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-107423", "label": "benign", "label_confidence": 0.458, "severity": "critical", "timestamp": "2026-01-06T03:43:00Z", "trace_id": "59947146-bc17-5b78-596e-b4eb20d2abe2" }
{ "account_age_days": 888, "account_id": "ACCT-0BFC4C82BEC2", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.525 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 153, "timestamp": "2026-01-06T03:43:00Z", "transaction_amount_usd": 3941.22 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.532, "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": 4162.98, "financial_exposure_usd": 5766.23, "recoverable_pct": 0.715 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101960", "label": "fraudulent", "label_confidence": 0.908, "severity": "medium", "timestamp": "2026-01-02T08:40:00Z", "trace_id": "b1c76e22-58bf-3df2-c021-6984d28e787f" }
{ "account_age_days": 1948, "account_id": "ACCT-2F28567AE730", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.786 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 228, "timestamp": "2026-01-01T22:53:00Z", "transaction_amount_usd": 22.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.812, "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": 341361.41, "financial_exposure_usd": 381401.13, "recoverable_pct": 0.013 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104216", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-03T22:16:00Z", "trace_id": "fa09d14a-ac1a-8802-6163-53d722c82286" }
{ "account_age_days": 126, "account_id": "ACCT-DD2B094EC381", "baseline_risk_score": 0.08, "kyc_tier": "tier_2", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1155, "timestamp": "2026-01-03T22:16:00Z", "transaction_amount_usd": 1026112 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.778, "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": 1382440.23, "financial_exposure_usd": 3386493.19, "recoverable_pct": 0.757 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104425", "label": "fraudulent", "label_confidence": 0.626, "severity": "medium", "timestamp": "2026-01-04T01:45:00Z", "trace_id": "603ccc26-0630-06fc-a134-6b5969e1e824" }
{ "account_age_days": 1123, "account_id": "ACCT-E8254F3E740B", "baseline_risk_score": 0.428, "kyc_tier": "tier_3", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 946, "timestamp": "2026-01-04T01:45:00Z", "transaction_amount_usd": 1645950.82 }, { "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": 0.357, "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": 1496925.99, "financial_exposure_usd": 2375633.26, "recoverable_pct": 0.861 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109220", "label": "benign", "label_confidence": 0.543, "severity": "low", "timestamp": "2026-01-07T09:40:00Z", "trace_id": "6df0c092-2a4b-3068-a6b3-7948fea55829" }
{ "account_age_days": 886, "account_id": "ACCT-396CFECD3182", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 788, "timestamp": "2026-01-07T09:40:00Z", "transaction_amount_usd": 12813.33 }, { "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": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2460.76, "financial_exposure_usd": 2796.24, "recoverable_pct": 0.854 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109254", "label": "benign", "label_confidence": 0.677, "severity": "low", "timestamp": "2026-01-07T10:14:00Z", "trace_id": "db9cc7f4-bab9-e43e-7e3e-2a0fcc5d3994" }
{ "account_age_days": 850, "account_id": "ACCT-34420801532A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.889 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 185, "timestamp": "2026-01-07T10:14:00Z", "transaction_amount_usd": 7264.17 }, { "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": 0.625, "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": 2489.78, "financial_exposure_usd": 3087.64, "recoverable_pct": 0.867 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109755", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-07T18:35:00Z", "trace_id": "69c01957-d78a-8cb7-7c90-c529d51ef5c5" }
{ "account_age_days": 1006, "account_id": "ACCT-15A6FAFB1B70", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.747 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 109, "timestamp": "2026-01-07T13:20:00Z", "transaction_amount_usd": 21.1 }, { "asset": "USDT", "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": 0.496, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1354.17, "financial_exposure_usd": 1940.61, "recoverable_pct": 0.478 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108771", "label": "benign", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-07T02:11:00Z", "trace_id": "a0a23060-01db-b9ee-e38a-db87a319a95c" }
{ "account_age_days": 1268, "account_id": "ACCT-378D197BB44D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.401 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 129, "timestamp": "2026-01-07T02:11:00Z", "transaction_amount_usd": 927.9 }, { "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": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2651.63, "financial_exposure_usd": 2848.88, "recoverable_pct": 0.855 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104559", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-04T03:59:00Z", "trace_id": "fe2114d1-2734-502b-59bf-4f6165b646d3" }
{ "account_age_days": 868, "account_id": "ACCT-70D26AC7B689", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.578 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 135, "timestamp": "2026-01-04T02:16:00Z", "transaction_amount_usd": 20.96 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.84, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 9059834.26, "financial_exposure_usd": 9201839.4, "recoverable_pct": 0.898 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109655", "label": "benign", "label_confidence": 0.51, "severity": "medium", "timestamp": "2026-01-07T16:55:00Z", "trace_id": "6f1f7084-cc10-870b-6f73-ebdf2385072e" }
{ "account_age_days": 980, "account_id": "ACCT-408C90E7A344", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 381, "timestamp": "2026-01-07T16:55:00Z", "transaction_amount_usd": 1538.4 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.629, "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": 1440.16, "financial_exposure_usd": 2182.05, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107125", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-05T22:45:00Z", "trace_id": "89749ff5-e292-6d9f-bb31-a4575ecda61b" }
{ "account_age_days": 867, "account_id": "ACCT-182758B6E138", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.894 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 360, "timestamp": "2026-01-05T22:45:00Z", "transaction_amount_usd": 12229.36 }, { "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": 0.625, "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": 4724.87, "financial_exposure_usd": 5371.06, "recoverable_pct": 0.508 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105768", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-05T00:08:00Z", "trace_id": "5b645634-84a3-fb92-ea13-507b101f3de8" }
{ "account_age_days": 1658, "account_id": "ACCT-A60107B594A0", "baseline_risk_score": 0.415, "kyc_tier": "tier_1", "session_entropy": 0.56 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 148, "timestamp": "2026-01-05T00:08:00Z", "transaction_amount_usd": 1344594.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.456, "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": 4200473.64, "financial_exposure_usd": 5105398.52, "recoverable_pct": 0.843 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100949", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-01T15:49:00Z", "trace_id": "ffcfc73c-5e67-8c4d-84b8-c17f6586fee0" }
{ "account_age_days": 963, "account_id": "ACCT-606C186C17A4", "baseline_risk_score": 0.615, "kyc_tier": "tier_1", "session_entropy": 0.577 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 293, "timestamp": "2026-01-01T05:29:00Z", "transaction_amount_usd": 17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.444, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 278938.63, "financial_exposure_usd": 539583.89, "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-107157", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-05T23:17:00Z", "trace_id": "5351933b-e68f-1d6a-6bf8-86d81baa5a9c" }
{ "account_age_days": 1407, "account_id": "ACCT-E29859070BF2", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.705 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 269, "timestamp": "2026-01-05T23:17:00Z", "transaction_amount_usd": 4389.52 }, { "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": 0.79, "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_t...
{ "customer_funds_at_risk_usd": 3851.32, "financial_exposure_usd": 4848.32, "recoverable_pct": 0.94 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100980", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-01T16:20:00Z", "trace_id": "193d787d-fa1b-241f-462d-c7ce61d19b52" }
{ "account_age_days": 1109, "account_id": "ACCT-DB213812DCDE", "baseline_risk_score": 0.369, "kyc_tier": "tier_1", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 668, "timestamp": "2026-01-01T16:20:00Z", "transaction_amount_usd": 116214.65 }, { "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": 0.909, "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": 681487.64, "financial_exposure_usd": 871955.5, "recoverable_pct": 0.715 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103297", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-03T06:57:00Z", "trace_id": "dad226b4-3fd4-892d-ddd7-c4cda6c7e11a" }
{ "account_age_days": 721, "account_id": "ACCT-A66622CFBDAD", "baseline_risk_score": 0.26, "kyc_tier": "tier_2", "session_entropy": 0.5 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 287, "timestamp": "2026-01-03T06:57:00Z", "transaction_amount_usd": 111962.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.592, "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": 248195.24, "financial_exposure_usd": 576046.96, "recoverable_pct": 0.283 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103967", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-03T18:07:00Z", "trace_id": "87bbc205-f0c4-868a-33fa-068c7faef16b" }
{ "account_age_days": 1509, "account_id": "ACCT-759C64FAE06F", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.776 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 629, "timestamp": "2026-01-03T18:07:00Z", "transaction_amount_usd": 1488920.03 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.603, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2610676.79, "financial_exposure_usd": 2995534.9, "recoverable_pct": 0.805 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106935", "label": "benign", "label_confidence": 0.495, "severity": "high", "timestamp": "2026-01-05T19:35:00Z", "trace_id": "d73fe436-5b74-b318-7b35-250f9a29c263" }
{ "account_age_days": 1803, "account_id": "ACCT-660F1B814B23", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.225 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 535, "timestamp": "2026-01-05T19:35:00Z", "transaction_amount_usd": 7341.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.742, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3320.41, "financial_exposure_usd": 4815.71, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109485", "label": "benign", "label_confidence": 0.631, "severity": "medium", "timestamp": "2026-01-07T14:05:00Z", "trace_id": "9a7bcf19-f647-44b5-7320-05d657d9fdd6" }
{ "account_age_days": 341, "account_id": "ACCT-049462A6C009", "baseline_risk_score": 0.13, "kyc_tier": "tier_1", "session_entropy": 0.371 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1038, "timestamp": "2026-01-07T14:05:00Z", "transaction_amount_usd": 13888.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.521, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 3499.83, "financial_exposure_usd": 7202.14, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108188", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-06T16:28:00Z", "trace_id": "c50eec66-4844-6cee-6ee8-ec4f03541456" }
{ "account_age_days": 674, "account_id": "ACCT-F0C3EA5C7467", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.56 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 564, "timestamp": "2026-01-06T16:28:00Z", "transaction_amount_usd": 2333.03 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.692, "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": 1319.88, "financial_exposure_usd": 2346.11, "recoverable_pct": 0.875 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104006", "label": "fraudulent", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-03T18:46:00Z", "trace_id": "928b8d65-914d-5190-34d4-5f686c450b2f" }
{ "account_age_days": 1151, "account_id": "ACCT-5480FBBAA2B8", "baseline_risk_score": 0.11, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 417, "timestamp": "2026-01-03T18:46:00Z", "transaction_amount_usd": 2867629.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.878, "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": 3572610.19, "financial_exposure_usd": 4591235.45, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100840", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-01T14:00:00Z", "trace_id": "eae56f61-2510-6cd4-3457-23f2e77bf4cf" }
{ "account_age_days": 748, "account_id": "ACCT-9F6278FEA7D8", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.244 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 299, "timestamp": "2026-01-01T05:23:00Z", "transaction_amount_usd": 14.57 }, { "asset": "JPY", "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": 0.646, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 778642, "financial_exposure_usd": 1118521.05, "recoverable_pct": 0.34 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104434", "label": "fraudulent", "label_confidence": 0.749, "severity": "high", "timestamp": "2026-01-04T01:54:00Z", "trace_id": "fd34bf63-980a-1740-447b-441cf9e56dfc" }
{ "account_age_days": 1984, "account_id": "ACCT-F420EB325B32", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 235, "timestamp": "2026-01-03T15:54:00Z", "transaction_amount_usd": 23.62 }, { "asset": "ETH", "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": 0.576, "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": 1678240.94, "financial_exposure_usd": 2751702.96, "recoverable_pct": 0.423 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107578", "label": "benign", "label_confidence": 0.533, "severity": "medium", "timestamp": "2026-01-06T06:18:00Z", "trace_id": "8d2cf5f3-2888-f00c-1a26-334cc89fb370" }
{ "account_age_days": 607, "account_id": "ACCT-BA222D1827A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 942, "timestamp": "2026-01-06T06:18:00Z", "transaction_amount_usd": 4445.03 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "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": 6267.68, "financial_exposure_usd": 7368.93, "recoverable_pct": 0.651 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101013", "label": "fraudulent", "label_confidence": 0.767, "severity": "high", "timestamp": "2026-01-01T16:53:00Z", "trace_id": "f403fe63-1710-0685-6850-a57971ef5f95" }
{ "account_age_days": 1134, "account_id": "ACCT-296BC878B3E8", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.354 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 861, "timestamp": "2026-01-01T16:53:00Z", "transaction_amount_usd": 26682.08 }, { "asset": "USDT", "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": 0.61, "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 HAVIN...
{ "customer_funds_at_risk_usd": 294009.87, "financial_exposure_usd": 660899.08, "recoverable_pct": 0.299 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107537", "label": "benign", "label_confidence": 0.523, "severity": "medium", "timestamp": "2026-01-06T05:37:00Z", "trace_id": "caa0fd8b-1a41-631b-34f4-6ff909dab367" }
{ "account_age_days": 1823, "account_id": "ACCT-BC1C3E1828CE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.68 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1066, "timestamp": "2026-01-06T05:37:00Z", "transaction_amount_usd": 946.6 }, { "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": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3036.84, "financial_exposure_usd": 4415.39, "recoverable_pct": 0.944 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107556", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-06T05:56:00Z", "trace_id": "fa7ace46-13a1-dd10-2884-e896cb1ae12a" }
{ "account_age_days": 1619, "account_id": "ACCT-7D1CB4A2EFC9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 117, "timestamp": "2026-01-05T21:32:00Z", "transaction_amount_usd": 1.21 }, { "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": 0.657, "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": 2789.8, "financial_exposure_usd": 4188.9, "recoverable_pct": 0.827 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107774", "label": "benign", "label_confidence": 0.53, "severity": "low", "timestamp": "2026-01-06T09:34:00Z", "trace_id": "42b4a787-f216-1992-a7e8-c7f9b7a975e6" }
{ "account_age_days": 702, "account_id": "ACCT-3848FAC4D851", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.856 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 295, "timestamp": "2026-01-06T02:29:00Z", "transaction_amount_usd": 15.24 }, { "asset": "SOL", "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": 0.564, "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": 1605.6, "financial_exposure_usd": 2368.86, "recoverable_pct": 0.404 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109211", "label": "benign", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-07T09:31:00Z", "trace_id": "7554f322-afea-6903-3e73-a5ee9d413f0e" }
{ "account_age_days": 1247, "account_id": "ACCT-D80403F29855", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.111 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 268, "timestamp": "2026-01-07T09:31:00Z", "transaction_amount_usd": 13012.53 }, { "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": 0.619, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1678.96, "financial_exposure_usd": 2278.57, "recoverable_pct": 0.524 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104063", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-03T19:43:00Z", "trace_id": "08a34eb2-f76d-9137-2cb5-b97453072455" }
{ "account_age_days": 20, "account_id": "ACCT-6CE522FF0D3A", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.591 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1047, "timestamp": "2026-01-03T19:43:00Z", "transaction_amount_usd": 2870786.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.811, "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": 1274695.4, "financial_exposure_usd": 2959133.83, "recoverable_pct": 0.783 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103726", "label": "fraudulent", "label_confidence": 0.659, "severity": "critical", "timestamp": "2026-01-03T14:06:00Z", "trace_id": "f831b2e7-9e65-6275-0ae4-0a0306402b1a" }
{ "account_age_days": 1357, "account_id": "ACCT-65E455A99CD6", "baseline_risk_score": 0.311, "kyc_tier": "tier_3", "session_entropy": 0.298 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 270, "timestamp": "2026-01-03T14:06:00Z", "transaction_amount_usd": 2082893.19 }, { "asset": "GBP", "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": 0.425, "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": 5264191, "financial_exposure_usd": 5806422.01, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102439", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-02T16:39:00Z", "trace_id": "0ebb9bd2-8468-37dd-1ed9-1c9e65375611" }
{ "account_age_days": 1790, "account_id": "ACCT-28D0B0D9519C", "baseline_risk_score": 0.487, "kyc_tier": "tier_2", "session_entropy": 0.688 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 297, "timestamp": "2026-01-02T15:02:00Z", "transaction_amount_usd": 16.59 }, { "asset": "GBP", "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": 0.555, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 393008.53, "financial_exposure_usd": 514033.63, "recoverable_pct": 0.779 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102321", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-02T14:41:00Z", "trace_id": "e54973d3-0325-25fa-f66a-825fa032eab5" }
{ "account_age_days": 644, "account_id": "ACCT-4985CF34B1C0", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.487 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 358, "timestamp": "2026-01-02T14:41:00Z", "transaction_amount_usd": 17483.78 }, { "asset": "USD", "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": 0.468, "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": 401991.78, "financial_exposure_usd": 552308.68, "recoverable_pct": 0.048 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109758", "label": "benign", "label_confidence": 0.729, "severity": "critical", "timestamp": "2026-01-07T18:38:00Z", "trace_id": "0184274a-d8ed-5d9c-bf41-233cd74f914f" }
{ "account_age_days": 36, "account_id": "ACCT-226C4D24B8C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.672 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 230, "timestamp": "2026-01-07T18:38:00Z", "transaction_amount_usd": 1496.32 }, { "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": 0.525, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1332.56, "financial_exposure_usd": 2735.88, "recoverable_pct": 0.609 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104798", "label": "fraudulent", "label_confidence": 0.666, "severity": "high", "timestamp": "2026-01-04T07:58:00Z", "trace_id": "e6b71eae-8d11-3e9e-8273-40f4109d4b3e" }
{ "account_age_days": 371, "account_id": "ACCT-C4F2841C8258", "baseline_risk_score": 0.158, "kyc_tier": "tier_2", "session_entropy": 0.309 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 696, "timestamp": "2026-01-04T07:58:00Z", "transaction_amount_usd": 301015.34 }, { "asset": "JPY", "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": 0.872, "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": 5633781.18, "financial_exposure_usd": 6936150.51, "recoverable_pct": 0.691 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102360", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-02T15:20:00Z", "trace_id": "1184d9eb-e571-feb6-a09a-296185caa39d" }
{ "account_age_days": 321, "account_id": "ACCT-9714FCDBBCC2", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.919 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 150, "timestamp": "2026-01-02T15:20:00Z", "transaction_amount_usd": 101565.62 }, { "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": 0.924, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1150269.99, "financial_exposure_usd": 1268310.33, "recoverable_pct": 0.592 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104396", "label": "fraudulent", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-04T01:16:00Z", "trace_id": "d83d50fb-5ccb-0fd0-6cdf-77e1c76cb5e8" }
{ "account_age_days": 484, "account_id": "ACCT-8B55477BAAF0", "baseline_risk_score": 0.368, "kyc_tier": "tier_1", "session_entropy": 0.219 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 796, "timestamp": "2026-01-04T01:16:00Z", "transaction_amount_usd": 2127954.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.897, "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": 3443417.7, "financial_exposure_usd": 5369003.92, "recoverable_pct": 0.837 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106120", "label": "fraudulent", "label_confidence": 0.665, "severity": "high", "timestamp": "2026-01-05T06:00:00Z", "trace_id": "c3733719-6e42-2487-4496-98b02f2222f3" }
{ "account_age_days": 1173, "account_id": "ACCT-E9A7DE286C52", "baseline_risk_score": 0.205, "kyc_tier": "tier_2", "session_entropy": 0.378 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 113, "timestamp": "2026-01-05T06:00:00Z", "transaction_amount_usd": 2184306.89 }, { "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": 0.468, "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": 1784579.08, "financial_exposure_usd": 2211296.58, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104702", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-04T06:22:00Z", "trace_id": "079e030b-9702-d941-5c21-9e314ab96fce" }
{ "account_age_days": 513, "account_id": "ACCT-5CF3A6C92D48", "baseline_risk_score": 0.407, "kyc_tier": "tier_2", "session_entropy": 0.87 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 303, "timestamp": "2026-01-04T01:32:00Z", "transaction_amount_usd": 6.19 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.917, "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": 1554472.09, "financial_exposure_usd": 2786220.97, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103741", "label": "fraudulent", "label_confidence": 0.669, "severity": "high", "timestamp": "2026-01-03T14:21:00Z", "trace_id": "f22ba62a-5d21-2e69-8eea-ff4d1103acd1" }
{ "account_age_days": 1504, "account_id": "ACCT-A257DD0D95F8", "baseline_risk_score": 0.415, "kyc_tier": "tier_1", "session_entropy": 0.121 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 813, "timestamp": "2026-01-03T14:21:00Z", "transaction_amount_usd": 2234280.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.515, "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": 2349180.81, "financial_exposure_usd": 5335191.68, "recoverable_pct": 0.753 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107132", "label": "benign", "label_confidence": 0.547, "severity": "low", "timestamp": "2026-01-05T22:52:00Z", "trace_id": "6e7249ee-2f25-5be7-19fe-82943b580d46" }
{ "account_age_days": 154, "account_id": "ACCT-93365027ED9A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.603 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 788, "timestamp": "2026-01-05T22:52:00Z", "transaction_amount_usd": 2358.1 }, { "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": 0.603, "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": 1101.9, "financial_exposure_usd": 1434.39, "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-101294", "label": "fraudulent", "label_confidence": 0.861, "severity": "medium", "timestamp": "2026-01-01T21:34:00Z", "trace_id": "e2ebbe7c-9d0a-c65e-2a12-f55d242209fc" }
{ "account_age_days": 115, "account_id": "ACCT-4A79EE6B4063", "baseline_risk_score": 0.488, "kyc_tier": "tier_1", "session_entropy": 0.378 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 250, "timestamp": "2026-01-01T21:34:00Z", "transaction_amount_usd": 25013 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.692, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 244249.06, "financial_exposure_usd": 404424.18, "recoverable_pct": 0.296 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107837", "label": "benign", "label_confidence": 0.576, "severity": "low", "timestamp": "2026-01-06T10:37:00Z", "trace_id": "e9a6b629-e7f2-7d2e-0442-e984b121d8a9" }
{ "account_age_days": 655, "account_id": "ACCT-50E239412EDF", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.376 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 772, "timestamp": "2026-01-06T10:37:00Z", "transaction_amount_usd": 14927.38 }, { "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": 0.503, "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": 2526.63, "financial_exposure_usd": 2800.07, "recoverable_pct": 0.909 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106832", "label": "benign", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-05T17:52:00Z", "trace_id": "08ede25d-f5cf-30c0-57bc-becfbd74b42e" }
{ "account_age_days": 831, "account_id": "ACCT-933F9C78CC99", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1048, "timestamp": "2026-01-05T17:52:00Z", "transaction_amount_usd": 13783.23 }, { "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": 0.474, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 34.87, "financial_exposure_usd": 74.21, "recoverable_pct": 0.675 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106962", "label": "benign", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-05T20:02:00Z", "trace_id": "dc6649c6-ff4f-cbcd-9458-5b670bcfb284" }
{ "account_age_days": 674, "account_id": "ACCT-F3A1F9A4DEEE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 184, "timestamp": "2026-01-05T10:20:00Z", "transaction_amount_usd": 5.61 }, { "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": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2248.3, "financial_exposure_usd": 4164.3, "recoverable_pct": 0.814 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104538", "label": "fraudulent", "label_confidence": 0.651, "severity": "critical", "timestamp": "2026-01-04T03:38:00Z", "trace_id": "6fc469c9-c6bf-e5f9-eeaf-301ec3919769" }
{ "account_age_days": 215, "account_id": "ACCT-51996779F94D", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.902 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 657, "timestamp": "2026-01-04T03:38:00Z", "transaction_amount_usd": 1301890.57 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.752, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1835266.25, "financial_exposure_usd": 3453139.24, "recoverable_pct": 0.509 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107543", "label": "benign", "label_confidence": 0.668, "severity": "high", "timestamp": "2026-01-06T05:43:00Z", "trace_id": "870dfef5-cd9f-9a32-495d-3dd8060702f8" }
{ "account_age_days": 1335, "account_id": "ACCT-C38E42F225C0", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.211 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 373, "timestamp": "2026-01-06T00:02:00Z", "transaction_amount_usd": 1.36 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.615, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 1703.54, "financial_exposure_usd": 1855.41, "recoverable_pct": 0.724 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106895", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-05T18:55:00Z", "trace_id": "2c229cfd-5b16-c9b4-6222-0b906b22c452" }
{ "account_age_days": 514, "account_id": "ACCT-7828E716059D", "baseline_risk_score": 0.096, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 318, "timestamp": "2026-01-05T18:55:00Z", "transaction_amount_usd": 12489.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.738, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 3094.81, "financial_exposure_usd": 4360.76, "recoverable_pct": 0.521 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106843", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-05T18:03:00Z", "trace_id": "d534edc8-db97-d478-ff24-9f639659fed6" }
{ "account_age_days": 688, "account_id": "ACCT-31A38D25E7F8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.68 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 924, "timestamp": "2026-01-05T18:03:00Z", "transaction_amount_usd": 10344.06 }, { "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": 0.729, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4095.98, "financial_exposure_usd": 5422.15, "recoverable_pct": 0.74 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106196", "label": "fraudulent", "label_confidence": 0.604, "severity": "high", "timestamp": "2026-01-05T07:16:00Z", "trace_id": "394c57ab-da48-04db-8820-b450d1184b71" }
{ "account_age_days": 741, "account_id": "ACCT-440D7796DC47", "baseline_risk_score": 0.165, "kyc_tier": "tier_2", "session_entropy": 0.922 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 217, "timestamp": "2026-01-04T22:25:00Z", "transaction_amount_usd": 1.82 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.915, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4398667.25, "financial_exposure_usd": 6282471.94, "recoverable_pct": 0.825 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101692", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-02T04:12:00Z", "trace_id": "e9d2f9c7-691c-1cb2-a642-80bb6c51e175" }
{ "account_age_days": 316, "account_id": "ACCT-637210FC7D57", "baseline_risk_score": 0.649, "kyc_tier": "tier_3", "session_entropy": 0.408 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 249, "timestamp": "2026-01-02T04:12:00Z", "transaction_amount_usd": 112698.97 }, { "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": 0.593, "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": 218600.23, "financial_exposure_usd": 388892.73, "recoverable_pct": 0.636 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106889", "label": "benign", "label_confidence": 0.502, "severity": "medium", "timestamp": "2026-01-05T18:49:00Z", "trace_id": "89645709-280f-4014-df84-bfc9f700ecd1" }
{ "account_age_days": 610, "account_id": "ACCT-B91907900AB1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 407, "timestamp": "2026-01-05T18:49:00Z", "transaction_amount_usd": 6342.98 }, { "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": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2999.47, "financial_exposure_usd": 5260.17, "recoverable_pct": 0.919 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107585", "label": "benign", "label_confidence": 0.599, "severity": "high", "timestamp": "2026-01-06T06:25:00Z", "trace_id": "5e1c7f90-ef50-1c98-4496-33f3fdc20f9e" }
{ "account_age_days": 888, "account_id": "ACCT-AEED0AFF51CE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.374 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1165, "timestamp": "2026-01-06T06:25:00Z", "transaction_amount_usd": 6349.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.574, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1666.01, "financial_exposure_usd": 4112.33, "recoverable_pct": 0.687 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106566", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-05T13:26:00Z", "trace_id": "ec20655d-a40b-8eab-986e-bff36edf6bbc" }
{ "account_age_days": 1242, "account_id": "ACCT-49F72713E371", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.385 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 163, "timestamp": "2026-01-05T13:26:00Z", "transaction_amount_usd": 2413920.7 }, { "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": 0.73, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1791651.94, "financial_exposure_usd": 3382222.24, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101469", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-02T00:29:00Z", "trace_id": "820c534d-65b0-2032-080a-d25a33814eee" }
{ "account_age_days": 809, "account_id": "ACCT-98DBA83DA371", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.634 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 123, "timestamp": "2026-01-01T22:49:00Z", "transaction_amount_usd": 11.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 525292.89, "financial_exposure_usd": 558549.74, "recoverable_pct": 0.843 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105380", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-04T17:40:00Z", "trace_id": "f81891d1-2462-1dc7-fecc-8860faf73b53" }
{ "account_age_days": 1438, "account_id": "ACCT-308F4E7E9686", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.232 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 267, "timestamp": "2026-01-04T15:16:00Z", "transaction_amount_usd": 17.4 }, { "asset": "USDT", "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": 0.396, "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": 4216508.75, "financial_exposure_usd": 5585390.72, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109318", "label": "benign", "label_confidence": 0.595, "severity": "low", "timestamp": "2026-01-07T11:18:00Z", "trace_id": "9a14f5d2-73c6-235e-750f-d9399f3e78ec" }
{ "account_age_days": 1055, "account_id": "ACCT-5A09C4ACB682", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.738 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 226, "timestamp": "2026-01-07T10:42:00Z", "transaction_amount_usd": 24.8 }, { "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": 0.549, "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": 2591.65, "financial_exposure_usd": 3220.35, "recoverable_pct": 0.559 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107749", "label": "benign", "label_confidence": 0.473, "severity": "low", "timestamp": "2026-01-06T09:09:00Z", "trace_id": "fc42b4cc-9aac-6c6d-8978-e8ce823aa9bd" }
{ "account_age_days": 604, "account_id": "ACCT-9D2C6C3AE012", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.42 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 80, "timestamp": "2026-01-06T09:09:00Z", "transaction_amount_usd": 3528.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.699, "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": 1599.69, "financial_exposure_usd": 1807.74, "recoverable_pct": 0.492 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100031", "label": "fraudulent", "label_confidence": 0.956, "severity": "high", "timestamp": "2026-01-01T00:31:00Z", "trace_id": "3818cfd3-3889-936a-9d58-17e85e175b66" }
{ "account_age_days": 371, "account_id": "ACCT-081FC6DC78D9", "baseline_risk_score": 0.274, "kyc_tier": "tier_1", "session_entropy": 0.344 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1044, "timestamp": "2026-01-01T00:31:00Z", "transaction_amount_usd": 54869.95 }, { "asset": "USD", "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": 0.575, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 324332.32, "financial_exposure_usd": 484713.08, "recoverable_pct": 0.78 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101858", "label": "fraudulent", "label_confidence": 0.956, "severity": "high", "timestamp": "2026-01-02T06:58:00Z", "trace_id": "920e1dcd-024d-7930-ffb7-7e5d5c8c4b9f" }
{ "account_age_days": 501, "account_id": "ACCT-338755F3B1B5", "baseline_risk_score": 0.563, "kyc_tier": "tier_1", "session_entropy": 0.127 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 641, "timestamp": "2026-01-02T06:58:00Z", "transaction_amount_usd": 112822.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 549814.3, "financial_exposure_usd": 1111771.88, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107700", "label": "benign", "label_confidence": 0.459, "severity": "high", "timestamp": "2026-01-06T08:20:00Z", "trace_id": "c7b617c3-7c44-baee-3d9e-9dd413a55cec" }
{ "account_age_days": 724, "account_id": "ACCT-31F1C4CED0CD", "baseline_risk_score": 0.107, "kyc_tier": "tier_1", "session_entropy": 0.778 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 993, "timestamp": "2026-01-06T08:20:00Z", "transaction_amount_usd": 8320.36 }, { "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": 0.597, "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": 7742.46, "financial_exposure_usd": 8648.12, "recoverable_pct": 0.57 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108959", "label": "benign", "label_confidence": 0.598, "severity": "low", "timestamp": "2026-01-07T05:19:00Z", "trace_id": "81bccc17-8d17-e1de-5915-884c33df9dde" }
{ "account_age_days": 1094, "account_id": "ACCT-F1C30EA0C42D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.824 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 479, "timestamp": "2026-01-07T05:19:00Z", "transaction_amount_usd": 10746.3 }, { "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": 0.687, "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": 1514.37, "financial_exposure_usd": 2268.48, "recoverable_pct": 0.755 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104096", "label": "fraudulent", "label_confidence": 0.842, "severity": "high", "timestamp": "2026-01-03T20:16:00Z", "trace_id": "b4519673-ccca-3873-4eee-36d4e0a182f9" }
{ "account_age_days": 266, "account_id": "ACCT-098D4A14E973", "baseline_risk_score": 0.312, "kyc_tier": "tier_1", "session_entropy": 0.901 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 357, "timestamp": "2026-01-03T10:51:00Z", "transaction_amount_usd": 8.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.608, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1899854.05, "financial_exposure_usd": 3852906.45, "recoverable_pct": 0.748 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101824", "label": "fraudulent", "label_confidence": 0.964, "severity": "high", "timestamp": "2026-01-02T06:24:00Z", "trace_id": "24785248-c0b5-770f-4b6d-35a0c7268b74" }
{ "account_age_days": 1941, "account_id": "ACCT-CD530AB5703A", "baseline_risk_score": 0.325, "kyc_tier": "tier_1", "session_entropy": 0.685 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1018, "timestamp": "2026-01-02T06:24:00Z", "transaction_amount_usd": 85795.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "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": 271311.15, "financial_exposure_usd": 360709.33, "recoverable_pct": 0.699 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100975", "label": "fraudulent", "label_confidence": 0.886, "severity": "critical", "timestamp": "2026-01-01T16:15:00Z", "trace_id": "854e0330-becd-0ffc-54e9-764f1f523682" }
{ "account_age_days": 290, "account_id": "ACCT-89D0C704BD76", "baseline_risk_score": 0.55, "kyc_tier": "tier_2", "session_entropy": 0.576 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 251, "timestamp": "2026-01-01T16:15:00Z", "transaction_amount_usd": 18684.37 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 426894.93, "financial_exposure_usd": 811656.8, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103701", "label": "fraudulent", "label_confidence": 0.808, "severity": "critical", "timestamp": "2026-01-03T13:41:00Z", "trace_id": "8d7ebf8e-53c3-8cba-bf78-6cb8ee3956e6" }
{ "account_age_days": 600, "account_id": "ACCT-67D86A3F63DD", "baseline_risk_score": 0.296, "kyc_tier": "tier_2", "session_entropy": 0.903 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 336, "timestamp": "2026-01-03T13:41:00Z", "transaction_amount_usd": 952064.97 }, { "asset": "GBP", "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": 0.875, "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": 2102609.45, "financial_exposure_usd": 4085172.85, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107349", "label": "benign", "label_confidence": 0.613, "severity": "low", "timestamp": "2026-01-06T02:29:00Z", "trace_id": "926629f5-a8ec-f898-bd87-88bda9a4f759" }
{ "account_age_days": 609, "account_id": "ACCT-A1344C0ED3A9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 474, "timestamp": "2026-01-06T02:29:00Z", "transaction_amount_usd": 10094.02 }, { "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": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5489.31, "financial_exposure_usd": 6527.4, "recoverable_pct": 0.416 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107755", "label": "benign", "label_confidence": 0.537, "severity": "high", "timestamp": "2026-01-06T09:15:00Z", "trace_id": "6a3bc3e6-fce3-83b6-d76f-f3d5b7d16932" }
{ "account_age_days": 622, "account_id": "ACCT-458B6B8A6E85", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.924 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 392, "timestamp": "2026-01-06T09:15:00Z", "transaction_amount_usd": 8184.39 }, { "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": 0.503, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1533.69, "financial_exposure_usd": 2170.86, "recoverable_pct": 0.545 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104562", "label": "fraudulent", "label_confidence": 0.606, "severity": "low", "timestamp": "2026-01-04T04:02:00Z", "trace_id": "36c6bcdb-dc58-fd66-fa4d-765782d8b66a" }
{ "account_age_days": 335, "account_id": "ACCT-7CA1A2AF7A69", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.602 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 639, "timestamp": "2026-01-04T04:02:00Z", "transaction_amount_usd": 1390451.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.4, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 1957061.68, "financial_exposure_usd": 3242612.86, "recoverable_pct": 0.972 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100419", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-01T06:59:00Z", "trace_id": "89016a1b-6d56-06d3-57c4-e3d983a52e89" }
{ "account_age_days": 552, "account_id": "ACCT-41D6045C6CA5", "baseline_risk_score": 0.511, "kyc_tier": "tier_3", "session_entropy": 0.384 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1108, "timestamp": "2026-01-01T06:59:00Z", "transaction_amount_usd": 99900.48 }, { "asset": "USDT", "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": 0.563, "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": 441497.85, "financial_exposure_usd": 996238.33, "recoverable_pct": 0.304 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107863", "label": "benign", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-06T11:03:00Z", "trace_id": "1a4df54a-d9c6-8db8-e1fe-a3e95ea49958" }
{ "account_age_days": 1181, "account_id": "ACCT-F6F0894AFE8E", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.124 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1067, "timestamp": "2026-01-06T11:03:00Z", "transaction_amount_usd": 12281.53 }, { "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": 0.781, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1177.87, "financial_exposure_usd": 1587.43, "recoverable_pct": 0.889 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103935", "label": "fraudulent", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-03T17:35:00Z", "trace_id": "91a3b92d-f8a6-b20b-b81c-ef58170de5d6" }
{ "account_age_days": 511, "account_id": "ACCT-6F93465E1C86", "baseline_risk_score": 0.362, "kyc_tier": "tier_2", "session_entropy": 0.634 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 712, "timestamp": "2026-01-03T17:35:00Z", "transaction_amount_usd": 1025937.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.878, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5058511.29, "financial_exposure_usd": 5633494.27, "recoverable_pct": 0.622 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107403", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-06T03:23:00Z", "trace_id": "c52b1877-3547-b6fc-6b85-2d48189a46de" }
{ "account_age_days": 1334, "account_id": "ACCT-7534D024E724", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.659 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 872, "timestamp": "2026-01-06T03:23:00Z", "transaction_amount_usd": 12219.86 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.548 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107199", "label": "benign", "label_confidence": 0.714, "severity": "low", "timestamp": "2026-01-05T23:59:00Z", "trace_id": "fa4b0b80-24d2-9c5a-552d-90041ac83208" }
{ "account_age_days": 262, "account_id": "ACCT-D053DA9288B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 113, "timestamp": "2026-01-05T14:00:00Z", "transaction_amount_usd": 21.32 }, { "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": 0.482, "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": 2175.16, "financial_exposure_usd": 2217.11, "recoverable_pct": 0.731 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109688", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-07T17:28:00Z", "trace_id": "5315173d-bfca-dddb-cecb-9d3ede2f87ee" }
{ "account_age_days": 610, "account_id": "ACCT-A881D5F39307", "baseline_risk_score": 0.197, "kyc_tier": "tier_1", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 170, "timestamp": "2026-01-07T12:31:00Z", "transaction_amount_usd": 9.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "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": 9858.68, "financial_exposure_usd": 9975.92, "recoverable_pct": 0.652 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105703", "label": "fraudulent", "label_confidence": 0.634, "severity": "high", "timestamp": "2026-01-04T23:03:00Z", "trace_id": "c32bd47e-5e67-e9c4-534e-a78485022922" }
{ "account_age_days": 141, "account_id": "ACCT-D364D6CC24C8", "baseline_risk_score": 0.293, "kyc_tier": "tier_1", "session_entropy": 0.752 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 378, "timestamp": "2026-01-04T23:03:00Z", "transaction_amount_usd": 1564337.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.921, "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": 3143703.76, "financial_exposure_usd": 3890862.28, "recoverable_pct": 0.588 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104457", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-04T02:17:00Z", "trace_id": "7e490b50-0bdc-4310-b148-118ebc52cee1" }
{ "account_age_days": 943, "account_id": "ACCT-68BE7CEC260D", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.194 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 159, "timestamp": "2026-01-03T22:42:00Z", "transaction_amount_usd": 17.72 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5252435.47, "financial_exposure_usd": 5423244.05, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100074", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-01T01:14:00Z", "trace_id": "bb7eb979-52dc-bffd-5900-8d658b2ab759" }
{ "account_age_days": 1629, "account_id": "ACCT-6A7BE8B1E3F3", "baseline_risk_score": 0.506, "kyc_tier": "tier_3", "session_entropy": 0.799 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 357, "timestamp": "2025-12-31T16:09:00Z", "transaction_amount_usd": 11.23 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.844, "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": 444057.87, "financial_exposure_usd": 618971.47, "recoverable_pct": 0.624 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106221", "label": "fraudulent", "label_confidence": 0.672, "severity": "critical", "timestamp": "2026-01-05T07:41:00Z", "trace_id": "65771db6-c7a5-8dc4-b510-5081e69ad127" }
{ "account_age_days": 1874, "account_id": "ACCT-DE90A06E6B8E", "baseline_risk_score": 0.334, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 510, "timestamp": "2026-01-05T07:41:00Z", "transaction_amount_usd": 2647880.18 }, { "asset": "USDC", "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": 0.423, "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": 3153356.19, "financial_exposure_usd": 5933208.4, "recoverable_pct": 0.493 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101663", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-02T03:43:00Z", "trace_id": "f7f64593-1d80-3a45-ef82-1c91da2515e4" }
{ "account_age_days": 203, "account_id": "ACCT-74E82A4DA8CA", "baseline_risk_score": 0.366, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 665, "timestamp": "2026-01-02T03:43:00Z", "transaction_amount_usd": 60463.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.363, "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": 35533.12, "financial_exposure_usd": 60038.59, "recoverable_pct": 0.799 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100489", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-01T08:09:00Z", "trace_id": "0b8a48fb-3d5f-d707-2659-185b0ec937c6" }
{ "account_age_days": 1131, "account_id": "ACCT-50216737B2E1", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 418, "timestamp": "2026-01-01T08:09:00Z", "transaction_amount_usd": 77568.47 }, { "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": 0.777, "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": 739539.98, "financial_exposure_usd": 944393.98, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108197", "label": "benign", "label_confidence": 0.484, "severity": "critical", "timestamp": "2026-01-06T16:37:00Z", "trace_id": "5f5b7554-f01a-2ec5-deae-fb1f298c3190" }
{ "account_age_days": 1781, "account_id": "ACCT-CE2688960432", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 236, "timestamp": "2026-01-06T11:19:00Z", "transaction_amount_usd": 2.99 }, { "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": 0.586, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1453.76, "financial_exposure_usd": 1755.25, "recoverable_pct": 0.623 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103738", "label": "fraudulent", "label_confidence": 0.694, "severity": "high", "timestamp": "2026-01-03T14:18:00Z", "trace_id": "6303346f-e2ef-243c-c215-afaea1e283c4" }
{ "account_age_days": 1250, "account_id": "ACCT-5D378C277FBB", "baseline_risk_score": 0.057, "kyc_tier": "tier_3", "session_entropy": 0.495 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 552, "timestamp": "2026-01-03T14:18:00Z", "transaction_amount_usd": 1770742.73 }, { "asset": "USDC", "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": 0.682, "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": 2997207.24, "financial_exposure_usd": 4793207.18, "recoverable_pct": 0.424 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107893", "label": "benign", "label_confidence": 0.462, "severity": "high", "timestamp": "2026-01-06T11:33:00Z", "trace_id": "de550f29-700b-ed2c-c9c8-9498f45c4654" }
{ "account_age_days": 1345, "account_id": "ACCT-DF5B35F2763D", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.373 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 735, "timestamp": "2026-01-06T11:33:00Z", "transaction_amount_usd": 8010.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.553, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2337.1, "financial_exposure_usd": 2949.44, "recoverable_pct": 0.52 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102817", "label": "fraudulent", "label_confidence": 0.95, "severity": "high", "timestamp": "2026-01-02T22:57:00Z", "trace_id": "34162235-7ccf-dc5c-b79f-6269cbe51761" }
{ "account_age_days": 536, "account_id": "ACCT-39B205C434AA", "baseline_risk_score": 0.619, "kyc_tier": "tier_1", "session_entropy": 0.14 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 381, "timestamp": "2026-01-02T16:05:00Z", "transaction_amount_usd": 7.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.574, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 588523, "financial_exposure_usd": 1026135.03, "recoverable_pct": 0.447 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108247", "label": "benign", "label_confidence": 0.683, "severity": "low", "timestamp": "2026-01-06T17:27:00Z", "trace_id": "e2035c30-5b2d-2af7-d802-911b9ae325db" }
{ "account_age_days": 740, "account_id": "ACCT-6DE31B68CEE7", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.711 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1104, "timestamp": "2026-01-06T17:27:00Z", "transaction_amount_usd": 2774.18 }, { "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": 0.583, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2283.48, "financial_exposure_usd": 2291.6, "recoverable_pct": 0.59 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109209", "label": "benign", "label_confidence": 0.698, "severity": "critical", "timestamp": "2026-01-07T09:29:00Z", "trace_id": "a40b60d6-4a3c-838e-1106-85252f9af7cf" }
{ "account_age_days": 512, "account_id": "ACCT-9DAA31FBB204", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.591 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 774, "timestamp": "2026-01-07T09:29:00Z", "transaction_amount_usd": 2949.09 }, { "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": 0.706, "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": 4344.88, "financial_exposure_usd": 6529.68, "recoverable_pct": 0.71 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109453", "label": "benign", "label_confidence": 0.531, "severity": "low", "timestamp": "2026-01-07T13:33:00Z", "trace_id": "233e6178-3598-e1e1-ee1f-6664a4c1b96e" }
{ "account_age_days": 999, "account_id": "ACCT-5BD2F9D45704", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.601 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 940, "timestamp": "2026-01-07T13:33:00Z", "transaction_amount_usd": 7743.33 }, { "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": 0.492, "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": 4399.92, "financial_exposure_usd": 6099.45, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104551", "label": "fraudulent", "label_confidence": 0.742, "severity": "critical", "timestamp": "2026-01-04T03:51:00Z", "trace_id": "f2943feb-942d-1114-b3a2-104e1daa10ea" }
{ "account_age_days": 1059, "account_id": "ACCT-5526ABF46B23", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.584 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 581, "timestamp": "2026-01-04T03:51:00Z", "transaction_amount_usd": 1472665.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.472, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3249330, "financial_exposure_usd": 3867985.24, "recoverable_pct": 0.919 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107269", "label": "benign", "label_confidence": 0.588, "severity": "high", "timestamp": "2026-01-06T01:09:00Z", "trace_id": "b9945572-f0a1-1c15-83ad-5b7ce9a7218e" }
{ "account_age_days": 1205, "account_id": "ACCT-82A9799AB37E", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 840, "timestamp": "2026-01-06T01:09:00Z", "transaction_amount_usd": 11444.11 }, { "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": 0.532, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 492.11, "financial_exposure_usd": 1197.14, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101757", "label": "fraudulent", "label_confidence": 0.974, "severity": "low", "timestamp": "2026-01-02T05:17:00Z", "trace_id": "a7196edb-6b03-e18e-90fd-34c6eec040d3" }
{ "account_age_days": 792, "account_id": "ACCT-1DF48D4E51A6", "baseline_risk_score": 0.415, "kyc_tier": "tier_2", "session_entropy": 0.734 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 335, "timestamp": "2026-01-02T03:08:00Z", "transaction_amount_usd": 4.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "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": 633651.54, "financial_exposure_usd": 976309.57, "recoverable_pct": 0.78 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101934", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-02T08:14:00Z", "trace_id": "5382d7fb-ff36-341a-d2c3-d8b3fc942a78" }
{ "account_age_days": 119, "account_id": "ACCT-5C41972FB93F", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 301, "timestamp": "2026-01-01T21:29:00Z", "transaction_amount_usd": 13.96 }, { "asset": "USDC", "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": 0.876, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 954745.08, "financial_exposure_usd": 982845.11, "recoverable_pct": 0.329 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101427", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-01T23:47:00Z", "trace_id": "c5cd1d28-46cc-6947-1006-ba3244965eb6" }
{ "account_age_days": 1570, "account_id": "ACCT-D29258703AA6", "baseline_risk_score": 0.624, "kyc_tier": "tier_2", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 641, "timestamp": "2026-01-01T23:47:00Z", "transaction_amount_usd": 21970.35 }, { "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": 0.507, "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": 331280.8, "financial_exposure_usd": 448146.54, "recoverable_pct": 0.371 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105705", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-04T23:05:00Z", "trace_id": "c9cba15c-091d-da84-559e-049c58b1adcb" }
{ "account_age_days": 1610, "account_id": "ACCT-BFF38FC2091D", "baseline_risk_score": 0.279, "kyc_tier": "tier_1", "session_entropy": 0.825 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 540, "timestamp": "2026-01-04T23:05:00Z", "transaction_amount_usd": 1113585.65 }, { "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": 0.653, "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": 2011136.34, "financial_exposure_usd": 2284978.43, "recoverable_pct": 0.688 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108698", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-07T00:58:00Z", "trace_id": "929947f4-8f91-2b05-789b-485105788fba" }
{ "account_age_days": 1534, "account_id": "ACCT-64E7C2D79900", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.782 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 476, "timestamp": "2026-01-07T00:58:00Z", "transaction_amount_usd": 11183.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1497.59, "financial_exposure_usd": 3454.36, "recoverable_pct": 0.917 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104070", "label": "fraudulent", "label_confidence": 0.861, "severity": "low", "timestamp": "2026-01-03T19:50:00Z", "trace_id": "c64b339f-13d9-259a-3b77-8dc75bef4ded" }
{ "account_age_days": 1518, "account_id": "ACCT-FA477177BA71", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.62 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 274, "timestamp": "2026-01-03T19:50:00Z", "transaction_amount_usd": 2936961.93 }, { "asset": "USDT", "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": 0.897, "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": 1173233.41, "financial_exposure_usd": 1809326.39, "recoverable_pct": 0.938 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102701", "label": "fraudulent", "label_confidence": 0.956, "severity": "critical", "timestamp": "2026-01-02T21:01:00Z", "trace_id": "91758616-a7fd-d3a8-3e19-7ea25887a6b2" }
{ "account_age_days": 493, "account_id": "ACCT-78378AA12A9B", "baseline_risk_score": 0.366, "kyc_tier": "tier_3", "session_entropy": 0.552 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 169, "timestamp": "2026-01-02T19:47:00Z", "transaction_amount_usd": 21.84 }, { "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": 0.36, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 392180.06, "financial_exposure_usd": 962542.61, "recoverable_pct": 0.436 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108338", "label": "benign", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-06T18:58:00Z", "trace_id": "24a2b051-e85e-76bd-0bef-2e905129a706" }
{ "account_age_days": 130, "account_id": "ACCT-7ACAF3DC9557", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.608 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 394, "timestamp": "2026-01-06T08:28:00Z", "transaction_amount_usd": 2.08 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.655, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1800.74, "financial_exposure_usd": 2268.3, "recoverable_pct": 0.576 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102648", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-02T20:08:00Z", "trace_id": "27046881-8eb5-8ad5-9847-0a942ad3582e" }
{ "account_age_days": 1515, "account_id": "ACCT-C68D128DCE4A", "baseline_risk_score": 0.322, "kyc_tier": "tier_1", "session_entropy": 0.78 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 164, "timestamp": "2026-01-02T10:31:00Z", "transaction_amount_usd": 24.72 }, { "asset": "EUR", "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": 0.588, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 439488.18, "financial_exposure_usd": 577666.33, "recoverable_pct": 0.233 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103225", "label": "fraudulent", "label_confidence": 0.762, "severity": "low", "timestamp": "2026-01-03T05:45:00Z", "trace_id": "20582a17-ff05-7311-b0c3-b0bafe602522" }
{ "account_age_days": 384, "account_id": "ACCT-F7E0D322EE55", "baseline_risk_score": 0.323, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 844, "timestamp": "2026-01-03T05:45:00Z", "transaction_amount_usd": 24912.43 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.791, "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": 354176.28, "financial_exposure_usd": 867360.95, "recoverable_pct": 0.223 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }