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-102526", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-02T18:06:00Z", "trace_id": "24b3fcf4-8ebb-abcd-df13-faf493ada33b" }
{ "account_age_days": 293, "account_id": "ACCT-2FC504979654", "baseline_risk_score": 0.259, "kyc_tier": "tier_3", "session_entropy": 0.376 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 336, "timestamp": "2026-01-02T12:17:00Z", "transaction_amount_usd": 10.07 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.63, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 409353.41, "financial_exposure_usd": 541003, "recoverable_pct": 0.246 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105750", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-04T23:50:00Z", "trace_id": "7de461d0-d361-30bc-a17c-cbd523d4c8db" }
{ "account_age_days": 1667, "account_id": "ACCT-DAC3B3C068FD", "baseline_risk_score": 0.214, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 796, "timestamp": "2026-01-04T23:50:00Z", "transaction_amount_usd": 220711.17 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.823, "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": 797916.02, "financial_exposure_usd": 1948592.87, "recoverable_pct": 0.478 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103444", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-03T09:24:00Z", "trace_id": "43f60230-d876-aa70-42a1-c6b147fcef83" }
{ "account_age_days": 155, "account_id": "ACCT-9E6EBD46CAEF", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.522 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1162, "timestamp": "2026-01-03T09:24:00Z", "transaction_amount_usd": 2866902.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.665, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1283604.24, "financial_exposure_usd": 2414693.37, "recoverable_pct": 0.622 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101046", "label": "fraudulent", "label_confidence": 0.91, "severity": "critical", "timestamp": "2026-01-01T17:26:00Z", "trace_id": "febd2f23-2670-1a88-cc5b-b2d11fc3a419" }
{ "account_age_days": 1749, "account_id": "ACCT-3B9B1B260E03", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.182 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1096, "timestamp": "2026-01-01T17:26:00Z", "transaction_amount_usd": 111461.52 }, { "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": 0.656, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 703392.89, "financial_exposure_usd": 1294722.77, "recoverable_pct": 0.001 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104737", "label": "fraudulent", "label_confidence": 0.693, "severity": "high", "timestamp": "2026-01-04T06:57:00Z", "trace_id": "36ee6469-9e17-bf84-6535-049f0f4edd7e" }
{ "account_age_days": 757, "account_id": "ACCT-AF10435BE622", "baseline_risk_score": 0.06, "kyc_tier": "tier_1", "session_entropy": 0.937 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 744, "timestamp": "2026-01-04T06:57:00Z", "transaction_amount_usd": 909819.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.497, "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": 4633396.22, "financial_exposure_usd": 5073817.03, "recoverable_pct": 0.629 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102033", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-02T09:53:00Z", "trace_id": "37cf2afc-0634-c607-842f-12337533b7d6" }
{ "account_age_days": 1791, "account_id": "ACCT-29BF429598D3", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.761 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 900, "timestamp": "2026-01-02T09:53:00Z", "transaction_amount_usd": 37414.45 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.802, "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": 625457.84, "financial_exposure_usd": 788277.86, "recoverable_pct": 0.349 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103381", "label": "fraudulent", "label_confidence": 0.636, "severity": "high", "timestamp": "2026-01-03T08:21:00Z", "trace_id": "5eade6c8-f288-da6b-4c23-0a8311ae8308" }
{ "account_age_days": 1593, "account_id": "ACCT-222F6E034435", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.554 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 314, "timestamp": "2026-01-03T08:21:00Z", "transaction_amount_usd": 585642.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.664, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2582993.08, "financial_exposure_usd": 4742153.5, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104299", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-03T23:39:00Z", "trace_id": "ddd1761b-ff03-c56e-3b99-345d11345c68" }
{ "account_age_days": 1504, "account_id": "ACCT-FF38BE4F704C", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.217 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1199, "timestamp": "2026-01-03T23:39:00Z", "transaction_amount_usd": 824263.7 }, { "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": 0.419, "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": 2547428.62, "financial_exposure_usd": 4188861.65, "recoverable_pct": 0.604 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100297", "label": "fraudulent", "label_confidence": 0.967, "severity": "medium", "timestamp": "2026-01-01T04:57:00Z", "trace_id": "b026d60a-c82d-4afa-95be-2ff6f4ae5a44" }
{ "account_age_days": 375, "account_id": "ACCT-38665E813FF1", "baseline_risk_score": 0.612, "kyc_tier": "tier_1", "session_entropy": 0.574 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 381, "timestamp": "2026-01-01T04:57:00Z", "transaction_amount_usd": 91110.81 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.566, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 448844.13, "financial_exposure_usd": 916397.23, "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-102738", "label": "fraudulent", "label_confidence": 0.842, "severity": "high", "timestamp": "2026-01-02T21:38:00Z", "trace_id": "36aa651e-e513-d284-ff20-98c6476eacd4" }
{ "account_age_days": 1108, "account_id": "ACCT-D866F7670861", "baseline_risk_score": 0.499, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 395, "timestamp": "2026-01-02T20:29:00Z", "transaction_amount_usd": 21.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.462, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 706449.87, "financial_exposure_usd": 1033710.23, "recoverable_pct": 0.677 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108514", "label": "benign", "label_confidence": 0.635, "severity": "low", "timestamp": "2026-01-06T21:54:00Z", "trace_id": "6cae05da-3ce4-8a15-9309-b4c138e90562" }
{ "account_age_days": 1032, "account_id": "ACCT-65E24C52359E", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.225 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 154, "timestamp": "2026-01-06T21:54:00Z", "transaction_amount_usd": 8984.36 }, { "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": 0.649, "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": 2394.39, "financial_exposure_usd": 2566.46, "recoverable_pct": 0.503 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106366", "label": "fraudulent", "label_confidence": 0.82, "severity": "critical", "timestamp": "2026-01-05T10:06:00Z", "trace_id": "c8664805-899d-297a-e91b-e4cec5788c2c" }
{ "account_age_days": 1007, "account_id": "ACCT-5342FF61AFA0", "baseline_risk_score": 0.269, "kyc_tier": "tier_3", "session_entropy": 0.929 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 352, "timestamp": "2026-01-05T06:46:00Z", "transaction_amount_usd": 18.1 }, { "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": 0.437, "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": 4562005.34, "financial_exposure_usd": 8530564.41, "recoverable_pct": 0.511 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107810", "label": "benign", "label_confidence": 0.558, "severity": "low", "timestamp": "2026-01-06T10:10:00Z", "trace_id": "05b98ce6-673a-9be2-eb11-da2f3a00afac" }
{ "account_age_days": 1614, "account_id": "ACCT-4FA771DBEBC5", "baseline_risk_score": 0.13, "kyc_tier": "tier_2", "session_entropy": 0.589 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 297, "timestamp": "2026-01-06T08:05:00Z", "transaction_amount_usd": 5.54 }, { "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": 0.601, "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": 1963.36, "financial_exposure_usd": 3323.86, "recoverable_pct": 0.535 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109895", "label": "benign", "label_confidence": 0.485, "severity": "low", "timestamp": "2026-01-07T20:55:00Z", "trace_id": "af18c9ac-b095-d8c8-7d08-4dc33bc4e379" }
{ "account_age_days": 1442, "account_id": "ACCT-534398FACE7B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.401 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 385, "timestamp": "2026-01-07T12:06:00Z", "transaction_amount_usd": 23.67 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.698, "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": 485.5, "financial_exposure_usd": 905.83, "recoverable_pct": 0.852 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100853", "label": "fraudulent", "label_confidence": 0.85, "severity": "high", "timestamp": "2026-01-01T14:13:00Z", "trace_id": "f381cad2-a266-5da1-0c26-ce69202cc27e" }
{ "account_age_days": 439, "account_id": "ACCT-661EF2CCCB5A", "baseline_risk_score": 0.54, "kyc_tier": "tier_3", "session_entropy": 0.367 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 239, "timestamp": "2026-01-01T14:13:00Z", "transaction_amount_usd": 11665.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.928, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 379618.36, "financial_exposure_usd": 518266.31, "recoverable_pct": 0.085 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102013", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-02T09:33:00Z", "trace_id": "d135232c-ee30-4306-831b-af1fd6da977c" }
{ "account_age_days": 1936, "account_id": "ACCT-3F7FE9AC2581", "baseline_risk_score": 0.526, "kyc_tier": "tier_2", "session_entropy": 0.782 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 703, "timestamp": "2026-01-02T09:33:00Z", "transaction_amount_usd": 74498.45 }, { "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": 0.815, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 494423.11, "financial_exposure_usd": 499015.75, "recoverable_pct": 0.216 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106279", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-05T08:39:00Z", "trace_id": "5123a30c-bd42-248f-2672-1b44f90f3b8d" }
{ "account_age_days": 1742, "account_id": "ACCT-EA4CD1D5F9BD", "baseline_risk_score": 0.201, "kyc_tier": "tier_3", "session_entropy": 0.903 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 768, "timestamp": "2026-01-05T08:39:00Z", "transaction_amount_usd": 2790615.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.61, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3305874.92, "financial_exposure_usd": 5185589.78, "recoverable_pct": 0.723 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104149", "label": "fraudulent", "label_confidence": 0.886, "severity": "medium", "timestamp": "2026-01-03T21:09:00Z", "trace_id": "9756f158-77fa-8212-3b83-e80e4d711e6d" }
{ "account_age_days": 955, "account_id": "ACCT-A907DA5721B7", "baseline_risk_score": 0.214, "kyc_tier": "tier_3", "session_entropy": 0.652 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 826, "timestamp": "2026-01-03T21:09:00Z", "transaction_amount_usd": 2374832.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.428, "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": 2669614.21, "financial_exposure_usd": 3949592.25, "recoverable_pct": 0.67 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105812", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-05T00:52:00Z", "trace_id": "8d94c2f9-5f20-d8a0-82ac-665992e7dd13" }
{ "account_age_days": 71, "account_id": "ACCT-70D82D363907", "baseline_risk_score": 0.112, "kyc_tier": "tier_3", "session_entropy": 0.237 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 471, "timestamp": "2026-01-05T00:52:00Z", "transaction_amount_usd": 749366.65 }, { "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": 0.359, "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": 5240215.42, "financial_exposure_usd": 5927995.37, "recoverable_pct": 0.486 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109358", "label": "benign", "label_confidence": 0.598, "severity": "medium", "timestamp": "2026-01-07T11:58:00Z", "trace_id": "ddbd4ffb-fd64-1dda-102f-f569d02e8406" }
{ "account_age_days": 104, "account_id": "ACCT-F7BAFF3327C9", "baseline_risk_score": 0.159, "kyc_tier": "tier_2", "session_entropy": 0.262 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 210, "timestamp": "2026-01-07T03:49:00Z", "transaction_amount_usd": 13.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.604, "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": 5077.26, "financial_exposure_usd": 5688.61, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105403", "label": "fraudulent", "label_confidence": 0.885, "severity": "medium", "timestamp": "2026-01-04T18:03:00Z", "trace_id": "38c27156-fe69-0ce0-a366-44cfc8e62154" }
{ "account_age_days": 1171, "account_id": "ACCT-6814648340C0", "baseline_risk_score": 0.371, "kyc_tier": "tier_2", "session_entropy": 0.824 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 842, "timestamp": "2026-01-04T18:03:00Z", "transaction_amount_usd": 2172105.42 }, { "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": 0.406, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4054511.59, "financial_exposure_usd": 8172816.89, "recoverable_pct": 0.463 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102399", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-02T15:59:00Z", "trace_id": "3c9f7f57-5a13-d84b-714d-e60e91595a00" }
{ "account_age_days": 1883, "account_id": "ACCT-3F94CC431B09", "baseline_risk_score": 0.595, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 702, "timestamp": "2026-01-02T15:59:00Z", "transaction_amount_usd": 53739.95 }, { "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": 0.682, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 292103.28, "financial_exposure_usd": 725947.92, "recoverable_pct": 0.705 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104897", "label": "fraudulent", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-04T09:37:00Z", "trace_id": "1da009f2-c973-3db5-f237-a4a79d9d39c3" }
{ "account_age_days": 1096, "account_id": "ACCT-0E1A9642C363", "baseline_risk_score": 0.181, "kyc_tier": "tier_1", "session_entropy": 0.592 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 267, "timestamp": "2026-01-03T21:33:00Z", "transaction_amount_usd": 5.5 }, { "asset": "SOL", "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": 0.846, "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": 2899290.7, "financial_exposure_usd": 4963162.72, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103440", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-03T09:20:00Z", "trace_id": "dba2eff2-393f-d88f-5322-e10c549e1666" }
{ "account_age_days": 723, "account_id": "ACCT-6DA10750DD86", "baseline_risk_score": 0.35, "kyc_tier": "tier_1", "session_entropy": 0.781 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 551, "timestamp": "2026-01-03T09:20:00Z", "transaction_amount_usd": 1894014.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.794, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2843357.13, "financial_exposure_usd": 5748924.93, "recoverable_pct": 0.485 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102371", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-02T15:31:00Z", "trace_id": "214ad3da-7c4d-f9c2-08ca-dcb4e356abf8" }
{ "account_age_days": 531, "account_id": "ACCT-7E883C86F7D9", "baseline_risk_score": 0.46, "kyc_tier": "tier_3", "session_entropy": 0.137 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 284, "timestamp": "2026-01-02T03:30:00Z", "transaction_amount_usd": 17.53 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.469, "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": 460937.3, "financial_exposure_usd": 477566.63, "recoverable_pct": 0.64 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104954", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-04T10:34:00Z", "trace_id": "92c44128-bb12-d54a-f731-4eb3516894a8" }
{ "account_age_days": 904, "account_id": "ACCT-9FC9AC7088B4", "baseline_risk_score": 0.276, "kyc_tier": "tier_2", "session_entropy": 0.606 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 494, "timestamp": "2026-01-04T10:34:00Z", "transaction_amount_usd": 672332.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "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": 2428753.46, "financial_exposure_usd": 3321514.55, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108857", "label": "benign", "label_confidence": 0.654, "severity": "low", "timestamp": "2026-01-07T03:37:00Z", "trace_id": "36d9ef35-1eae-07b1-9d3e-2712d600e12e" }
{ "account_age_days": 421, "account_id": "ACCT-D8DF508B2073", "baseline_risk_score": 0.146, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 858, "timestamp": "2026-01-07T03:37:00Z", "transaction_amount_usd": 3673.28 }, { "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": 0.629, "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": 4982.86, "financial_exposure_usd": 7544.19, "recoverable_pct": 0.403 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105973", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-05T03:33:00Z", "trace_id": "8d7e2217-c9fc-63d9-86bd-0730f200aa2c" }
{ "account_age_days": 91, "account_id": "ACCT-8346FD3A5E4D", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.13 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 115, "timestamp": "2026-01-04T22:38:00Z", "transaction_amount_usd": 23.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.822, "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": 1860821.66, "financial_exposure_usd": 3637968.85, "recoverable_pct": 0.965 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106207", "label": "fraudulent", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-05T07:27:00Z", "trace_id": "17407611-4a2f-c783-c1ce-53ac01129712" }
{ "account_age_days": 1538, "account_id": "ACCT-DD356B295434", "baseline_risk_score": 0.446, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 347, "timestamp": "2026-01-05T01:54:00Z", "transaction_amount_usd": 18.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.922, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1898604.27, "financial_exposure_usd": 4608758.94, "recoverable_pct": 0.805 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105592", "label": "fraudulent", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-04T21:12:00Z", "trace_id": "472021b3-640e-d8f5-3ab9-d4fc3723588c" }
{ "account_age_days": 1209, "account_id": "ACCT-377E92A5709A", "baseline_risk_score": 0.205, "kyc_tier": "tier_1", "session_entropy": 0.397 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 439, "timestamp": "2026-01-04T21:12:00Z", "transaction_amount_usd": 430407.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.427, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 559828.04, "financial_exposure_usd": 813747.07, "recoverable_pct": 0.51 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101091", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-01T18:11:00Z", "trace_id": "cd784178-3c90-4eda-f650-b1457c12c7bc" }
{ "account_age_days": 449, "account_id": "ACCT-FFCC7B27228F", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.492 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 787, "timestamp": "2026-01-01T18:11:00Z", "transaction_amount_usd": 97383.97 }, { "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": 0.803, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 885445.71, "financial_exposure_usd": 1096725.4, "recoverable_pct": 0.696 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105409", "label": "fraudulent", "label_confidence": 0.866, "severity": "medium", "timestamp": "2026-01-04T18:09:00Z", "trace_id": "2bf90c6f-24f2-b2d3-ebbc-bc72561d7194" }
{ "account_age_days": 1502, "account_id": "ACCT-687E6BFCF584", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.488 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 173, "timestamp": "2026-01-04T18:09:00Z", "transaction_amount_usd": 2524856.7 }, { "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": 0.868, "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": 2690329.2, "financial_exposure_usd": 6254286.3, "recoverable_pct": 0.469 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107006", "label": "benign", "label_confidence": 0.619, "severity": "low", "timestamp": "2026-01-05T20:46:00Z", "trace_id": "b5b239a6-bd8a-1a11-a390-b637fc84e24b" }
{ "account_age_days": 1879, "account_id": "ACCT-D75A75560B74", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.415 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 104, "timestamp": "2026-01-05T13:07:00Z", "transaction_amount_usd": 22.27 }, { "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": 0.62, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 4059.81, "financial_exposure_usd": 4646.24, "recoverable_pct": 0.967 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107075", "label": "benign", "label_confidence": 0.734, "severity": "critical", "timestamp": "2026-01-05T21:55:00Z", "trace_id": "3434e61b-d02e-97c1-5949-67da9ca12942" }
{ "account_age_days": 596, "account_id": "ACCT-9EAF42EAC852", "baseline_risk_score": 0.14, "kyc_tier": "tier_1", "session_entropy": 0.239 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 754, "timestamp": "2026-01-05T21:55:00Z", "transaction_amount_usd": 12750.1 }, { "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": 0.575, "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": 663.68, "financial_exposure_usd": 1373.18, "recoverable_pct": 0.607 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106972", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-05T20:12:00Z", "trace_id": "c7368045-ac0f-edce-ad18-81f39c0200c8" }
{ "account_age_days": 1160, "account_id": "ACCT-668500B4717B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.389 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1068, "timestamp": "2026-01-05T20:12:00Z", "transaction_amount_usd": 9140.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.717, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1313.82, "financial_exposure_usd": 1423.83, "recoverable_pct": 0.915 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104550", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-04T03:50:00Z", "trace_id": "7cb746db-2283-1fd5-a27c-8a0430edcfe2" }
{ "account_age_days": 1405, "account_id": "ACCT-B5C42D458494", "baseline_risk_score": 0.173, "kyc_tier": "tier_2", "session_entropy": 0.288 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 519, "timestamp": "2026-01-04T03:50:00Z", "transaction_amount_usd": 57484.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.501, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1906005.65, "financial_exposure_usd": 3182577.51, "recoverable_pct": 0.655 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107307", "label": "benign", "label_confidence": 0.5, "severity": "critical", "timestamp": "2026-01-06T01:47:00Z", "trace_id": "71d90507-3fed-e675-c41a-2baf6efd2c25" }
{ "account_age_days": 1081, "account_id": "ACCT-C24C8A359C1A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.664 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 264, "timestamp": "2026-01-05T23:53:00Z", "transaction_amount_usd": 4.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 107.79, "financial_exposure_usd": 118.7, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109269", "label": "benign", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-07T10:29:00Z", "trace_id": "de3df13b-9246-43f2-1930-b0bbaff9fb90" }
{ "account_age_days": 252, "account_id": "ACCT-F273B1390B13", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.111 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 452, "timestamp": "2026-01-07T10:29:00Z", "transaction_amount_usd": 6421.17 }, { "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": 0.633, "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": 4320.14, "financial_exposure_usd": 4452.18, "recoverable_pct": 0.558 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107827", "label": "benign", "label_confidence": 0.585, "severity": "low", "timestamp": "2026-01-06T10:27:00Z", "trace_id": "b85cfb4e-fbeb-0fa7-6938-8e2c713986e5" }
{ "account_age_days": 45, "account_id": "ACCT-668C8E2C11FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 110, "timestamp": "2026-01-06T10:27:00Z", "transaction_amount_usd": 5064.77 }, { "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": 0.67, "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": 1173.67, "financial_exposure_usd": 2286.82, "recoverable_pct": 0.705 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109697", "label": "benign", "label_confidence": 0.577, "severity": "medium", "timestamp": "2026-01-07T17:37:00Z", "trace_id": "44544836-cc25-0f66-72b8-de05178b504f" }
{ "account_age_days": 828, "account_id": "ACCT-A37458336F46", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.574 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 744, "timestamp": "2026-01-07T17:37:00Z", "transaction_amount_usd": 9250.69 }, { "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": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 4232.58, "financial_exposure_usd": 5144.94, "recoverable_pct": 0.75 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108442", "label": "benign", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-06T20:42:00Z", "trace_id": "079d7c07-61a7-2879-866e-8f51fd757475" }
{ "account_age_days": 441, "account_id": "ACCT-8A28063F9D4C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.809 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 664, "timestamp": "2026-01-06T20:42:00Z", "transaction_amount_usd": 2844.49 }, { "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": 0.517, "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": 680.06, "financial_exposure_usd": 1393.14, "recoverable_pct": 0.782 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105258", "label": "fraudulent", "label_confidence": 0.631, "severity": "critical", "timestamp": "2026-01-04T15:38:00Z", "trace_id": "46fb3fe8-3944-7f77-b774-c2a9e5f833b6" }
{ "account_age_days": 582, "account_id": "ACCT-1EF85A90A318", "baseline_risk_score": 0.125, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 673, "timestamp": "2026-01-04T15:38:00Z", "transaction_amount_usd": 702783.04 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.792, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3292535.43, "financial_exposure_usd": 5942448.99, "recoverable_pct": 0.452 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103797", "label": "fraudulent", "label_confidence": 0.614, "severity": "medium", "timestamp": "2026-01-03T15:17:00Z", "trace_id": "578a9ecc-1a14-394d-d9f3-b5d38e678033" }
{ "account_age_days": 1908, "account_id": "ACCT-1B59B6D1E773", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 253, "timestamp": "2026-01-03T06:51:00Z", "transaction_amount_usd": 10.92 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.725, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2206755.51, "financial_exposure_usd": 3267697.71, "recoverable_pct": 0.887 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100244", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-01T04:04:00Z", "trace_id": "4667b057-7387-de41-3d79-f8b612d0ff7d" }
{ "account_age_days": 1152, "account_id": "ACCT-7C3AAA22D8F1", "baseline_risk_score": 0.323, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 682, "timestamp": "2026-01-01T04:04:00Z", "transaction_amount_usd": 9670.98 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.723, "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": 230947.96, "financial_exposure_usd": 402179.86, "recoverable_pct": 0.819 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105662", "label": "fraudulent", "label_confidence": 0.948, "severity": "low", "timestamp": "2026-01-04T22:22:00Z", "trace_id": "b0d5d2f2-2c5e-fb3a-9e21-d66747f4c86c" }
{ "account_age_days": 1468, "account_id": "ACCT-6B9102E736B9", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.69 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 323, "timestamp": "2026-01-04T17:39:00Z", "transaction_amount_usd": 25 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "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": 0.757, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 5223655.04, "financial_exposure_usd": 6756583.66, "recoverable_pct": 0.581 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101795", "label": "fraudulent", "label_confidence": 0.845, "severity": "high", "timestamp": "2026-01-02T05:55:00Z", "trace_id": "e7530425-bb37-0745-bae7-b6351f9b251d" }
{ "account_age_days": 538, "account_id": "ACCT-F41525F741DC", "baseline_risk_score": 0.542, "kyc_tier": "tier_1", "session_entropy": 0.141 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 274, "timestamp": "2026-01-01T23:43:00Z", "transaction_amount_usd": 15.36 }, { "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": 0.479, "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": 516587.34, "financial_exposure_usd": 540715.32, "recoverable_pct": 0.83 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103265", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-03T06:25:00Z", "trace_id": "3d13f8db-ce57-852b-2971-ab7e723beefd" }
{ "account_age_days": 495, "account_id": "ACCT-26E82D04FC3A", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.495 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 193, "timestamp": "2026-01-03T04:10:00Z", "transaction_amount_usd": 8.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.673, "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": 385437.15, "financial_exposure_usd": 960478.34, "recoverable_pct": 0.263 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100050", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-01T00:50:00Z", "trace_id": "1d91fe39-d801-4004-793b-ed1b14f9c394" }
{ "account_age_days": 1687, "account_id": "ACCT-AEE14F87FCFF", "baseline_risk_score": 0.573, "kyc_tier": "tier_3", "session_entropy": 0.47 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1194, "timestamp": "2026-01-01T00:50:00Z", "transaction_amount_usd": 56777.86 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.85, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 614563.38, "financial_exposure_usd": 1038377.45, "recoverable_pct": 0.618 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100824", "label": "fraudulent", "label_confidence": 0.916, "severity": "high", "timestamp": "2026-01-01T13:44:00Z", "trace_id": "6fcb9bf5-40e3-0fab-a395-9d2eebb4b1ec" }
{ "account_age_days": 648, "account_id": "ACCT-715E280A4107", "baseline_risk_score": 0.271, "kyc_tier": "tier_2", "session_entropy": 0.928 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 796, "timestamp": "2026-01-01T13:44:00Z", "transaction_amount_usd": 94108.46 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.618, "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": 395535.5, "financial_exposure_usd": 721833.34, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100076", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-01T01:16:00Z", "trace_id": "4199322e-3ba5-8126-3ff6-9f4195082801" }
{ "account_age_days": 1076, "account_id": "ACCT-9DB1F7F98FA8", "baseline_risk_score": 0.329, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 327, "timestamp": "2025-12-31T19:35:00Z", "transaction_amount_usd": 18.36 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.393, "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": 427092.24, "financial_exposure_usd": 718953.64, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106401", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-05T10:41:00Z", "trace_id": "140b7274-5782-0e53-0200-42d2f8aa4899" }
{ "account_age_days": 1672, "account_id": "ACCT-D7EB268BE8BD", "baseline_risk_score": 0.167, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1088, "timestamp": "2026-01-05T10:41:00Z", "transaction_amount_usd": 138771.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.696, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2497432.96, "financial_exposure_usd": 4180345.29, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106761", "label": "benign", "label_confidence": 0.501, "severity": "low", "timestamp": "2026-01-05T16:41:00Z", "trace_id": "95bacc07-1feb-61e3-1f56-6664117582d3" }
{ "account_age_days": 441, "account_id": "ACCT-0642F9A81D03", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 936, "timestamp": "2026-01-05T16:41:00Z", "transaction_amount_usd": 9385.14 }, { "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": 0.546, "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": 4161.83, "financial_exposure_usd": 4449.77, "recoverable_pct": 0.809 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101470", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-02T00:30:00Z", "trace_id": "3b302916-3ded-83f9-0cae-3b0d47ed5cbd" }
{ "account_age_days": 840, "account_id": "ACCT-1470E9A8BF25", "baseline_risk_score": 0.518, "kyc_tier": "tier_1", "session_entropy": 0.401 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 995, "timestamp": "2026-01-02T00:30:00Z", "transaction_amount_usd": 71280.33 }, { "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": 0.91, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 876413, "financial_exposure_usd": 1301603.29, "recoverable_pct": 0.775 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106486", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-05T12:06:00Z", "trace_id": "0be7290f-7bad-afa5-3a2c-98b318b60ab6" }
{ "account_age_days": 1308, "account_id": "ACCT-33F8D4AE511E", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.404 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1158, "timestamp": "2026-01-05T12:06:00Z", "transaction_amount_usd": 775810.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3956954.01, "financial_exposure_usd": 4121478.72, "recoverable_pct": 0.508 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104498", "label": "fraudulent", "label_confidence": 0.867, "severity": "low", "timestamp": "2026-01-04T02:58:00Z", "trace_id": "96434caf-4d41-e822-96a1-b21086eb5fcf" }
{ "account_age_days": 1563, "account_id": "ACCT-58106B12D834", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.571 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 214, "timestamp": "2026-01-04T02:58:00Z", "transaction_amount_usd": 2247478.68 }, { "asset": "USD", "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": 0.777, "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": 1182129.83, "financial_exposure_usd": 1511136.26, "recoverable_pct": 0.835 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103750", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-03T14:30:00Z", "trace_id": "562005df-9bf7-6917-ba34-ee5f76769ea4" }
{ "account_age_days": 451, "account_id": "ACCT-2AF89A8442F2", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.652 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 119, "timestamp": "2026-01-03T03:44:00Z", "transaction_amount_usd": 24.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.612, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 8024990.83, "financial_exposure_usd": 8660934.12, "recoverable_pct": 0.573 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101590", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-02T02:30:00Z", "trace_id": "124d456f-0e85-d962-c6ef-1b22e011df11" }
{ "account_age_days": 264, "account_id": "ACCT-061DE7C08CEA", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.215 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 778, "timestamp": "2026-01-02T02:30:00Z", "transaction_amount_usd": 94234.81 }, { "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": 0.656, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 669457.71, "financial_exposure_usd": 1368539.85, "recoverable_pct": 0.136 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109626", "label": "benign", "label_confidence": 0.737, "severity": "low", "timestamp": "2026-01-07T16:26:00Z", "trace_id": "0f77a340-f9a4-b5ac-468f-67c9f230c541" }
{ "account_age_days": 1535, "account_id": "ACCT-9D20B8DB8C55", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.34 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 601, "timestamp": "2026-01-07T16:26:00Z", "transaction_amount_usd": 4269.37 }, { "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": 0.577, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1019.56, "financial_exposure_usd": 2263.3, "recoverable_pct": 0.409 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109123", "label": "benign", "label_confidence": 0.588, "severity": "low", "timestamp": "2026-01-07T08:03:00Z", "trace_id": "b9b0bcb6-ca45-0928-31ab-dfe34ef4ca31" }
{ "account_age_days": 700, "account_id": "ACCT-1B865EE6D249", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.928 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 318, "timestamp": "2026-01-07T02:21:00Z", "transaction_amount_usd": 0.59 }, { "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": 0.612, "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": 1669.4, "financial_exposure_usd": 2648.88, "recoverable_pct": 0.463 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103268", "label": "fraudulent", "label_confidence": 0.961, "severity": "high", "timestamp": "2026-01-03T06:28:00Z", "trace_id": "7540495e-686c-33b3-e247-114bbf966408" }
{ "account_age_days": 1938, "account_id": "ACCT-0C2D56A57400", "baseline_risk_score": 0.463, "kyc_tier": "tier_1", "session_entropy": 0.94 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 955, "timestamp": "2026-01-03T06:28:00Z", "transaction_amount_usd": 111576.3 }, { "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": 0.687, "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": 720144.66, "financial_exposure_usd": 1496862.19, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100561", "label": "fraudulent", "label_confidence": 0.954, "severity": "medium", "timestamp": "2026-01-01T09:21:00Z", "trace_id": "7a619123-551b-6e87-9150-23bafddb3f2b" }
{ "account_age_days": 159, "account_id": "ACCT-BD7A7C645304", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.267 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 400, "timestamp": "2025-12-31T21:55:00Z", "transaction_amount_usd": 17.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.405, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 381934.81, "financial_exposure_usd": 594264.99, "recoverable_pct": 0.255 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105481", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-04T19:21:00Z", "trace_id": "b4da9ebf-0ec0-1480-48cd-a25f5f93b705" }
{ "account_age_days": 1084, "account_id": "ACCT-6F9BD576DFD5", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.625 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 265, "timestamp": "2026-01-04T19:21:00Z", "transaction_amount_usd": 1017088.42 }, { "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": 0.415, "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": 2630760.52, "financial_exposure_usd": 5609387.26, "recoverable_pct": 0.654 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108769", "label": "benign", "label_confidence": 0.552, "severity": "medium", "timestamp": "2026-01-07T02:09:00Z", "trace_id": "b3713f44-a8ed-f082-34e3-f701cc8ed071" }
{ "account_age_days": 1873, "account_id": "ACCT-7AE0A2D7142E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.8 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 933, "timestamp": "2026-01-07T02:09:00Z", "transaction_amount_usd": 6188.05 }, { "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": 0.787, "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": 2299.44, "financial_exposure_usd": 2301.51, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109538", "label": "benign", "label_confidence": 0.451, "severity": "low", "timestamp": "2026-01-07T14:58:00Z", "trace_id": "51a4d0d9-134e-68b2-49b3-02c3cad2ddb5" }
{ "account_age_days": 138, "account_id": "ACCT-EFD883B18CB3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.509 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 875, "timestamp": "2026-01-07T14:58:00Z", "transaction_amount_usd": 6825.14 }, { "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": "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": 5975.16, "financial_exposure_usd": 7063.94, "recoverable_pct": 0.826 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109429", "label": "benign", "label_confidence": 0.482, "severity": "medium", "timestamp": "2026-01-07T13:09:00Z", "trace_id": "3d3c8076-9a9a-c899-156e-25d64c786237" }
{ "account_age_days": 1338, "account_id": "ACCT-C21409F42B26", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 987, "timestamp": "2026-01-07T13:09:00Z", "transaction_amount_usd": 11972.19 }, { "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": 0.556, "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": 1460.01, "financial_exposure_usd": 2533.21, "recoverable_pct": 0.537 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103414", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-03T08:54:00Z", "trace_id": "8a473049-6a5a-67c8-249c-e90c8b4115c7" }
{ "account_age_days": 1256, "account_id": "ACCT-105D3ABE9BDC", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.122 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 944, "timestamp": "2026-01-03T08:54:00Z", "transaction_amount_usd": 1161460.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.817, "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": 4397740.83, "financial_exposure_usd": 7721354.32, "recoverable_pct": 0.437 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105629", "label": "fraudulent", "label_confidence": 0.82, "severity": "critical", "timestamp": "2026-01-04T21:49:00Z", "trace_id": "f2880549-90cf-4064-0190-c7c5e49b71e2" }
{ "account_age_days": 1371, "account_id": "ACCT-2C04CEC568B7", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.181 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1197, "timestamp": "2026-01-04T21:49:00Z", "transaction_amount_usd": 2020869.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.398, "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": 4193948.38, "financial_exposure_usd": 4452238.8, "recoverable_pct": 0.939 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104886", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-04T09:26:00Z", "trace_id": "a788fb46-92f5-0b3c-61fa-ac0a50eba959" }
{ "account_age_days": 1498, "account_id": "ACCT-A050E9AF9876", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.548 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 678, "timestamp": "2026-01-04T09:26:00Z", "transaction_amount_usd": 2730842.39 }, { "asset": "USD", "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": 0.496, "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": 1993156.14, "financial_exposure_usd": 3069424.04, "recoverable_pct": 0.771 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109864", "label": "benign", "label_confidence": 0.478, "severity": "medium", "timestamp": "2026-01-07T20:24:00Z", "trace_id": "5cab3cba-373c-ea9f-fa26-9fd5cdc046d3" }
{ "account_age_days": 1190, "account_id": "ACCT-AD14C5C17C69", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.42 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 472, "timestamp": "2026-01-07T20:24:00Z", "transaction_amount_usd": 13849 }, { "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": 0.623, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 963.73, "financial_exposure_usd": 1069.53, "recoverable_pct": 0.664 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103760", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-03T14:40:00Z", "trace_id": "38081987-61eb-8bf0-6a0a-2626c7a5e1db" }
{ "account_age_days": 450, "account_id": "ACCT-713C244C8656", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.663 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 95, "timestamp": "2026-01-03T02:33:00Z", "transaction_amount_usd": 16.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.649, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4110606.55, "financial_exposure_usd": 4631297.77, "recoverable_pct": 0.707 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105509", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-04T19:49:00Z", "trace_id": "363eb35d-cf15-c0ab-fa85-ca8551f06f5a" }
{ "account_age_days": 1579, "account_id": "ACCT-6727F4F50207", "baseline_risk_score": 0.246, "kyc_tier": "tier_3", "session_entropy": 0.166 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 229, "timestamp": "2026-01-04T19:49:00Z", "transaction_amount_usd": 2000420.77 }, { "asset": "USD", "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": 0.869, "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": 2450338.53, "financial_exposure_usd": 5145088.34, "recoverable_pct": 0.462 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106907", "label": "benign", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-05T19:07:00Z", "trace_id": "126adc37-b737-2077-6012-4d6a983dfcf8" }
{ "account_age_days": 9, "account_id": "ACCT-4DFDC3A3F2BB", "baseline_risk_score": 0.184, "kyc_tier": "tier_1", "session_entropy": 0.479 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 410, "timestamp": "2026-01-05T19:07:00Z", "transaction_amount_usd": 13270.83 }, { "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": 0.697, "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": 1757.06, "financial_exposure_usd": 4004.06, "recoverable_pct": 0.868 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104141", "label": "fraudulent", "label_confidence": 0.909, "severity": "critical", "timestamp": "2026-01-03T21:01:00Z", "trace_id": "ecfd7b48-56e7-d400-0e76-9cfb0a9a9581" }
{ "account_age_days": 572, "account_id": "ACCT-07C94E0AC518", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.138 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 453, "timestamp": "2026-01-03T21:01:00Z", "transaction_amount_usd": 388677.01 }, { "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": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2188848.83, "financial_exposure_usd": 3821503.07, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105968", "label": "fraudulent", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-05T03:28:00Z", "trace_id": "43df4cf6-a634-46b6-d780-b9f5cb9d771d" }
{ "account_age_days": 1630, "account_id": "ACCT-DD0DABC18206", "baseline_risk_score": 0.401, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 180, "timestamp": "2026-01-05T01:06:00Z", "transaction_amount_usd": 14.45 }, { "asset": "BTC", "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": 0.572, "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": 1580535.65, "financial_exposure_usd": 3405142.12, "recoverable_pct": 0.55 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109715", "label": "benign", "label_confidence": 0.505, "severity": "low", "timestamp": "2026-01-07T17:55:00Z", "trace_id": "058fd0f8-fbd7-992a-239b-7fb418be173e" }
{ "account_age_days": 300, "account_id": "ACCT-8FBDC48C2A8D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 170, "timestamp": "2026-01-07T09:48:00Z", "transaction_amount_usd": 9.85 }, { "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": 0.711, "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": 2424.92, "financial_exposure_usd": 4493.55, "recoverable_pct": 0.467 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106182", "label": "fraudulent", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-05T07:02:00Z", "trace_id": "9f47a3c6-ba49-3d22-9d89-b0966a98dcbe" }
{ "account_age_days": 1000, "account_id": "ACCT-5A28ED2C3F97", "baseline_risk_score": 0.056, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 97, "timestamp": "2026-01-05T07:02:00Z", "transaction_amount_usd": 1266626.22 }, { "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": 0.847, "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": 1779305.05, "financial_exposure_usd": 3288556.08, "recoverable_pct": 0.492 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106767", "label": "benign", "label_confidence": 0.493, "severity": "critical", "timestamp": "2026-01-05T16:47:00Z", "trace_id": "141f9c85-69a0-7e83-4a13-3485c927f493" }
{ "account_age_days": 1457, "account_id": "ACCT-B16447129BBD", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.841 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1107, "timestamp": "2026-01-05T16:47:00Z", "transaction_amount_usd": 6200.78 }, { "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": 0.557, "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": 924.78, "financial_exposure_usd": 1465.5, "recoverable_pct": 0.904 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106304", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-05T09:04:00Z", "trace_id": "8c8214f6-9b99-70ce-3ea4-3a9e4d6ff60d" }
{ "account_age_days": 1715, "account_id": "ACCT-6C6A30225D5C", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.141 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1186, "timestamp": "2026-01-05T09:04:00Z", "transaction_amount_usd": 62572.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.892, "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": 4287436.73, "financial_exposure_usd": 4467107.85, "recoverable_pct": 0.659 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105929", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-05T02:49:00Z", "trace_id": "50a38e1e-f666-a6af-d4ff-3b24201c557d" }
{ "account_age_days": 125, "account_id": "ACCT-63FB9DB4F69C", "baseline_risk_score": 0.43, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 290, "timestamp": "2026-01-05T02:49:00Z", "transaction_amount_usd": 1297022.6 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.732, "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": 4036782.84, "financial_exposure_usd": 6255580.84, "recoverable_pct": 0.721 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108659", "label": "benign", "label_confidence": 0.582, "severity": "medium", "timestamp": "2026-01-07T00:19:00Z", "trace_id": "a4ea273c-02e4-f6ca-9946-724ca594f1bd" }
{ "account_age_days": 1057, "account_id": "ACCT-9264AC98123E", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.158 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 695, "timestamp": "2026-01-07T00:19:00Z", "transaction_amount_usd": 13716.03 }, { "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": 0.532, "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": 1256.8, "financial_exposure_usd": 1780.6, "recoverable_pct": 0.807 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101650", "label": "fraudulent", "label_confidence": 0.894, "severity": "low", "timestamp": "2026-01-02T03:30:00Z", "trace_id": "03705b6f-6bad-f6a7-f7c8-534c48e2f31c" }
{ "account_age_days": 1025, "account_id": "ACCT-0EC082A2BA18", "baseline_risk_score": 0.399, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 528, "timestamp": "2026-01-02T03:30:00Z", "transaction_amount_usd": 34149.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.545, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 701492.28, "financial_exposure_usd": 764715.24, "recoverable_pct": 0.136 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102834", "label": "fraudulent", "label_confidence": 0.957, "severity": "low", "timestamp": "2026-01-02T23:14:00Z", "trace_id": "f7f35de7-9a5a-2c34-aa7d-3f940c977029" }
{ "account_age_days": 134, "account_id": "ACCT-CCA0718AB7D1", "baseline_risk_score": 0.625, "kyc_tier": "tier_1", "session_entropy": 0.237 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 226, "timestamp": "2026-01-02T12:22:00Z", "transaction_amount_usd": 17.34 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.657, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 632039.06, "financial_exposure_usd": 788691.65, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106546", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-05T13:06:00Z", "trace_id": "a66f1996-ccd2-669c-d49d-7bf8eee9ce50" }
{ "account_age_days": 1968, "account_id": "ACCT-478E89C2F51D", "baseline_risk_score": 0.106, "kyc_tier": "tier_2", "session_entropy": 0.925 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 512, "timestamp": "2026-01-05T13:06:00Z", "transaction_amount_usd": 1131189.02 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.566, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4284141.27, "financial_exposure_usd": 7185060.92, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106600", "label": "fraudulent", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-05T14:00:00Z", "trace_id": "a3cea7e2-bb07-7462-7fc9-6700e4af6b9e" }
{ "account_age_days": 485, "account_id": "ACCT-11E71ED29AE9", "baseline_risk_score": 0.385, "kyc_tier": "tier_3", "session_entropy": 0.768 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1010, "timestamp": "2026-01-05T14:00:00Z", "transaction_amount_usd": 174276.28 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.943, "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": 1473068.72, "financial_exposure_usd": 2945039.6, "recoverable_pct": 0.915 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101291", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-01T21:31:00Z", "trace_id": "7eaffab8-121b-64d0-d985-3d7fdf40fd53" }
{ "account_age_days": 453, "account_id": "ACCT-697115F1970E", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.53 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 254, "timestamp": "2026-01-01T21:31:00Z", "transaction_amount_usd": 28924.91 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.441, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 347005.66, "financial_exposure_usd": 791616.27, "recoverable_pct": 0.401 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101019", "label": "fraudulent", "label_confidence": 0.95, "severity": "high", "timestamp": "2026-01-01T16:59:00Z", "trace_id": "e90f97c0-71df-3f59-60d0-f2019d899652" }
{ "account_age_days": 474, "account_id": "ACCT-A483C971BEDD", "baseline_risk_score": 0.502, "kyc_tier": "tier_1", "session_entropy": 0.452 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 271, "timestamp": "2026-01-01T16:59:00Z", "transaction_amount_usd": 4673.18 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.36, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 98012.26, "financial_exposure_usd": 110872.87, "recoverable_pct": 0.462 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107155", "label": "benign", "label_confidence": 0.513, "severity": "medium", "timestamp": "2026-01-05T23:15:00Z", "trace_id": "2a2e9de0-fb39-ad53-d0af-ee1a1a0e40c1" }
{ "account_age_days": 282, "account_id": "ACCT-575ACC6F8A77", "baseline_risk_score": 0.199, "kyc_tier": "tier_2", "session_entropy": 0.244 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 189, "timestamp": "2026-01-05T15:14:00Z", "transaction_amount_usd": 20.64 }, { "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": 0.652, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 559.88, "financial_exposure_usd": 1384.91, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104473", "label": "fraudulent", "label_confidence": 0.608, "severity": "critical", "timestamp": "2026-01-04T02:33:00Z", "trace_id": "4cfb6a1c-cb03-a70c-f7f8-3ad8494211ef" }
{ "account_age_days": 880, "account_id": "ACCT-A2414B205B41", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.378 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 156, "timestamp": "2026-01-04T01:30:00Z", "transaction_amount_usd": 15.16 }, { "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": 0.696, "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": 860246.09, "financial_exposure_usd": 1118828.78, "recoverable_pct": 0.666 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107790", "label": "benign", "label_confidence": 0.55, "severity": "medium", "timestamp": "2026-01-06T09:50:00Z", "trace_id": "030a03db-01b7-c016-856f-88e8fa5fba77" }
{ "account_age_days": 1357, "account_id": "ACCT-B46CA0EDCF53", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.633 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 206, "timestamp": "2026-01-06T02:47:00Z", "transaction_amount_usd": 19.91 }, { "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": 0.735, "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": 1096.57, "financial_exposure_usd": 1231.57, "recoverable_pct": 0.453 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107701", "label": "benign", "label_confidence": 0.726, "severity": "critical", "timestamp": "2026-01-06T08:21:00Z", "trace_id": "3e535b05-f8bf-8eb6-3815-c290143a37ec" }
{ "account_age_days": 1021, "account_id": "ACCT-1522826B8A23", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.563 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 870, "timestamp": "2026-01-06T08:21:00Z", "transaction_amount_usd": 8221.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.544, "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": 785.25, "financial_exposure_usd": 1115.39, "recoverable_pct": 0.612 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101904", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-02T07:44:00Z", "trace_id": "3d2edb32-00fa-d162-8307-b05fa99af659" }
{ "account_age_days": 1553, "account_id": "ACCT-938F38174033", "baseline_risk_score": 0.441, "kyc_tier": "tier_1", "session_entropy": 0.369 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1127, "timestamp": "2026-01-02T07:44:00Z", "transaction_amount_usd": 49486.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.827, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1258398.71, "financial_exposure_usd": 1495173.06, "recoverable_pct": 0.598 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109370", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-07T12:10:00Z", "trace_id": "0ab1d90e-eac8-8074-4e11-5506e42551f9" }
{ "account_age_days": 1996, "account_id": "ACCT-C2F3CD9D79D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.469 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 207, "timestamp": "2026-01-07T07:15:00Z", "transaction_amount_usd": 7.24 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.774, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1627.05, "financial_exposure_usd": 1642.81, "recoverable_pct": 0.989 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107839", "label": "benign", "label_confidence": 0.469, "severity": "low", "timestamp": "2026-01-06T10:39:00Z", "trace_id": "331cd6d2-a6b8-d513-f589-c88b01f9ffc6" }
{ "account_age_days": 1955, "account_id": "ACCT-20EA3AD564B0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 318, "timestamp": "2026-01-06T02:02:00Z", "transaction_amount_usd": 0.8 }, { "asset": "USDC", "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": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1371.77, "financial_exposure_usd": 2991.67, "recoverable_pct": 0.936 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101917", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-02T07:57:00Z", "trace_id": "95635189-b079-1844-50a7-c10db8444aa7" }
{ "account_age_days": 1741, "account_id": "ACCT-BBC60DCC6862", "baseline_risk_score": 0.489, "kyc_tier": "tier_3", "session_entropy": 0.642 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 194, "timestamp": "2026-01-02T07:57:00Z", "transaction_amount_usd": 114814.09 }, { "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": 0.376, "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": 315235.46, "financial_exposure_usd": 468487.22, "recoverable_pct": 0.005 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108293", "label": "benign", "label_confidence": 0.454, "severity": "medium", "timestamp": "2026-01-06T18:13:00Z", "trace_id": "6d4701cd-3f7b-f720-86e9-43b0dae9759d" }
{ "account_age_days": 1200, "account_id": "ACCT-AFC519FD5870", "baseline_risk_score": 0.07, "kyc_tier": "tier_1", "session_entropy": 0.828 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 855, "timestamp": "2026-01-06T18:13:00Z", "transaction_amount_usd": 12437.08 }, { "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": 0.57, "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 prior...
{ "customer_funds_at_risk_usd": 1102.32, "financial_exposure_usd": 2041.73, "recoverable_pct": 0.636 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103201", "label": "fraudulent", "label_confidence": 0.783, "severity": "critical", "timestamp": "2026-01-03T05:21:00Z", "trace_id": "53b734dc-398b-ecb6-1d9e-902d9b50b0e0" }
{ "account_age_days": 515, "account_id": "ACCT-8C8BB596D453", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.641 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 204, "timestamp": "2026-01-02T20:54:00Z", "transaction_amount_usd": 4.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.917, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 763888.61, "financial_exposure_usd": 980815.74, "recoverable_pct": 0.739 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101456", "label": "fraudulent", "label_confidence": 0.973, "severity": "medium", "timestamp": "2026-01-02T00:16:00Z", "trace_id": "19fd39d7-a85b-cca0-e7fb-efb5b094d987" }
{ "account_age_days": 896, "account_id": "ACCT-3FE85002814E", "baseline_risk_score": 0.629, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 871, "timestamp": "2026-01-02T00:16:00Z", "transaction_amount_usd": 56162.16 }, { "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": 0.9, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING ...
{ "customer_funds_at_risk_usd": 474856.56, "financial_exposure_usd": 569453.18, "recoverable_pct": 0.143 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100078", "label": "fraudulent", "label_confidence": 0.968, "severity": "medium", "timestamp": "2026-01-01T01:18:00Z", "trace_id": "0a2d36a6-0580-4493-b664-6199ed25459e" }
{ "account_age_days": 1492, "account_id": "ACCT-D6EAF269514E", "baseline_risk_score": 0.473, "kyc_tier": "tier_1", "session_entropy": 0.848 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 790, "timestamp": "2026-01-01T01:18:00Z", "transaction_amount_usd": 36938.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.878, "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": 1152565.02, "financial_exposure_usd": 1180039.03, "recoverable_pct": 0.258 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101772", "label": "fraudulent", "label_confidence": 0.824, "severity": "medium", "timestamp": "2026-01-02T05:32:00Z", "trace_id": "9a8c75fc-ec6a-ffe3-bee0-acb8925c4111" }
{ "account_age_days": 684, "account_id": "ACCT-FE97C55A8E08", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.16 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 381, "timestamp": "2026-01-02T05:32:00Z", "transaction_amount_usd": 114970.86 }, { "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": 0.597, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 127565.52, "financial_exposure_usd": 197714.99, "recoverable_pct": 0.824 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100173", "label": "fraudulent", "label_confidence": 0.879, "severity": "low", "timestamp": "2026-01-01T02:53:00Z", "trace_id": "b7c315a2-dc16-cbae-6541-35f889238eb6" }
{ "account_age_days": 503, "account_id": "ACCT-B3EFE892E85C", "baseline_risk_score": 0.637, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 86, "timestamp": "2025-12-31T22:12:00Z", "transaction_amount_usd": 5.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.946, "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": 547007.66, "financial_exposure_usd": 563417.52, "recoverable_pct": 0.648 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }