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-108370", "label": "benign", "label_confidence": 0.514, "severity": "low", "timestamp": "2026-01-06T19:30:00Z", "trace_id": "d022a390-6ec5-6c37-0503-0eee6fe47767" }
{ "account_age_days": 742, "account_id": "ACCT-8E310E98F6F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.825 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 270, "timestamp": "2026-01-06T14:39:00Z", "transaction_amount_usd": 13.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.66, "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": 535.96, "financial_exposure_usd": 904.5, "recoverable_pct": 0.89 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101451", "label": "fraudulent", "label_confidence": 0.769, "severity": "medium", "timestamp": "2026-01-02T00:11:00Z", "trace_id": "4f50bc08-c22a-343a-2c1e-7ceee49a1ea1" }
{ "account_age_days": 1640, "account_id": "ACCT-5951C789358D", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.335 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 493, "timestamp": "2026-01-02T00:11:00Z", "transaction_amount_usd": 50152.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.707, "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": 112133.06, "financial_exposure_usd": 135224.22, "recoverable_pct": 0.013 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103245", "label": "fraudulent", "label_confidence": 0.974, "severity": "medium", "timestamp": "2026-01-03T06:05:00Z", "trace_id": "cd325a84-f7f0-edd4-9a38-feddfb123a7c" }
{ "account_age_days": 104, "account_id": "ACCT-4C1D8EA1DDE8", "baseline_risk_score": 0.322, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 231, "timestamp": "2026-01-02T23:27:00Z", "transaction_amount_usd": 21.47 }, { "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": 0.439, "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": 908085.26, "financial_exposure_usd": 1021436.39, "recoverable_pct": 0.263 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105694", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-04T22:54:00Z", "trace_id": "b0816a99-ce8c-a87e-259e-5845b4fa88d8" }
{ "account_age_days": 1885, "account_id": "ACCT-9C9F9A8161E0", "baseline_risk_score": 0.22, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 960, "timestamp": "2026-01-04T22:54:00Z", "transaction_amount_usd": 2897253.31 }, { "asset": "BTC", "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": 0.643, "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": 3169639.89, "financial_exposure_usd": 5163365.43, "recoverable_pct": 0.765 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103385", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-03T08:25:00Z", "trace_id": "b32c69db-aa81-f695-9774-b5cab8e97c6b" }
{ "account_age_days": 36, "account_id": "ACCT-9AC0BA30103B", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 368, "timestamp": "2026-01-03T05:03:00Z", "transaction_amount_usd": 3.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.547, "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": 3672400.3, "financial_exposure_usd": 4509220.16, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104240", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-03T22:40:00Z", "trace_id": "22bf57f4-c29f-e2ed-56aa-d6fe7d21964c" }
{ "account_age_days": 1393, "account_id": "ACCT-F1AA7E68C033", "baseline_risk_score": 0.125, "kyc_tier": "tier_3", "session_entropy": 0.384 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 378, "timestamp": "2026-01-03T12:49:00Z", "transaction_amount_usd": 24.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.37, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1765659.02, "financial_exposure_usd": 3262287.65, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109216", "label": "benign", "label_confidence": 0.67, "severity": "high", "timestamp": "2026-01-07T09:36:00Z", "trace_id": "a00f9b7f-b78d-f9fa-61e6-b1a8f9d5a3e6" }
{ "account_age_days": 1126, "account_id": "ACCT-FA17737388F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.414 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 713, "timestamp": "2026-01-07T09:36:00Z", "transaction_amount_usd": 14704.42 }, { "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": 0.768, "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": 981.59, "financial_exposure_usd": 1338.37, "recoverable_pct": 0.596 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105747", "label": "fraudulent", "label_confidence": 0.811, "severity": "medium", "timestamp": "2026-01-04T23:47:00Z", "trace_id": "6e183946-b831-ca8c-1dc5-0855cc8e7ca1" }
{ "account_age_days": 1983, "account_id": "ACCT-851980F71A77", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.932 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1094, "timestamp": "2026-01-04T23:47:00Z", "transaction_amount_usd": 1175773 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.624, "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": 3406430.02, "financial_exposure_usd": 6295531.89, "recoverable_pct": 0.839 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106846", "label": "benign", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-05T18:06:00Z", "trace_id": "86780f9f-5957-7ceb-6c3f-243f52944fec" }
{ "account_age_days": 1862, "account_id": "ACCT-3B0CE51A42BA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 656, "timestamp": "2026-01-05T18:06:00Z", "transaction_amount_usd": 3231.48 }, { "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": 0.658, "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": 4700.38, "financial_exposure_usd": 4795.84, "recoverable_pct": 0.98 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107590", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-06T06:30:00Z", "trace_id": "a169b971-98b1-c286-fd8c-ba9d0187eb20" }
{ "account_age_days": 480, "account_id": "ACCT-DA1EC39176B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.784 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 917, "timestamp": "2026-01-06T06:30:00Z", "transaction_amount_usd": 413.35 }, { "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": 0.59, "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_t...
{ "customer_funds_at_risk_usd": 903.48, "financial_exposure_usd": 1011.3, "recoverable_pct": 0.524 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103155", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-03T04:35:00Z", "trace_id": "d12e0803-2296-8ca6-3e96-b48e4a3db743" }
{ "account_age_days": 418, "account_id": "ACCT-A9D6CBA89257", "baseline_risk_score": 0.45, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 259, "timestamp": "2026-01-03T04:35:00Z", "transaction_amount_usd": 4421.01 }, { "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": 0.632, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 739268.44, "financial_exposure_usd": 1252901.83, "recoverable_pct": 0.21 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101202", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-01T20:02:00Z", "trace_id": "ab524260-74c0-3700-d268-fc61943b9c40" }
{ "account_age_days": 357, "account_id": "ACCT-19BE57A85EF5", "baseline_risk_score": 0.44, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 206, "timestamp": "2026-01-01T09:38:00Z", "transaction_amount_usd": 13.12 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.667, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 259508.26, "financial_exposure_usd": 402419.84, "recoverable_pct": 0.12 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101436", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-01T23:56:00Z", "trace_id": "a40fa883-fe23-ec28-b1ea-56f0aa8206ef" }
{ "account_age_days": 1484, "account_id": "ACCT-B3180448A9EE", "baseline_risk_score": 0.634, "kyc_tier": "tier_2", "session_entropy": 0.249 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 461, "timestamp": "2026-01-01T23:56:00Z", "transaction_amount_usd": 73342.1 }, { "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": 0.697, "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": 830952.1, "financial_exposure_usd": 1414473.43, "recoverable_pct": 0.718 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107340", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-06T02:20:00Z", "trace_id": "65731276-ee98-448d-3d52-4e50f44af32b" }
{ "account_age_days": 1715, "account_id": "ACCT-313D87327C4B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.685 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 233, "timestamp": "2026-01-05T15:31:00Z", "transaction_amount_usd": 21.25 }, { "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": 0.633, "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": 2780.25, "financial_exposure_usd": 3928.9, "recoverable_pct": 0.411 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104286", "label": "fraudulent", "label_confidence": 0.819, "severity": "critical", "timestamp": "2026-01-03T23:26:00Z", "trace_id": "232c5f64-7a06-4771-73aa-389c497f5abf" }
{ "account_age_days": 1722, "account_id": "ACCT-51057A641C16", "baseline_risk_score": 0.23, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 106, "timestamp": "2026-01-03T19:46:00Z", "transaction_amount_usd": 23.7 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.442, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3605015.26, "financial_exposure_usd": 5221762.23, "recoverable_pct": 0.897 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105178", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-04T14:18:00Z", "trace_id": "ec9494a8-36f8-f0c8-1018-d0216620ac73" }
{ "account_age_days": 1510, "account_id": "ACCT-331B834878F0", "baseline_risk_score": 0.242, "kyc_tier": "tier_1", "session_entropy": 0.152 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 110, "timestamp": "2026-01-04T02:54:00Z", "transaction_amount_usd": 12.57 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.515, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2584331.1, "financial_exposure_usd": 3529019.67, "recoverable_pct": 0.773 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105480", "label": "fraudulent", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-04T19:20:00Z", "trace_id": "90fd7b75-4f7e-b9e5-2ce7-d71e69e9cd6f" }
{ "account_age_days": 1564, "account_id": "ACCT-2B0630CB0C01", "baseline_risk_score": 0.203, "kyc_tier": "tier_2", "session_entropy": 0.746 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 865, "timestamp": "2026-01-04T19:20:00Z", "transaction_amount_usd": 1729915.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.612, "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": 3688127.56, "financial_exposure_usd": 4705453.97, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107913", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-06T11:53:00Z", "trace_id": "f52ee075-a27e-9036-4284-cd067f51d1da" }
{ "account_age_days": 798, "account_id": "ACCT-E93DFE2ACFC4", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 972, "timestamp": "2026-01-06T11:53:00Z", "transaction_amount_usd": 1430.09 }, { "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": 0.596, "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": 1942.66, "financial_exposure_usd": 2655.82, "recoverable_pct": 0.578 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102838", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-02T23:18:00Z", "trace_id": "db5ae2b7-4c7a-4bba-b16f-32fad114a767" }
{ "account_age_days": 111, "account_id": "ACCT-DD3DAD983842", "baseline_risk_score": 0.495, "kyc_tier": "tier_1", "session_entropy": 0.882 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1098, "timestamp": "2026-01-02T23:18:00Z", "transaction_amount_usd": 36691.64 }, { "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": 0.537, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 267737.27, "financial_exposure_usd": 485011.42, "recoverable_pct": 0.759 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103616", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-03T12:16:00Z", "trace_id": "53d73efe-f26d-53ad-fa41-84a5e576db87" }
{ "account_age_days": 972, "account_id": "ACCT-E795C5C1143E", "baseline_risk_score": 0.242, "kyc_tier": "tier_1", "session_entropy": 0.212 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 362, "timestamp": "2026-01-03T02:30:00Z", "transaction_amount_usd": 20.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.551, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4329029.93, "financial_exposure_usd": 8258887.38, "recoverable_pct": 0.834 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107272", "label": "benign", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-06T01:12:00Z", "trace_id": "23f949bb-8b9f-7864-732e-6aa076e41d78" }
{ "account_age_days": 719, "account_id": "ACCT-6D49AD18E02D", "baseline_risk_score": 0.116, "kyc_tier": "tier_3", "session_entropy": 0.232 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 763, "timestamp": "2026-01-06T01:12:00Z", "transaction_amount_usd": 9479.47 }, { "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": 0.747, "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": 1133.26, "financial_exposure_usd": 1794.84, "recoverable_pct": 0.791 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109065", "label": "benign", "label_confidence": 0.693, "severity": "low", "timestamp": "2026-01-07T07:05:00Z", "trace_id": "3d402ce1-984e-7509-bc1d-ceb9f61920b0" }
{ "account_age_days": 1284, "account_id": "ACCT-A066AF1638BC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.344 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 109, "timestamp": "2026-01-07T07:05:00Z", "transaction_amount_usd": 4496.62 }, { "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": 0.515, "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": 982.46, "financial_exposure_usd": 2284.18, "recoverable_pct": 0.485 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106963", "label": "benign", "label_confidence": 0.598, "severity": "low", "timestamp": "2026-01-05T20:03:00Z", "trace_id": "ba8259b2-e1cc-9087-e13e-202915b476d3" }
{ "account_age_days": 1747, "account_id": "ACCT-309F9B3B07B0", "baseline_risk_score": 0.094, "kyc_tier": "tier_1", "session_entropy": 0.136 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 139, "timestamp": "2026-01-05T08:31:00Z", "transaction_amount_usd": 6.36 }, { "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": 0.543, "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": 923.04, "financial_exposure_usd": 1462.01, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104816", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-04T08:16:00Z", "trace_id": "2aa2ee30-98de-3d28-75a8-b6da14a763a3" }
{ "account_age_days": 698, "account_id": "ACCT-97871A581DA2", "baseline_risk_score": 0.246, "kyc_tier": "tier_2", "session_entropy": 0.117 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 431, "timestamp": "2026-01-04T08:16:00Z", "transaction_amount_usd": 2688390.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.608, "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": 2379593.92, "financial_exposure_usd": 4888466.17, "recoverable_pct": 0.809 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103857", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-03T16:17:00Z", "trace_id": "c8131bc6-3257-5ab7-435d-47231b94257b" }
{ "account_age_days": 1099, "account_id": "ACCT-22B8763D78D5", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.445 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 711, "timestamp": "2026-01-03T16:17:00Z", "transaction_amount_usd": 1403695.24 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.46, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 4147547.22, "financial_exposure_usd": 6794841.2, "recoverable_pct": 0.948 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103952", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-03T17:52:00Z", "trace_id": "0594ec93-63e4-b02d-e3fb-e2c9837627aa" }
{ "account_age_days": 950, "account_id": "ACCT-EE96600E3D2C", "baseline_risk_score": 0.275, "kyc_tier": "tier_3", "session_entropy": 0.813 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 566, "timestamp": "2026-01-03T17:52:00Z", "transaction_amount_usd": 2395842.78 }, { "asset": "BTC", "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": 0.44, "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 AN...
{ "customer_funds_at_risk_usd": 4671687.72, "financial_exposure_usd": 5747162.84, "recoverable_pct": 0.538 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100985", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-01T16:25:00Z", "trace_id": "292ac2ca-c24e-2a72-904e-30f1d6285ca5" }
{ "account_age_days": 253, "account_id": "ACCT-19F9445EB33A", "baseline_risk_score": 0.397, "kyc_tier": "tier_2", "session_entropy": 0.658 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 275, "timestamp": "2026-01-01T09:26:00Z", "transaction_amount_usd": 12.6 }, { "asset": "USDC", "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": 0.6, "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 H...
{ "customer_funds_at_risk_usd": 757957.37, "financial_exposure_usd": 890926.47, "recoverable_pct": 0.767 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100432", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-01T07:12:00Z", "trace_id": "66b0d207-c999-79a6-05c6-56cc610bbab9" }
{ "account_age_days": 815, "account_id": "ACCT-F5E8EA6EA335", "baseline_risk_score": 0.594, "kyc_tier": "tier_1", "session_entropy": 0.48 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 84, "timestamp": "2026-01-01T07:12:00Z", "transaction_amount_usd": 114255.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.375, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 398084.9, "financial_exposure_usd": 794152.21, "recoverable_pct": 0.212 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102867", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-02T23:47:00Z", "trace_id": "a9181085-2721-c2a7-4262-ca35ba950d83" }
{ "account_age_days": 1161, "account_id": "ACCT-01471C1FC49B", "baseline_risk_score": 0.423, "kyc_tier": "tier_2", "session_entropy": 0.189 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 341, "timestamp": "2026-01-02T11:20:00Z", "transaction_amount_usd": 22.13 }, { "asset": "SOL", "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": 0.422, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "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": 828564.9, "financial_exposure_usd": 1024195.46, "recoverable_pct": 0.52 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102981", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-03T01:41:00Z", "trace_id": "763f2016-3605-5cd9-7dbf-44316b5b7922" }
{ "account_age_days": 1478, "account_id": "ACCT-144E2A843AE6", "baseline_risk_score": 0.511, "kyc_tier": "tier_3", "session_entropy": 0.518 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 860, "timestamp": "2026-01-03T01:41:00Z", "transaction_amount_usd": 53788.62 }, { "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": 0.709, "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": 871146.37, "financial_exposure_usd": 1216656.02, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104849", "label": "fraudulent", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-04T08:49:00Z", "trace_id": "134bf8fe-66ef-ee0f-40a9-b129e64f9666" }
{ "account_age_days": 915, "account_id": "ACCT-FFC07A199167", "baseline_risk_score": 0.379, "kyc_tier": "tier_1", "session_entropy": 0.548 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 223, "timestamp": "2026-01-04T04:07:00Z", "transaction_amount_usd": 8.38 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.84, "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 p...
{ "customer_funds_at_risk_usd": 5809608.38, "financial_exposure_usd": 7559935.83, "recoverable_pct": 0.91 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109440", "label": "benign", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-07T13:20:00Z", "trace_id": "ff98eb80-97f4-7368-d5a2-0075af1e85bb" }
{ "account_age_days": 244, "account_id": "ACCT-60E9AA3B62D1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 689, "timestamp": "2026-01-07T13:20:00Z", "transaction_amount_usd": 12421.78 }, { "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": 0.605, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 290.4, "financial_exposure_usd": 550.14, "recoverable_pct": 0.58 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108682", "label": "benign", "label_confidence": 0.672, "severity": "medium", "timestamp": "2026-01-07T00:42:00Z", "trace_id": "00f2faba-340f-2927-09c7-dbf2ca3e003a" }
{ "account_age_days": 961, "account_id": "ACCT-4BF5180894B4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.862 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 998, "timestamp": "2026-01-07T00:42:00Z", "transaction_amount_usd": 13201.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.463, "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": 1888.62, "financial_exposure_usd": 4686.44, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103104", "label": "fraudulent", "label_confidence": 0.964, "severity": "medium", "timestamp": "2026-01-03T03:44:00Z", "trace_id": "083eb7ab-dca3-1544-6e22-1ff5066ccc88" }
{ "account_age_days": 642, "account_id": "ACCT-B7EE884191D4", "baseline_risk_score": 0.597, "kyc_tier": "tier_3", "session_entropy": 0.218 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 234, "timestamp": "2026-01-03T03:44:00Z", "transaction_amount_usd": 4012.23 }, { "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": 0.86, "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 HAVIN...
{ "customer_funds_at_risk_usd": 185832.08, "financial_exposure_usd": 438468.53, "recoverable_pct": 0.353 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106993", "label": "benign", "label_confidence": 0.509, "severity": "medium", "timestamp": "2026-01-05T20:33:00Z", "trace_id": "6b7d02ad-38c1-c1ce-4f49-36fa4b6ecf5a" }
{ "account_age_days": 757, "account_id": "ACCT-F7B1C9EF7409", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.136 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 358, "timestamp": "2026-01-05T20:33:00Z", "transaction_amount_usd": 14855.31 }, { "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": 0.567, "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": 3756.93, "financial_exposure_usd": 5632.42, "recoverable_pct": 0.837 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109686", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-07T17:26:00Z", "trace_id": "3ab0100a-b468-1b9f-00bb-636a02105811" }
{ "account_age_days": 138, "account_id": "ACCT-E7AE980E0465", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 165, "timestamp": "2026-01-07T17:26:00Z", "transaction_amount_usd": 2720.44 }, { "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": 0.596, "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": 3865.56, "financial_exposure_usd": 3893.8, "recoverable_pct": 0.807 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108233", "label": "benign", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-06T17:13:00Z", "trace_id": "6e8e76ee-0a1a-3b70-c679-15053b0f83c9" }
{ "account_age_days": 1150, "account_id": "ACCT-E02C55F7794D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.292 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 273, "timestamp": "2026-01-06T14:04:00Z", "transaction_amount_usd": 13.36 }, { "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": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2188.88, "financial_exposure_usd": 3062.6, "recoverable_pct": 0.998 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105498", "label": "fraudulent", "label_confidence": 0.771, "severity": "high", "timestamp": "2026-01-04T19:38:00Z", "trace_id": "a928b415-1f3d-197a-5761-f4a8c60bf260" }
{ "account_age_days": 841, "account_id": "ACCT-A3C669F3E818", "baseline_risk_score": 0.13, "kyc_tier": "tier_1", "session_entropy": 0.859 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 174, "timestamp": "2026-01-04T19:38:00Z", "transaction_amount_usd": 240517.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.428, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3859080.11, "financial_exposure_usd": 4198653.61, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109796", "label": "benign", "label_confidence": 0.476, "severity": "medium", "timestamp": "2026-01-07T19:16:00Z", "trace_id": "dffcacf1-1726-ace0-6578-0af2bd800790" }
{ "account_age_days": 1149, "account_id": "ACCT-065EF73A8C4A", "baseline_risk_score": 0.081, "kyc_tier": "tier_2", "session_entropy": 0.359 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 321, "timestamp": "2026-01-07T19:16:00Z", "transaction_amount_usd": 12466.91 }, { "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": 0.533, "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": 1721.35, "financial_exposure_usd": 1779.27, "recoverable_pct": 0.765 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102532", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-02T18:12:00Z", "trace_id": "63954520-88d6-53fb-ed27-dc9c32ee7e92" }
{ "account_age_days": 682, "account_id": "ACCT-A7135C65DCD0", "baseline_risk_score": 0.58, "kyc_tier": "tier_2", "session_entropy": 0.904 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 846, "timestamp": "2026-01-02T18:12:00Z", "transaction_amount_usd": 16497.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.582, "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": 577234.86, "financial_exposure_usd": 890628.36, "recoverable_pct": 0.623 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103824", "label": "fraudulent", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-03T15:44:00Z", "trace_id": "bf60f6e7-23cc-2d29-0c3c-1212f44f7852" }
{ "account_age_days": 1672, "account_id": "ACCT-4E83F1EA00A1", "baseline_risk_score": 0.36, "kyc_tier": "tier_3", "session_entropy": 0.207 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 316, "timestamp": "2026-01-03T15:44:00Z", "transaction_amount_usd": 552200.29 }, { "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": 0.617, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2049047.52, "financial_exposure_usd": 2682881.76, "recoverable_pct": 0.637 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100105", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-01T01:45:00Z", "trace_id": "88efe82b-1f3e-ea66-af6c-6f61cfefa2a2" }
{ "account_age_days": 1565, "account_id": "ACCT-C481EA69F83B", "baseline_risk_score": 0.283, "kyc_tier": "tier_1", "session_entropy": 0.806 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 603, "timestamp": "2026-01-01T01:45:00Z", "transaction_amount_usd": 46922.29 }, { "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": 0.761, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 371160.54, "financial_exposure_usd": 553232.81, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101606", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-02T02:46:00Z", "trace_id": "069938c0-7d74-8db9-991c-68c4e91ac331" }
{ "account_age_days": 1090, "account_id": "ACCT-B456B1F9EADD", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.274 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 683, "timestamp": "2026-01-02T02:46:00Z", "transaction_amount_usd": 20963.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.638, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 838630.86, "financial_exposure_usd": 1030943.53, "recoverable_pct": 0.245 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107780", "label": "benign", "label_confidence": 0.572, "severity": "low", "timestamp": "2026-01-06T09:40:00Z", "trace_id": "c1da4079-28b7-fc54-f914-809839be0a99" }
{ "account_age_days": 1815, "account_id": "ACCT-9F5C92F26CDC", "baseline_risk_score": 0.103, "kyc_tier": "tier_3", "session_entropy": 0.426 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 597, "timestamp": "2026-01-06T09:40:00Z", "transaction_amount_usd": 8220.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.742, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 3088.49, "financial_exposure_usd": 5822.34, "recoverable_pct": 0.59 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104680", "label": "fraudulent", "label_confidence": 0.74, "severity": "critical", "timestamp": "2026-01-04T06:00:00Z", "trace_id": "ccf63bbe-3d1e-aeaf-674d-20d5477a8650" }
{ "account_age_days": 1272, "account_id": "ACCT-DFE8C7E929EF", "baseline_risk_score": 0.162, "kyc_tier": "tier_2", "session_entropy": 0.837 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 699, "timestamp": "2026-01-04T06:00:00Z", "transaction_amount_usd": 228595.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.778, "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": 7652311.64, "financial_exposure_usd": 8123282.3, "recoverable_pct": 0.965 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101231", "label": "fraudulent", "label_confidence": 0.905, "severity": "critical", "timestamp": "2026-01-01T20:31:00Z", "trace_id": "a624fc7c-af2f-c90a-170f-d932dbadc5f6" }
{ "account_age_days": 1503, "account_id": "ACCT-8E41ECFACDA6", "baseline_risk_score": 0.362, "kyc_tier": "tier_3", "session_entropy": 0.464 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 476, "timestamp": "2026-01-01T20:31:00Z", "transaction_amount_usd": 112791.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "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": 1153261.02, "financial_exposure_usd": 1263065.03, "recoverable_pct": 0.22 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102241", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-02T13:21:00Z", "trace_id": "5df49176-72d5-50fd-f6b1-bb79b9f8456d" }
{ "account_age_days": 670, "account_id": "ACCT-7DCA90EA5870", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 990, "timestamp": "2026-01-02T13:21:00Z", "transaction_amount_usd": 60309.52 }, { "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": 0.88, "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": 364869.42, "financial_exposure_usd": 621941.19, "recoverable_pct": 0.31 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109274", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T10:34:00Z", "trace_id": "33970b5e-5569-9491-4a77-a2601dbac54c" }
{ "account_age_days": 253, "account_id": "ACCT-4B8973DA102E", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.895 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1056, "timestamp": "2026-01-07T10:34:00Z", "transaction_amount_usd": 6102.11 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "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": 3183.66, "financial_exposure_usd": 3404.25, "recoverable_pct": 0.418 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104279", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-03T23:19:00Z", "trace_id": "80741eae-96bb-9806-b417-6d33aca8d96b" }
{ "account_age_days": 1089, "account_id": "ACCT-5A6CB214B3FA", "baseline_risk_score": 0.406, "kyc_tier": "tier_2", "session_entropy": 0.631 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 698, "timestamp": "2026-01-03T23:19:00Z", "transaction_amount_usd": 207186.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.574, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1926591.14, "financial_exposure_usd": 4116189.57, "recoverable_pct": 0.819 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100977", "label": "fraudulent", "label_confidence": 0.911, "severity": "critical", "timestamp": "2026-01-01T16:17:00Z", "trace_id": "e3c92605-20aa-25d8-3e08-4e456603035a" }
{ "account_age_days": 1553, "account_id": "ACCT-035F5E9DE136", "baseline_risk_score": 0.629, "kyc_tier": "tier_1", "session_entropy": 0.192 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1106, "timestamp": "2026-01-01T16:17:00Z", "transaction_amount_usd": 38818.52 }, { "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": 0.878, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 229244.92, "financial_exposure_usd": 568455.47, "recoverable_pct": 0.632 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103547", "label": "fraudulent", "label_confidence": 0.826, "severity": "critical", "timestamp": "2026-01-03T11:07:00Z", "trace_id": "ee8ad662-ca76-d690-037c-33fee457f5b8" }
{ "account_age_days": 1984, "account_id": "ACCT-F46F20D1C0BD", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 617, "timestamp": "2026-01-03T11:07:00Z", "transaction_amount_usd": 2994886.33 }, { "asset": "USD", "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": 0.903, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2540019.88, "financial_exposure_usd": 4391438.21, "recoverable_pct": 0.841 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107706", "label": "benign", "label_confidence": 0.493, "severity": "high", "timestamp": "2026-01-06T08:26:00Z", "trace_id": "5ee1d727-0d3d-53e7-e1a9-04ef883ed51e" }
{ "account_age_days": 1884, "account_id": "ACCT-6B46DA361D9C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1103, "timestamp": "2026-01-06T08:26:00Z", "transaction_amount_usd": 7880.61 }, { "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": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1910.59, "financial_exposure_usd": 2550.67, "recoverable_pct": 0.856 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109793", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-07T19:13:00Z", "trace_id": "25769f85-7288-ac1d-fde1-717a182ed255" }
{ "account_age_days": 1736, "account_id": "ACCT-2EAD86EE8AAB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.843 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 636, "timestamp": "2026-01-07T19:13:00Z", "transaction_amount_usd": 7995.56 }, { "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 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 740.36, "financial_exposure_usd": 1289, "recoverable_pct": 0.932 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103222", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-03T05:42:00Z", "trace_id": "af03ad47-a2d9-7306-299a-2b949ffec052" }
{ "account_age_days": 595, "account_id": "ACCT-F4799CC5AF40", "baseline_risk_score": 0.566, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 542, "timestamp": "2026-01-03T05:42:00Z", "transaction_amount_usd": 36801.31 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.556, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 491093.23, "financial_exposure_usd": 761279.75, "recoverable_pct": 0.37 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105079", "label": "fraudulent", "label_confidence": 0.76, "severity": "low", "timestamp": "2026-01-04T12:39:00Z", "trace_id": "3a792770-6085-a92e-5775-15e2a5426350" }
{ "account_age_days": 359, "account_id": "ACCT-20756DC352A5", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.165 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1171, "timestamp": "2026-01-04T12:39:00Z", "transaction_amount_usd": 1518070.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.577, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3433354.25, "financial_exposure_usd": 3531125.5, "recoverable_pct": 0.52 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105994", "label": "fraudulent", "label_confidence": 0.782, "severity": "high", "timestamp": "2026-01-05T03:54:00Z", "trace_id": "eb4d4f51-0a7b-56b7-c2f9-d554ba71d252" }
{ "account_age_days": 341, "account_id": "ACCT-6B0351840949", "baseline_risk_score": 0.332, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 837, "timestamp": "2026-01-05T03:54:00Z", "transaction_amount_usd": 2284328.47 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.618, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3126218.25, "financial_exposure_usd": 5984193.82, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105530", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-04T20:10:00Z", "trace_id": "42f758e3-5747-7285-fb8e-198261383fe1" }
{ "account_age_days": 171, "account_id": "ACCT-E5D3820313D9", "baseline_risk_score": 0.101, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 709, "timestamp": "2026-01-04T20:10:00Z", "transaction_amount_usd": 2517806.51 }, { "asset": "ETH", "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": 0.591, "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": 2744281.85, "financial_exposure_usd": 4279525.36, "recoverable_pct": 0.485 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108519", "label": "benign", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-06T21:59:00Z", "trace_id": "2efa9b81-ceca-37e8-1396-fe29305a3232" }
{ "account_age_days": 1877, "account_id": "ACCT-23B135F0660F", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 290, "timestamp": "2026-01-06T12:29:00Z", "transaction_amount_usd": 3.74 }, { "asset": "SOL", "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": 0.746, "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": 2383.68, "financial_exposure_usd": 2677.39, "recoverable_pct": 0.971 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101412", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-01T23:32:00Z", "trace_id": "9bf8fe15-f383-b76a-06b5-e33b225b33cc" }
{ "account_age_days": 1930, "account_id": "ACCT-8548645E68A3", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.899 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 829, "timestamp": "2026-01-01T23:32:00Z", "transaction_amount_usd": 19208.64 }, { "asset": "EUR", "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": 0.766, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 794723.22, "financial_exposure_usd": 814306.27, "recoverable_pct": 0.763 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103131", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-03T04:11:00Z", "trace_id": "db700843-e24a-23ec-0341-d73186ef925b" }
{ "account_age_days": 1681, "account_id": "ACCT-9F9B71F92E26", "baseline_risk_score": 0.581, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 207, "timestamp": "2026-01-02T16:34:00Z", "transaction_amount_usd": 7.17 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.707, "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": 898263.27, "financial_exposure_usd": 989386.54, "recoverable_pct": 0.377 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107291", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-06T01:31:00Z", "trace_id": "8db00c6b-c752-20f2-e9b7-9e47e174b63f" }
{ "account_age_days": 637, "account_id": "ACCT-01F5CFFFEF36", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.64 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 195, "timestamp": "2026-01-06T01:31:00Z", "transaction_amount_usd": 1861.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.669, "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": 704.1, "financial_exposure_usd": 1540.74, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102273", "label": "fraudulent", "label_confidence": 0.822, "severity": "low", "timestamp": "2026-01-02T13:53:00Z", "trace_id": "b1462f08-c044-9ed3-26fb-49c2a01df13b" }
{ "account_age_days": 724, "account_id": "ACCT-71551F377299", "baseline_risk_score": 0.453, "kyc_tier": "tier_2", "session_entropy": 0.778 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 214, "timestamp": "2026-01-02T12:09:00Z", "transaction_amount_usd": 12.72 }, { "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": 0.79, "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": 202460.84, "financial_exposure_usd": 274863.22, "recoverable_pct": 0.534 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101016", "label": "fraudulent", "label_confidence": 0.833, "severity": "low", "timestamp": "2026-01-01T16:56:00Z", "trace_id": "6c32e305-049a-d3ea-b3c1-e9690bb05c94" }
{ "account_age_days": 1900, "account_id": "ACCT-85574E06E0DE", "baseline_risk_score": 0.568, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1126, "timestamp": "2026-01-01T16:56:00Z", "transaction_amount_usd": 72433.41 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.493, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 406262.93, "financial_exposure_usd": 537013.79, "recoverable_pct": 0.772 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101554", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-02T01:54:00Z", "trace_id": "d1d798f1-96f0-2aa2-6b2e-6945b620c496" }
{ "account_age_days": 361, "account_id": "ACCT-3D98E117634E", "baseline_risk_score": 0.516, "kyc_tier": "tier_2", "session_entropy": 0.348 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 195, "timestamp": "2026-01-01T18:22:00Z", "transaction_amount_usd": 22.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.404, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 9", "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": 341542.88, "financial_exposure_usd": 559123.48, "recoverable_pct": 0.767 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105477", "label": "fraudulent", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-04T19:17:00Z", "trace_id": "e4d4a210-f483-88b4-490f-efbfb45eba06" }
{ "account_age_days": 1707, "account_id": "ACCT-53480CE380CB", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.774 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1143, "timestamp": "2026-01-04T19:17:00Z", "transaction_amount_usd": 2445357.36 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.56, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5307275.72, "financial_exposure_usd": 8329734.51, "recoverable_pct": 0.951 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105029", "label": "fraudulent", "label_confidence": 0.71, "severity": "medium", "timestamp": "2026-01-04T11:49:00Z", "trace_id": "f49d6b13-a085-bbd9-def8-5aadf4bea23e" }
{ "account_age_days": 999, "account_id": "ACCT-D8066A5A1772", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.617 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 928, "timestamp": "2026-01-04T11:49:00Z", "transaction_amount_usd": 1469651.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.768, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6689782.68, "financial_exposure_usd": 9381433.79, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107366", "label": "benign", "label_confidence": 0.621, "severity": "low", "timestamp": "2026-01-06T02:46:00Z", "trace_id": "fb1f76a8-97a5-f505-7fc1-bfdc0ee0c265" }
{ "account_age_days": 1340, "account_id": "ACCT-2F0D669969DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.271 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1190, "timestamp": "2026-01-06T02:46:00Z", "transaction_amount_usd": 7023.35 }, { "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": 0.535, "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": 3969.04, "financial_exposure_usd": 6128.64, "recoverable_pct": 0.941 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103744", "label": "fraudulent", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-03T14:24:00Z", "trace_id": "8574e5ab-4b85-9139-e64d-c0d6709f4f43" }
{ "account_age_days": 1997, "account_id": "ACCT-DA2E3FF4E91B", "baseline_risk_score": 0.09, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 235, "timestamp": "2026-01-03T03:06:00Z", "transaction_amount_usd": 24.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.753, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3531134.03, "financial_exposure_usd": 6138050.66, "recoverable_pct": 0.871 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104883", "label": "fraudulent", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-04T09:23:00Z", "trace_id": "703cc01b-4909-7f29-b1e4-6886a4ddfe62" }
{ "account_age_days": 1017, "account_id": "ACCT-13F4164B2544", "baseline_risk_score": 0.08, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 996, "timestamp": "2026-01-04T09:23:00Z", "transaction_amount_usd": 766599.38 }, { "asset": "EUR", "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": 0.558, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3110088.34, "financial_exposure_usd": 5106602.93, "recoverable_pct": 0.617 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101965", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-02T08:45:00Z", "trace_id": "a844215a-3f10-a0ad-ee99-9ad24de48bf2" }
{ "account_age_days": 1359, "account_id": "ACCT-475ECA546E1B", "baseline_risk_score": 0.351, "kyc_tier": "tier_1", "session_entropy": 0.294 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 891, "timestamp": "2026-01-02T08:45:00Z", "transaction_amount_usd": 80815.79 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "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": 619190.26, "financial_exposure_usd": 761278.85, "recoverable_pct": 0.204 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102090", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-02T10:50:00Z", "trace_id": "97da3d52-36ff-3c67-6645-2877138b64f3" }
{ "account_age_days": 1787, "account_id": "ACCT-005DA6E3ABD2", "baseline_risk_score": 0.328, "kyc_tier": "tier_3", "session_entropy": 0.288 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1153, "timestamp": "2026-01-02T10:50:00Z", "transaction_amount_usd": 81408.53 }, { "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": 0.578, "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": 661068.09, "financial_exposure_usd": 768379.13, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104349", "label": "fraudulent", "label_confidence": 0.86, "severity": "critical", "timestamp": "2026-01-04T00:29:00Z", "trace_id": "e0d13e49-6c0a-736a-566e-4890ce76cfb4" }
{ "account_age_days": 179, "account_id": "ACCT-A76B01DED98E", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.296 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 221, "timestamp": "2026-01-03T17:52:00Z", "transaction_amount_usd": 20.86 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.712, "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": 1564660.11, "financial_exposure_usd": 3907209.21, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104723", "label": "fraudulent", "label_confidence": 0.84, "severity": "high", "timestamp": "2026-01-04T06:43:00Z", "trace_id": "2d920f6a-a633-3cd4-d124-c5321887ffdd" }
{ "account_age_days": 33, "account_id": "ACCT-4A5158B3B62B", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.814 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 448, "timestamp": "2026-01-04T06:43:00Z", "transaction_amount_usd": 958712.46 }, { "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": 0.664, "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": 2937221.23, "financial_exposure_usd": 6563821.55, "recoverable_pct": 0.675 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108878", "label": "benign", "label_confidence": 0.582, "severity": "low", "timestamp": "2026-01-07T03:58:00Z", "trace_id": "0687aed0-77f1-3b48-b24d-48638bb147e4" }
{ "account_age_days": 863, "account_id": "ACCT-870FA21BF18A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.828 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 84, "timestamp": "2026-01-06T22:44:00Z", "transaction_amount_usd": 15.86 }, { "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": 0.551, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 377.31, "financial_exposure_usd": 540.9, "recoverable_pct": 0.742 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106443", "label": "fraudulent", "label_confidence": 0.771, "severity": "low", "timestamp": "2026-01-05T11:23:00Z", "trace_id": "55159837-2299-9165-ccd1-eced133f62af" }
{ "account_age_days": 951, "account_id": "ACCT-1B355E50039B", "baseline_risk_score": 0.203, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 252, "timestamp": "2026-01-05T06:18:00Z", "transaction_amount_usd": 14.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.636, "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": 2879906.26, "financial_exposure_usd": 4094025.64, "recoverable_pct": 0.923 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101466", "label": "fraudulent", "label_confidence": 0.875, "severity": "low", "timestamp": "2026-01-02T00:26:00Z", "trace_id": "efb8dcd5-886d-7a41-c638-28e21591df25" }
{ "account_age_days": 959, "account_id": "ACCT-85F33A2F9CD4", "baseline_risk_score": 0.63, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 270, "timestamp": "2026-01-01T13:57:00Z", "transaction_amount_usd": 9.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.903, "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": 471249.03, "financial_exposure_usd": 688730.31, "recoverable_pct": 0.241 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107302", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-06T01:42:00Z", "trace_id": "d3166a56-60a8-54ce-7a34-ff6fae067ac5" }
{ "account_age_days": 1412, "account_id": "ACCT-AAA0D8DB591F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.318 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 750, "timestamp": "2026-01-06T01:42:00Z", "transaction_amount_usd": 6713.92 }, { "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": 0.675, "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": 4604.51, "financial_exposure_usd": 7840.83, "recoverable_pct": 0.916 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102347", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-02T15:07:00Z", "trace_id": "1e5b8116-f5ac-b6f3-120a-dd1ba55a3aa4" }
{ "account_age_days": 249, "account_id": "ACCT-6D214CB5EC16", "baseline_risk_score": 0.616, "kyc_tier": "tier_1", "session_entropy": 0.581 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 760, "timestamp": "2026-01-02T15:07:00Z", "transaction_amount_usd": 117615.44 }, { "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": 0.922, "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": 219129.39, "financial_exposure_usd": 529965.5, "recoverable_pct": 0.421 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103407", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-03T08:47:00Z", "trace_id": "7f36c057-21e8-107a-8985-c51ac051b911" }
{ "account_age_days": 175, "account_id": "ACCT-A63C84FDAC9F", "baseline_risk_score": 0.167, "kyc_tier": "tier_3", "session_entropy": 0.545 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1153, "timestamp": "2026-01-03T08:47:00Z", "transaction_amount_usd": 1593688.05 }, { "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": 0.866, "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": 5272024.31, "financial_exposure_usd": 7674837.27, "recoverable_pct": 0.601 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103383", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-03T08:23:00Z", "trace_id": "bac1c81f-baf2-8b91-b0c0-40adb14bcbd0" }
{ "account_age_days": 1637, "account_id": "ACCT-616E6F1FB277", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.677 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 722, "timestamp": "2026-01-03T08:23:00Z", "transaction_amount_usd": 2506483.3 }, { "asset": "USDC", "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": 0.887, "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": 3577579.62, "financial_exposure_usd": 4418022.94, "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-103951", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-03T17:51:00Z", "trace_id": "176602b1-016c-6372-5f1d-27bb07cd1001" }
{ "account_age_days": 369, "account_id": "ACCT-187F3955D623", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.593 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 376, "timestamp": "2026-01-03T12:05:00Z", "transaction_amount_usd": 17.06 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.838, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1629986.62, "financial_exposure_usd": 2551533.74, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100511", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-01T08:31:00Z", "trace_id": "f0294048-c747-9b4f-0bd5-7513e31d5f0f" }
{ "account_age_days": 930, "account_id": "ACCT-C1840A08C0B0", "baseline_risk_score": 0.363, "kyc_tier": "tier_2", "session_entropy": 0.45 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1152, "timestamp": "2026-01-01T08:31:00Z", "transaction_amount_usd": 29487.1 }, { "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": 0.499, "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": 534252.79, "financial_exposure_usd": 575451.16, "recoverable_pct": 0.684 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101847", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-02T06:47:00Z", "trace_id": "59e6faa1-4eff-6b20-d94b-9f59a29001f9" }
{ "account_age_days": 1893, "account_id": "ACCT-E7E722C14E1B", "baseline_risk_score": 0.462, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 704, "timestamp": "2026-01-02T06:47:00Z", "transaction_amount_usd": 71501.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "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": 594926.37, "financial_exposure_usd": 922953.11, "recoverable_pct": 0.34 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105392", "label": "fraudulent", "label_confidence": 0.811, "severity": "critical", "timestamp": "2026-01-04T17:52:00Z", "trace_id": "71657128-2e4b-6141-6d98-b4d2d8fb34a6" }
{ "account_age_days": 511, "account_id": "ACCT-4C9D5D7933C1", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 122, "timestamp": "2026-01-04T07:39:00Z", "transaction_amount_usd": 19.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.784, "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": 1809549.31, "financial_exposure_usd": 4112652.52, "recoverable_pct": 0.639 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103237", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-03T05:57:00Z", "trace_id": "dd3f9242-26df-923c-df15-a90eba544d52" }
{ "account_age_days": 832, "account_id": "ACCT-C0B3C0AF0147", "baseline_risk_score": 0.561, "kyc_tier": "tier_2", "session_entropy": 0.487 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 704, "timestamp": "2026-01-03T05:57:00Z", "transaction_amount_usd": 64835.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.41, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 79618.87, "financial_exposure_usd": 173432.29, "recoverable_pct": 0.405 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109860", "label": "benign", "label_confidence": 0.574, "severity": "low", "timestamp": "2026-01-07T20:20:00Z", "trace_id": "4911ba50-7d0b-ec7f-bd7b-e5a3d9451f6b" }
{ "account_age_days": 1735, "account_id": "ACCT-6207A4AE14B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1058, "timestamp": "2026-01-07T20:20:00Z", "transaction_amount_usd": 8159.45 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.704, "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": 4635.84, "financial_exposure_usd": 5304.9, "recoverable_pct": 0.904 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103793", "label": "fraudulent", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-03T15:13:00Z", "trace_id": "0ce5b38e-0e45-4e26-40f5-daef58db14e7" }
{ "account_age_days": 1729, "account_id": "ACCT-EA3F3D487FE1", "baseline_risk_score": 0.416, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 964, "timestamp": "2026-01-03T15:13:00Z", "transaction_amount_usd": 1227706.52 }, { "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": 0.385, "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": 5052013.63, "financial_exposure_usd": 6902248.64, "recoverable_pct": 0.517 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105763", "label": "fraudulent", "label_confidence": 0.887, "severity": "medium", "timestamp": "2026-01-05T00:03:00Z", "trace_id": "3ac40632-018f-c370-0e33-11a1cea75345" }
{ "account_age_days": 628, "account_id": "ACCT-B14283B5DFB8", "baseline_risk_score": 0.242, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 358, "timestamp": "2026-01-05T00:03:00Z", "transaction_amount_usd": 2368028.15 }, { "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": 0.523, "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": 2059830.79, "financial_exposure_usd": 4121036.38, "recoverable_pct": 0.652 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105231", "label": "fraudulent", "label_confidence": 0.896, "severity": "low", "timestamp": "2026-01-04T15:11:00Z", "trace_id": "9cee3444-2420-dad4-a678-5f2304c35b6b" }
{ "account_age_days": 65, "account_id": "ACCT-DC94F8894D9F", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 153, "timestamp": "2026-01-04T15:11:00Z", "transaction_amount_usd": 419107.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.594, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2801164.23, "financial_exposure_usd": 3312589.93, "recoverable_pct": 0.93 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102523", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-02T18:03:00Z", "trace_id": "e979b992-729d-5361-70df-fe6c47674e52" }
{ "account_age_days": 587, "account_id": "ACCT-B6C622CF7809", "baseline_risk_score": 0.312, "kyc_tier": "tier_3", "session_entropy": 0.775 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 901, "timestamp": "2026-01-02T18:03:00Z", "transaction_amount_usd": 98736.08 }, { "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": 0.487, "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": 997831.15, "financial_exposure_usd": 1280383.88, "recoverable_pct": 0.175 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108838", "label": "benign", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-07T03:18:00Z", "trace_id": "58521425-565a-d65a-ff76-179258e4aa07" }
{ "account_age_days": 1525, "account_id": "ACCT-9BE11E1E2C78", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.31 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 162, "timestamp": "2026-01-07T03:18:00Z", "transaction_amount_usd": 5332.43 }, { "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": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1747.39, "financial_exposure_usd": 2377.15, "recoverable_pct": 0.874 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100446", "label": "fraudulent", "label_confidence": 0.968, "severity": "low", "timestamp": "2026-01-01T07:26:00Z", "trace_id": "a91be945-4bc0-e6a0-199f-558274073b46" }
{ "account_age_days": 57, "account_id": "ACCT-D625E7CDAF79", "baseline_risk_score": 0.446, "kyc_tier": "tier_3", "session_entropy": 0.131 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 804, "timestamp": "2026-01-01T07:26:00Z", "transaction_amount_usd": 25915.28 }, { "asset": "GBP", "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": 0.594, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 461768.94, "financial_exposure_usd": 800024.34, "recoverable_pct": 0.669 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107123", "label": "benign", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-05T22:43:00Z", "trace_id": "6f8ef9da-2afc-0a88-4553-b11148612bb9" }
{ "account_age_days": 921, "account_id": "ACCT-19D4D98AC052", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.551 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 82, "timestamp": "2026-01-05T22:43:00Z", "transaction_amount_usd": 7137.49 }, { "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": 0.501, "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": 656.06, "financial_exposure_usd": 1215.18, "recoverable_pct": 0.973 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101049", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-01T17:29:00Z", "trace_id": "9ebdf552-9ded-2282-dd8b-99ad30aff761" }
{ "account_age_days": 1166, "account_id": "ACCT-27BC843B2EDF", "baseline_risk_score": 0.359, "kyc_tier": "tier_1", "session_entropy": 0.409 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1182, "timestamp": "2026-01-01T17:29:00Z", "transaction_amount_usd": 28296.63 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.65, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 289970.82, "financial_exposure_usd": 294410.28, "recoverable_pct": 0.008 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100884", "label": "fraudulent", "label_confidence": 0.916, "severity": "medium", "timestamp": "2026-01-01T14:44:00Z", "trace_id": "554204c2-e0af-e4e0-4bab-057a1690f9ea" }
{ "account_age_days": 42, "account_id": "ACCT-B9EA38A5D596", "baseline_risk_score": 0.416, "kyc_tier": "tier_3", "session_entropy": 0.516 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 126, "timestamp": "2026-01-01T14:44:00Z", "transaction_amount_usd": 34133.67 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.504, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 745109.94, "financial_exposure_usd": 1117747.68, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103480", "label": "fraudulent", "label_confidence": 0.755, "severity": "medium", "timestamp": "2026-01-03T10:00:00Z", "trace_id": "80fafb6a-feb7-57c5-92e8-5963b8f2f2ef" }
{ "account_age_days": 189, "account_id": "ACCT-AE219AA0AB77", "baseline_risk_score": 0.414, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 114, "timestamp": "2026-01-03T07:15:00Z", "transaction_amount_usd": 13.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.658, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4217734.27, "financial_exposure_usd": 5189449.36, "recoverable_pct": 0.667 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102030", "label": "fraudulent", "label_confidence": 0.863, "severity": "high", "timestamp": "2026-01-02T09:50:00Z", "trace_id": "33a21759-4688-5e33-b10b-737d20695dd6" }
{ "account_age_days": 1738, "account_id": "ACCT-385814B5D2C3", "baseline_risk_score": 0.414, "kyc_tier": "tier_2", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 159, "timestamp": "2026-01-02T09:50:00Z", "transaction_amount_usd": 49222.4 }, { "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": 0.679, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 251458.73, "financial_exposure_usd": 396935.98, "recoverable_pct": 0.562 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105696", "label": "fraudulent", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-04T22:56:00Z", "trace_id": "cfcbebe5-71d3-0b4c-5e7d-aa9b70e8194f" }
{ "account_age_days": 1762, "account_id": "ACCT-5E983C522555", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.661 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 372, "timestamp": "2026-01-04T22:56:00Z", "transaction_amount_usd": 1977826.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.699, "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": 2362149.19, "financial_exposure_usd": 3943288.53, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105277", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-04T15:57:00Z", "trace_id": "e7512204-bd46-955b-7b0e-48f68dfad9ea" }
{ "account_age_days": 1425, "account_id": "ACCT-58EE1243BC7F", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.17 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 344, "timestamp": "2026-01-04T15:57:00Z", "transaction_amount_usd": 2822791.67 }, { "asset": "BTC", "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": 0.68, "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 post...
{ "customer_funds_at_risk_usd": 1758394.56, "financial_exposure_usd": 3369849.77, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100728", "label": "fraudulent", "label_confidence": 0.837, "severity": "high", "timestamp": "2026-01-01T12:08:00Z", "trace_id": "f0b31c9b-5970-bdad-9f26-553c5e17df4a" }
{ "account_age_days": 1435, "account_id": "ACCT-6A92774DA4B8", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 875, "timestamp": "2026-01-01T12:08:00Z", "transaction_amount_usd": 51384.48 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.361, "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": 693593.47, "financial_exposure_usd": 702755.92, "recoverable_pct": 0.257 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }