, "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": 1167573.6, "financial_exposure_usd": 1183745.58, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106370", "label": "fraudulent", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-05T10:10:00Z", "trace_id": "2be3e941-f0ce-d08e-9758-69e223e51b66" }
{ "account_age_days": 1642, "account_id": "ACCT-619E690CFA9E", "baseline_risk_score": 0.269, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 323, "timestamp": "2026-01-04T22:33:00Z", "transaction_amount_usd": 1.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.949, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1767339.35, "financial_exposure_usd": 2516896.76, "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-101976", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-02T08:56:00Z", "trace_id": "67e3e41d-d92a-d581-2d1d-c6c88273cbd5" }
{ "account_age_days": 1118, "account_id": "ACCT-3ECBFDB8B346", "baseline_risk_score": 0.647, "kyc_tier": "tier_2", "session_entropy": 0.399 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 258, "timestamp": "2026-01-02T08:56:00Z", "transaction_amount_usd": 113283.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.659, "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": 459169.73, "financial_exposure_usd": 463229.22, "recoverable_pct": 0.111 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106597", "label": "fraudulent", "label_confidence": 0.785, "severity": "medium", "timestamp": "2026-01-05T13:57:00Z", "trace_id": "aad60433-869a-cf61-9c32-3f6d3aad8974" }
{ "account_age_days": 386, "account_id": "ACCT-36D4A9664238", "baseline_risk_score": 0.179, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 148, "timestamp": "2026-01-05T13:57:00Z", "transaction_amount_usd": 1367571.4 }, { "asset": "USDT", "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": 0.407, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2209721.37, "financial_exposure_usd": 3000425.03, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101002", "label": "fraudulent", "label_confidence": 0.81, "severity": "low", "timestamp": "2026-01-01T16:42:00Z", "trace_id": "c697e08a-d565-3971-46a4-f5c20023d461" }
{ "account_age_days": 1138, "account_id": "ACCT-DC9E1EACFD73", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 837, "timestamp": "2026-01-01T16:42:00Z", "transaction_amount_usd": 36806.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.85, "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 HAV...
{ "customer_funds_at_risk_usd": 549649.33, "financial_exposure_usd": 836506.72, "recoverable_pct": 0.189 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102364", "label": "fraudulent", "label_confidence": 0.895, "severity": "high", "timestamp": "2026-01-02T15:24:00Z", "trace_id": "23566178-e866-7e2a-ef7d-12838dd149dd" }
{ "account_age_days": 1974, "account_id": "ACCT-4666263E2429", "baseline_risk_score": 0.467, "kyc_tier": "tier_2", "session_entropy": 0.757 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 640, "timestamp": "2026-01-02T15:24:00Z", "transaction_amount_usd": 50372.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.366, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 385330.39, "financial_exposure_usd": 443527.09, "recoverable_pct": 0.215 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101777", "label": "fraudulent", "label_confidence": 0.79, "severity": "medium", "timestamp": "2026-01-02T05:37:00Z", "trace_id": "3a4b4ef3-d4f8-49d8-def6-972ff9b3df8d" }
{ "account_age_days": 664, "account_id": "ACCT-603DB095C4A1", "baseline_risk_score": 0.494, "kyc_tier": "tier_1", "session_entropy": 0.193 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 563, "timestamp": "2026-01-02T05:37:00Z", "transaction_amount_usd": 80856.44 }, { "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": 0.499, "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": 773058.15, "financial_exposure_usd": 1145932.56, "recoverable_pct": 0.022 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109482", "label": "benign", "label_confidence": 0.648, "severity": "low", "timestamp": "2026-01-07T14:02:00Z", "trace_id": "f744a2aa-122e-2c37-a9f7-c28286648958" }
{ "account_age_days": 948, "account_id": "ACCT-1BEEB02AB4E0", "baseline_risk_score": 0.107, "kyc_tier": "tier_2", "session_entropy": 0.578 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 764, "timestamp": "2026-01-07T14:02:00Z", "transaction_amount_usd": 10664.93 }, { "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": 0.751, "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": 5193.68, "financial_exposure_usd": 8674.8, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109243", "label": "benign", "label_confidence": 0.641, "severity": "low", "timestamp": "2026-01-07T10:03:00Z", "trace_id": "001758fe-a22b-c6a1-0b49-a13ba00bf894" }
{ "account_age_days": 578, "account_id": "ACCT-818645DE02E9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.625 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 315, "timestamp": "2026-01-07T01:34:00Z", "transaction_amount_usd": 17.55 }, { "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": 0.593, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 959.21, "financial_exposure_usd": 1664.34, "recoverable_pct": 0.925 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103590", "label": "fraudulent", "label_confidence": 0.832, "severity": "medium", "timestamp": "2026-01-03T11:50:00Z", "trace_id": "a3c19cdf-8f56-15b6-24d8-e166a4e298b1" }
{ "account_age_days": 51, "account_id": "ACCT-4A23D44CA119", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.466 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 462, "timestamp": "2026-01-03T11:50:00Z", "transaction_amount_usd": 1443753 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.367, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2195931, "financial_exposure_usd": 2221865.23, "recoverable_pct": 0.966 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106913", "label": "benign", "label_confidence": 0.469, "severity": "medium", "timestamp": "2026-01-05T19:13:00Z", "trace_id": "d3c43a54-a1cf-8470-cd2a-32003c7accc2" }
{ "account_age_days": 1323, "account_id": "ACCT-CC972A3EE4DB", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.683 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 381, "timestamp": "2026-01-05T19:13:00Z", "transaction_amount_usd": 968.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.579, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 876.55, "financial_exposure_usd": 1529.75, "recoverable_pct": 0.704 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100234", "label": "fraudulent", "label_confidence": 0.914, "severity": "critical", "timestamp": "2026-01-01T03:54:00Z", "trace_id": "1b59200c-0106-c378-969b-1badf1d799af" }
{ "account_age_days": 150, "account_id": "ACCT-BEB077223FFF", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.14 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 367, "timestamp": "2025-12-31T19:01:00Z", "transaction_amount_usd": 6.61 }, { "asset": "ETH", "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": 0.43, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 625859.15, "financial_exposure_usd": 1105896.07, "recoverable_pct": 0.096 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101658", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-02T03:38:00Z", "trace_id": "197a023a-3b90-bb7c-eb48-398c84d7255f" }
{ "account_age_days": 1355, "account_id": "ACCT-49602F22BB6A", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.746 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 360, "timestamp": "2026-01-02T03:38:00Z", "transaction_amount_usd": 60800.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 2", "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": 742284.64, "financial_exposure_usd": 1066568.39, "recoverable_pct": 0.03 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102384", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-02T15:44:00Z", "trace_id": "21c0fa6b-d345-93c6-0114-8800e601a9a0" }
{ "account_age_days": 1787, "account_id": "ACCT-257934B89130", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1177, "timestamp": "2026-01-02T15:44:00Z", "transaction_amount_usd": 112183.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.455, "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": 368780.73, "financial_exposure_usd": 666119.41, "recoverable_pct": 0.422 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101522", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-02T01:22:00Z", "trace_id": "1ec7277d-7ed8-dce0-d613-8fc24c459981" }
{ "account_age_days": 178, "account_id": "ACCT-F4B87B0CB498", "baseline_risk_score": 0.551, "kyc_tier": "tier_2", "session_entropy": 0.333 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 331, "timestamp": "2026-01-01T22:25:00Z", "transaction_amount_usd": 8.47 }, { "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": 0.377, "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": 696812.47, "financial_exposure_usd": 877636.29, "recoverable_pct": 0.366 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104558", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-04T03:58:00Z", "trace_id": "ed1f9cdb-6f5f-de05-e7ea-9830310f212c" }
{ "account_age_days": 1245, "account_id": "ACCT-B75016540A13", "baseline_risk_score": 0.285, "kyc_tier": "tier_2", "session_entropy": 0.423 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 911, "timestamp": "2026-01-04T03:58:00Z", "transaction_amount_usd": 2016305.05 }, { "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": 0.497, "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": 2588877.58, "financial_exposure_usd": 4259229.53, "recoverable_pct": 0.896 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103585", "label": "fraudulent", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-03T11:45:00Z", "trace_id": "0843f7a5-faf1-ed59-d230-4585b83e9e34" }
{ "account_age_days": 720, "account_id": "ACCT-8112A45861C1", "baseline_risk_score": 0.409, "kyc_tier": "tier_2", "session_entropy": 0.498 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 385, "timestamp": "2026-01-03T00:29:00Z", "transaction_amount_usd": 21.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "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": 2357226.78, "financial_exposure_usd": 3090515.29, "recoverable_pct": 0.545 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107020", "label": "benign", "label_confidence": 0.501, "severity": "high", "timestamp": "2026-01-05T21:00:00Z", "trace_id": "c9cf503e-8b8d-fd46-b7b9-36bcfb85bd3e" }
{ "account_age_days": 1845, "account_id": "ACCT-A39BD4FB5F9D", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.49 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1020, "timestamp": "2026-01-05T21:00:00Z", "transaction_amount_usd": 1843.87 }, { "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": 0.796, "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": 1828.56, "financial_exposure_usd": 1950.62, "recoverable_pct": 0.645 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102069", "label": "fraudulent", "label_confidence": 0.913, "severity": "low", "timestamp": "2026-01-02T10:29:00Z", "trace_id": "d6d917e6-a21d-411b-20f3-ee533a9e0458" }
{ "account_age_days": 210, "account_id": "ACCT-AE306AA3006E", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1025, "timestamp": "2026-01-02T10:29:00Z", "transaction_amount_usd": 85963.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.553, "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": 65276.14, "financial_exposure_usd": 159119.58, "recoverable_pct": 0.383 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103572", "label": "fraudulent", "label_confidence": 0.6, "severity": "medium", "timestamp": "2026-01-03T11:32:00Z", "trace_id": "12be9088-5b87-f288-8a17-e59d94323e34" }
{ "account_age_days": 895, "account_id": "ACCT-F741823C1080", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.757 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 368, "timestamp": "2026-01-03T11:32:00Z", "transaction_amount_usd": 491554.48 }, { "asset": "EUR", "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": 0.915, "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": 5924988.19, "financial_exposure_usd": 6289298.83, "recoverable_pct": 0.423 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109083", "label": "benign", "label_confidence": 0.556, "severity": "low", "timestamp": "2026-01-07T07:23:00Z", "trace_id": "afb56a02-b985-5399-8a1f-e85e26926820" }
{ "account_age_days": 1272, "account_id": "ACCT-6FBD677EED92", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.535 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 398, "timestamp": "2026-01-06T22:35:00Z", "transaction_amount_usd": 22.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.477, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1666.38, "financial_exposure_usd": 2617.38, "recoverable_pct": 0.927 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101588", "label": "fraudulent", "label_confidence": 0.88, "severity": "medium", "timestamp": "2026-01-02T02:28:00Z", "trace_id": "acd51833-fa24-ca05-4841-e85953c4cefd" }
{ "account_age_days": 949, "account_id": "ACCT-A3280F173D74", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.291 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 203, "timestamp": "2026-01-02T02:28:00Z", "transaction_amount_usd": 99102.91 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.687, "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": 355699.12, "financial_exposure_usd": 639335.29, "recoverable_pct": 0.534 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104106", "label": "fraudulent", "label_confidence": 0.717, "severity": "medium", "timestamp": "2026-01-03T20:26:00Z", "trace_id": "5fc79fa9-0a26-6d73-b777-212121125149" }
{ "account_age_days": 21, "account_id": "ACCT-B70C1130C2CE", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.467 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 261, "timestamp": "2026-01-03T16:04:00Z", "transaction_amount_usd": 11.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.75, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 879885.75, "financial_exposure_usd": 1961237.62, "recoverable_pct": 0.518 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104994", "label": "fraudulent", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-04T11:14:00Z", "trace_id": "5336b653-fc9d-4281-4ec4-2cf2f65e7ae4" }
{ "account_age_days": 1463, "account_id": "ACCT-F22F1D1AA733", "baseline_risk_score": 0.212, "kyc_tier": "tier_2", "session_entropy": 0.534 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1172, "timestamp": "2026-01-04T11:14:00Z", "transaction_amount_usd": 2427038.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.703, "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": 3249114.38, "financial_exposure_usd": 7008712.18, "recoverable_pct": 0.459 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101020", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-01T17:00:00Z", "trace_id": "984e0613-ec20-6c6b-3a75-27f8cd6a227b" }
{ "account_age_days": 154, "account_id": "ACCT-C3B64F94AEBE", "baseline_risk_score": 0.515, "kyc_tier": "tier_2", "session_entropy": 0.194 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 426, "timestamp": "2026-01-01T17:00:00Z", "transaction_amount_usd": 54634.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.947, "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": 397005.01, "financial_exposure_usd": 689176.14, "recoverable_pct": 0.596 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100321", "label": "fraudulent", "label_confidence": 0.876, "severity": "critical", "timestamp": "2026-01-01T05:21:00Z", "trace_id": "8eeefe95-5987-6711-3c20-fe71426cd241" }
{ "account_age_days": 1307, "account_id": "ACCT-163DCF6F269B", "baseline_risk_score": 0.552, "kyc_tier": "tier_2", "session_entropy": 0.386 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 144, "timestamp": "2025-12-31T21:34:00Z", "transaction_amount_usd": 23.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.713, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 82171.89, "financial_exposure_usd": 164945.45, "recoverable_pct": 0.218 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108134", "label": "benign", "label_confidence": 0.678, "severity": "low", "timestamp": "2026-01-06T15:34:00Z", "trace_id": "321becc2-b677-2491-ebe5-a9a19c42b118" }
{ "account_age_days": 1640, "account_id": "ACCT-DFDB8A4F9324", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.109 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1017, "timestamp": "2026-01-06T15:34:00Z", "transaction_amount_usd": 10999.43 }, { "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": 0.72, "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": 1371.57, "financial_exposure_usd": 2492.02, "recoverable_pct": 0.775 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106773", "label": "benign", "label_confidence": 0.575, "severity": "high", "timestamp": "2026-01-05T16:53:00Z", "trace_id": "0a347895-7af2-8233-d04c-c42232729fe1" }
{ "account_age_days": 1490, "account_id": "ACCT-5BD6742B9D5D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1031, "timestamp": "2026-01-05T16:53:00Z", "transaction_amount_usd": 8921.66 }, { "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": 0.646, "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": 1599.42, "financial_exposure_usd": 2998.22, "recoverable_pct": 0.675 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105986", "label": "fraudulent", "label_confidence": 0.621, "severity": "low", "timestamp": "2026-01-05T03:46:00Z", "trace_id": "c957cadf-d04d-ba60-85dc-3f27f58d23b8" }
{ "account_age_days": 1652, "account_id": "ACCT-79906AA7E579", "baseline_risk_score": 0.203, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 512, "timestamp": "2026-01-05T03:46:00Z", "transaction_amount_usd": 865025.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.439, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2692046.65, "financial_exposure_usd": 3976636.05, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103743", "label": "fraudulent", "label_confidence": 0.909, "severity": "low", "timestamp": "2026-01-03T14:23:00Z", "trace_id": "fb5145ec-78c0-6a20-cb8c-6ce292c3274e" }
{ "account_age_days": 1527, "account_id": "ACCT-26D804E273C0", "baseline_risk_score": 0.247, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 908, "timestamp": "2026-01-03T14:23:00Z", "transaction_amount_usd": 395867.87 }, { "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": 0.545, "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": 5204227.25, "financial_exposure_usd": 6824268.57, "recoverable_pct": 0.895 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108643", "label": "benign", "label_confidence": 0.47, "severity": "critical", "timestamp": "2026-01-07T00:03:00Z", "trace_id": "1ce16b67-31de-9eb4-6f16-7aa495eee92c" }
{ "account_age_days": 1041, "account_id": "ACCT-915DBC5CC3A6", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.31 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 285, "timestamp": "2026-01-06T21:21:00Z", "transaction_amount_usd": 6.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.554, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3634.67, "financial_exposure_usd": 6961.53, "recoverable_pct": 0.617 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101493", "label": "fraudulent", "label_confidence": 0.952, "severity": "high", "timestamp": "2026-01-02T00:53:00Z", "trace_id": "afc49cc8-a738-3aa7-d12f-73d1c5fe8478" }
{ "account_age_days": 350, "account_id": "ACCT-280ADAFD05C3", "baseline_risk_score": 0.525, "kyc_tier": "tier_1", "session_entropy": 0.135 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 387, "timestamp": "2026-01-01T18:25:00Z", "transaction_amount_usd": 7.82 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "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": 694429.96, "financial_exposure_usd": 838045.32, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105275", "label": "fraudulent", "label_confidence": 0.622, "severity": "critical", "timestamp": "2026-01-04T15:55:00Z", "trace_id": "4e14c68c-c26c-48f0-9898-efff0bfb8b75" }
{ "account_age_days": 216, "account_id": "ACCT-396E389F7F34", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.88 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 125, "timestamp": "2026-01-04T09:19:00Z", "transaction_amount_usd": 18.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.854, "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": 2599405.44, "financial_exposure_usd": 4131323.72, "recoverable_pct": 0.459 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107809", "label": "benign", "label_confidence": 0.563, "severity": "high", "timestamp": "2026-01-06T10:09:00Z", "trace_id": "6c02ec60-c0bc-762d-bfba-d9917d4c6469" }
{ "account_age_days": 26, "account_id": "ACCT-83D28E02FAB1", "baseline_risk_score": 0.081, "kyc_tier": "tier_2", "session_entropy": 0.817 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 438, "timestamp": "2026-01-06T10:09:00Z", "transaction_amount_usd": 9701.52 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.72, "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": 178.93, "financial_exposure_usd": 416.72, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106089", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-05T05:29:00Z", "trace_id": "43d8c7a1-b018-cd00-fb9e-d3efe629d511" }
{ "account_age_days": 256, "account_id": "ACCT-0B2FEE36C69E", "baseline_risk_score": 0.261, "kyc_tier": "tier_2", "session_entropy": 0.856 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 196, "timestamp": "2026-01-04T20:31:00Z", "transaction_amount_usd": 13.18 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.652, "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": 3463705.98, "financial_exposure_usd": 5691729.99, "recoverable_pct": 0.745 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108151", "label": "benign", "label_confidence": 0.545, "severity": "low", "timestamp": "2026-01-06T15:51:00Z", "trace_id": "41f1445e-6341-3ed8-5a07-7b6a944cc4b0" }
{ "account_age_days": 1416, "account_id": "ACCT-A8D84A676BFB", "baseline_risk_score": 0.073, "kyc_tier": "tier_1", "session_entropy": 0.659 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 361, "timestamp": "2026-01-06T15:51:00Z", "transaction_amount_usd": 1093.16 }, { "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": 0.469, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3553.93, "financial_exposure_usd": 4742.6, "recoverable_pct": 0.897 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101040", "label": "fraudulent", "label_confidence": 0.842, "severity": "medium", "timestamp": "2026-01-01T17:20:00Z", "trace_id": "11538be1-50ea-a4be-1e19-fd8528a56ddc" }
{ "account_age_days": 632, "account_id": "ACCT-B6B67988874C", "baseline_risk_score": 0.54, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 215, "timestamp": "2026-01-01T17:20:00Z", "transaction_amount_usd": 16468.35 }, { "asset": "ETH", "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": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 417541.08, "financial_exposure_usd": 662409.17, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107036", "label": "benign", "label_confidence": 0.641, "severity": "low", "timestamp": "2026-01-05T21:16:00Z", "trace_id": "994c9c66-d6df-7323-d119-baaa2b534279" }
{ "account_age_days": 1575, "account_id": "ACCT-0ABF68150887", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 776, "timestamp": "2026-01-05T21:16:00Z", "transaction_amount_usd": 14878.67 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.738, "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": 2174.43, "financial_exposure_usd": 2720.5, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108271", "label": "benign", "label_confidence": 0.569, "severity": "medium", "timestamp": "2026-01-06T17:51:00Z", "trace_id": "1019d5e8-1952-aa68-5fbf-d2ce8a3caa5c" }
{ "account_age_days": 1989, "account_id": "ACCT-77017BCBECE7", "baseline_risk_score": 0.054, "kyc_tier": "tier_3", "session_entropy": 0.142 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 239, "timestamp": "2026-01-06T08:12:00Z", "transaction_amount_usd": 12.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.567, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3192.31, "financial_exposure_usd": 3931.33, "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-104927", "label": "fraudulent", "label_confidence": 0.89, "severity": "medium", "timestamp": "2026-01-04T10:07:00Z", "trace_id": "aa3ec273-8885-9a6a-23f2-84b18fbfc358" }
{ "account_age_days": 1276, "account_id": "ACCT-70DF3BC54ED5", "baseline_risk_score": 0.375, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1186, "timestamp": "2026-01-04T10:07:00Z", "transaction_amount_usd": 2331166.44 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.497, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3176449.85, "financial_exposure_usd": 4951859.78, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }