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-105435", "label": "fraudulent", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-04T18:35:00Z", "trace_id": "7af56ec2-4f29-01b4-91aa-b93e720948e9" }
{ "account_age_days": 1230, "account_id": "ACCT-4C4F29CD8510", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 709, "timestamp": "2026-01-04T18:35:00Z", "transaction_amount_usd": 129161.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2827025.25, "financial_exposure_usd": 3204367.62, "recoverable_pct": 0.95 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109022", "label": "benign", "label_confidence": 0.635, "severity": "critical", "timestamp": "2026-01-07T06:22:00Z", "trace_id": "89d02670-4274-f666-d3e6-785d25461f59" }
{ "account_age_days": 206, "account_id": "ACCT-594DB4C24165", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.665 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1137, "timestamp": "2026-01-07T06:22:00Z", "transaction_amount_usd": 5477.17 }, { "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": 0.624, "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": 998.93, "financial_exposure_usd": 1808.42, "recoverable_pct": 0.663 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107801", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-06T10:01:00Z", "trace_id": "abeed24d-bd12-e445-1110-118c59c14c77" }
{ "account_age_days": 1471, "account_id": "ACCT-CB3674C3BFFE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.754 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 199, "timestamp": "2026-01-06T05:29:00Z", "transaction_amount_usd": 10.32 }, { "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": 0.703, "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": 2069.14, "financial_exposure_usd": 3514.05, "recoverable_pct": 0.965 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100880", "label": "fraudulent", "label_confidence": 0.784, "severity": "critical", "timestamp": "2026-01-01T14:40:00Z", "trace_id": "5a06e318-85c7-2e1e-63e0-d1177099a9e9" }
{ "account_age_days": 1312, "account_id": "ACCT-EB7CEFEA1167", "baseline_risk_score": 0.335, "kyc_tier": "tier_2", "session_entropy": 0.517 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 369, "timestamp": "2026-01-01T14:40:00Z", "transaction_amount_usd": 83328.31 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.481, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 487015.85, "financial_exposure_usd": 936458.9, "recoverable_pct": 0.253 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106359", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-05T09:59:00Z", "trace_id": "aa5570aa-eacf-b067-49af-b89646be4b9f" }
{ "account_age_days": 301, "account_id": "ACCT-379331396884", "baseline_risk_score": 0.056, "kyc_tier": "tier_2", "session_entropy": 0.408 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 382, "timestamp": "2026-01-05T05:44:00Z", "transaction_amount_usd": 18.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POST...
{ "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": 0.753, "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": 1907998.96, "financial_exposure_usd": 4424091.43, "recoverable_pct": 0.458 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107553", "label": "benign", "label_confidence": 0.629, "severity": "high", "timestamp": "2026-01-06T05:53:00Z", "trace_id": "f7122325-8a88-b68b-462e-4307ff05e2dc" }
{ "account_age_days": 1100, "account_id": "ACCT-E04CC7006285", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.413 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 326, "timestamp": "2026-01-06T00:05:00Z", "transaction_amount_usd": 11.69 }, { "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": 0.668, "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": 3663.19, "financial_exposure_usd": 4372.26, "recoverable_pct": 0.766 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102931", "label": "fraudulent", "label_confidence": 0.848, "severity": "critical", "timestamp": "2026-01-03T00:51:00Z", "trace_id": "c4c7fd53-b486-b8ee-8cbc-dbfe88f1e967" }
{ "account_age_days": 675, "account_id": "ACCT-ACB1725687B9", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.297 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 212, "timestamp": "2026-01-03T00:51:00Z", "transaction_amount_usd": 31796.72 }, { "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": 0.714, "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": 563956.27, "financial_exposure_usd": 958941.5, "recoverable_pct": 0.151 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100229", "label": "fraudulent", "label_confidence": 0.946, "severity": "low", "timestamp": "2026-01-01T03:49:00Z", "trace_id": "48a05e4f-b064-672a-394a-6d319b428238" }
{ "account_age_days": 1351, "account_id": "ACCT-D0013B992FC2", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.523 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 814, "timestamp": "2026-01-01T03:49:00Z", "transaction_amount_usd": 40969.58 }, { "asset": "USDC", "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": 0.62, "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 HAVIN...
{ "customer_funds_at_risk_usd": 390898.04, "financial_exposure_usd": 461416.97, "recoverable_pct": 0.601 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101780", "label": "fraudulent", "label_confidence": 0.968, "severity": "critical", "timestamp": "2026-01-02T05:40:00Z", "trace_id": "cb7d6cdb-139c-66c7-9b6a-faac5c8bc45d" }
{ "account_age_days": 1154, "account_id": "ACCT-0B7C68DF753B", "baseline_risk_score": 0.574, "kyc_tier": "tier_1", "session_entropy": 0.416 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 229, "timestamp": "2026-01-02T05:40:00Z", "transaction_amount_usd": 65582.57 }, { "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": 0.746, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 693655.6, "financial_exposure_usd": 894494.06, "recoverable_pct": 0.065 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103587", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-03T11:47:00Z", "trace_id": "a34d2e5f-17c4-0a33-b3ca-759f8534e5b6" }
{ "account_age_days": 1245, "account_id": "ACCT-A5CEC7A2AFBD", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 419, "timestamp": "2026-01-03T11:47:00Z", "transaction_amount_usd": 1494022.11 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.704, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 10493557.01, "financial_exposure_usd": 10515528.44, "recoverable_pct": 0.832 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104112", "label": "fraudulent", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-03T20:32:00Z", "trace_id": "53038658-d41f-0f8b-4830-2e1ebf2840ad" }
{ "account_age_days": 1952, "account_id": "ACCT-4A135E9A0891", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.526 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1177, "timestamp": "2026-01-03T20:32:00Z", "transaction_amount_usd": 1911051.67 }, { "asset": "BTC", "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": 0.83, "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 post...
{ "customer_funds_at_risk_usd": 2641940.68, "financial_exposure_usd": 5194315.34, "recoverable_pct": 0.68 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107669", "label": "benign", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-06T07:49:00Z", "trace_id": "f7bb30b3-ce56-785d-3460-19c61914c6d7" }
{ "account_age_days": 1899, "account_id": "ACCT-66084FE95F02", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.142 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 133, "timestamp": "2026-01-06T02:38:00Z", "transaction_amount_usd": 10.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.784, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 567.41, "financial_exposure_usd": 1019.5, "recoverable_pct": 0.552 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101751", "label": "fraudulent", "label_confidence": 0.917, "severity": "medium", "timestamp": "2026-01-02T05:11:00Z", "trace_id": "4424e8f0-5b53-b43e-83a3-ab7e839d5496" }
{ "account_age_days": 1853, "account_id": "ACCT-2DECD8D7627D", "baseline_risk_score": 0.588, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 347, "timestamp": "2026-01-01T23:55:00Z", "transaction_amount_usd": 11.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.497, "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": 602725.61, "financial_exposure_usd": 741203.12, "recoverable_pct": 0.199 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106485", "label": "fraudulent", "label_confidence": 0.717, "severity": "high", "timestamp": "2026-01-05T12:05:00Z", "trace_id": "dc6a9045-fa52-81bc-f7e0-b26c3e75a6ba" }
{ "account_age_days": 1691, "account_id": "ACCT-CA686C2F0FBF", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.707 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 979, "timestamp": "2026-01-05T12:05:00Z", "transaction_amount_usd": 1788522.06 }, { "asset": "SOL", "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": 0.487, "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": 2193695.65, "financial_exposure_usd": 3458729.38, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103555", "label": "fraudulent", "label_confidence": 0.946, "severity": "low", "timestamp": "2026-01-03T11:15:00Z", "trace_id": "023085e0-d939-d36a-ba70-86edf948e36e" }
{ "account_age_days": 692, "account_id": "ACCT-02BC6119B2F0", "baseline_risk_score": 0.387, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 899, "timestamp": "2026-01-03T11:15:00Z", "transaction_amount_usd": 2746236.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "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": 3316447.42, "financial_exposure_usd": 4727427.42, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101529", "label": "fraudulent", "label_confidence": 0.946, "severity": "medium", "timestamp": "2026-01-02T01:29:00Z", "trace_id": "eaba777c-f670-c004-32d1-d9ee2dcf31d1" }
{ "account_age_days": 1330, "account_id": "ACCT-D6B99B65E43C", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 718, "timestamp": "2026-01-02T01:29:00Z", "transaction_amount_usd": 107784.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 737950.96, "financial_exposure_usd": 1020224.06, "recoverable_pct": 0.253 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106595", "label": "fraudulent", "label_confidence": 0.661, "severity": "low", "timestamp": "2026-01-05T13:55:00Z", "trace_id": "204ebe59-b520-8c39-400c-ec98ea288482" }
{ "account_age_days": 1204, "account_id": "ACCT-06DF3386FF6A", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.377 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 300, "timestamp": "2026-01-05T10:40:00Z", "transaction_amount_usd": 5.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1891556.96, "financial_exposure_usd": 3566018.87, "recoverable_pct": 0.967 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109876", "label": "benign", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-07T20:36:00Z", "trace_id": "80442ecd-021e-6fac-fa9d-b046bd49b29a" }
{ "account_age_days": 80, "account_id": "ACCT-EB928B338213", "baseline_risk_score": 0.086, "kyc_tier": "tier_2", "session_entropy": 0.586 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 380, "timestamp": "2026-01-07T15:51:00Z", "transaction_amount_usd": 5.41 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "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": 4347.1, "financial_exposure_usd": 5413.65, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105089", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-04T12:49:00Z", "trace_id": "ef361935-9830-66b6-b1df-6b3bb67d0fdf" }
{ "account_age_days": 1937, "account_id": "ACCT-5A4EF813D2EF", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 139, "timestamp": "2026-01-04T12:49:00Z", "transaction_amount_usd": 1289235.78 }, { "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": 0.473, "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": 3442064.1, "financial_exposure_usd": 3494878.46, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104740", "label": "fraudulent", "label_confidence": 0.616, "severity": "critical", "timestamp": "2026-01-04T07:00:00Z", "trace_id": "c4e7a9f7-0f33-5e73-1581-55f65420c449" }
{ "account_age_days": 18, "account_id": "ACCT-FF77FC1932AD", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.277 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 792, "timestamp": "2026-01-04T07:00:00Z", "transaction_amount_usd": 2282315.76 }, { "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": 0.519, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4800003.68, "financial_exposure_usd": 6894901.24, "recoverable_pct": 0.504 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108159", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-06T15:59:00Z", "trace_id": "471affd9-ecbe-2a73-6274-eba2dd9322f5" }
{ "account_age_days": 1668, "account_id": "ACCT-737A8F4FEF76", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.749 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 285, "timestamp": "2026-01-06T15:59:00Z", "transaction_amount_usd": 10675.16 }, { "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": 0.705, "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": 676.47, "financial_exposure_usd": 910.49, "recoverable_pct": 0.77 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107991", "label": "benign", "label_confidence": 0.568, "severity": "high", "timestamp": "2026-01-06T13:11:00Z", "trace_id": "bcacba54-e039-05a3-b5a4-5e8a2947a407" }
{ "account_age_days": 1004, "account_id": "ACCT-2BF7E77E6788", "baseline_risk_score": 0.175, "kyc_tier": "tier_2", "session_entropy": 0.526 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 106, "timestamp": "2026-01-06T11:16:00Z", "transaction_amount_usd": 18.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.759, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1256.04, "financial_exposure_usd": 1929.74, "recoverable_pct": 0.88 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101021", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-01T17:01:00Z", "trace_id": "cc075825-69b0-353f-eca3-9912408aac29" }
{ "account_age_days": 1010, "account_id": "ACCT-F82CCD42A9EF", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.628 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1047, "timestamp": "2026-01-01T17:01:00Z", "transaction_amount_usd": 18095.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.724, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 733255.31, "financial_exposure_usd": 886161.53, "recoverable_pct": 0.146 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103390", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-03T08:30:00Z", "trace_id": "d8aaea9b-ffb4-be8e-8cfb-37e4a106991f" }
{ "account_age_days": 366, "account_id": "ACCT-0F9253D54F99", "baseline_risk_score": 0.231, "kyc_tier": "tier_3", "session_entropy": 0.398 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 920, "timestamp": "2026-01-03T08:30:00Z", "transaction_amount_usd": 2699393.15 }, { "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": 0.609, "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": 2445081.44, "financial_exposure_usd": 2637160.22, "recoverable_pct": 0.426 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106983", "label": "benign", "label_confidence": 0.623, "severity": "critical", "timestamp": "2026-01-05T20:23:00Z", "trace_id": "4e9aef80-2be0-5d1b-7d9c-540ec34520d1" }
{ "account_age_days": 846, "account_id": "ACCT-3C853FE079FC", "baseline_risk_score": 0.115, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 505, "timestamp": "2026-01-05T20:23:00Z", "transaction_amount_usd": 7168.63 }, { "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": 0.714, "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": 4610.45, "financial_exposure_usd": 4976.07, "recoverable_pct": 0.414 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107279", "label": "benign", "label_confidence": 0.488, "severity": "low", "timestamp": "2026-01-06T01:19:00Z", "trace_id": "16da6afc-2593-c7c9-7f1b-68a4ee634199" }
{ "account_age_days": 69, "account_id": "ACCT-397919899E93", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1068, "timestamp": "2026-01-06T01:19:00Z", "transaction_amount_usd": 8281.31 }, { "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": 0.655, "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": 2631.86, "financial_exposure_usd": 5210.67, "recoverable_pct": 0.609 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105071", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-04T12:31:00Z", "trace_id": "bde80ff5-4a4d-3fd2-26a1-a4af4cee241f" }
{ "account_age_days": 372, "account_id": "ACCT-E09630BD2908", "baseline_risk_score": 0.171, "kyc_tier": "tier_3", "session_entropy": 0.264 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1081, "timestamp": "2026-01-04T12:31:00Z", "transaction_amount_usd": 2235874.71 }, { "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": 0.477, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3574927.09, "financial_exposure_usd": 6607030.24, "recoverable_pct": 0.625 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103394", "label": "fraudulent", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-03T08:34:00Z", "trace_id": "06e91886-99cc-0957-4f5b-3f40f3062380" }
{ "account_age_days": 1701, "account_id": "ACCT-AC273F2EBBF6", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.125 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 256, "timestamp": "2026-01-03T06:07:00Z", "transaction_amount_usd": 18.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 592651.87, "financial_exposure_usd": 904589.92, "recoverable_pct": 0.593 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100638", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-01T10:38:00Z", "trace_id": "ec5464a1-8773-ae8a-7013-d7625d4a2b4a" }
{ "account_age_days": 3, "account_id": "ACCT-E57E0377AD61", "baseline_risk_score": 0.313, "kyc_tier": "tier_2", "session_entropy": 0.322 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 378, "timestamp": "2026-01-01T08:00:00Z", "transaction_amount_usd": 7.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.475, "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": 684185.95, "financial_exposure_usd": 1138822.51, "recoverable_pct": 0.72 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101271", "label": "fraudulent", "label_confidence": 0.781, "severity": "low", "timestamp": "2026-01-01T21:11:00Z", "trace_id": "1ab228d8-09d9-6e9f-7a88-bb550383c50d" }
{ "account_age_days": 883, "account_id": "ACCT-6C7F31AC1126", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.61 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 252, "timestamp": "2026-01-01T21:11:00Z", "transaction_amount_usd": 953.35 }, { "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": 0.669, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 531209.79, "financial_exposure_usd": 534762.77, "recoverable_pct": 0.461 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104285", "label": "fraudulent", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-03T23:25:00Z", "trace_id": "d68976ec-40c1-1849-7a77-fef956e77870" }
{ "account_age_days": 1867, "account_id": "ACCT-D1720ECB76CD", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 741, "timestamp": "2026-01-03T23:25:00Z", "transaction_amount_usd": 167287.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.902, "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": 3103704.23, "financial_exposure_usd": 4160247.67, "recoverable_pct": 0.886 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105439", "label": "fraudulent", "label_confidence": 0.835, "severity": "medium", "timestamp": "2026-01-04T18:39:00Z", "trace_id": "7e0dc9be-05d7-8282-8d0a-cd729a175b68" }
{ "account_age_days": 1250, "account_id": "ACCT-D39BD4641368", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.214 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 81, "timestamp": "2026-01-04T18:39:00Z", "transaction_amount_usd": 641364.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.812, "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": 2463802.75, "financial_exposure_usd": 3245131.08, "recoverable_pct": 0.417 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108266", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-06T17:46:00Z", "trace_id": "f136f615-33e2-7e0d-966e-b90b014a291d" }
{ "account_age_days": 778, "account_id": "ACCT-788EF9D727B2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.491 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 272, "timestamp": "2026-01-06T09:46:00Z", "transaction_amount_usd": 7.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.469, "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": 3820.83, "financial_exposure_usd": 7300.9, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101223", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-01T20:23:00Z", "trace_id": "2ad8c43f-72bb-5039-77b8-c308432b9e6c" }
{ "account_age_days": 125, "account_id": "ACCT-E7367BFEFED9", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.302 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 154, "timestamp": "2026-01-01T07:52:00Z", "transaction_amount_usd": 20.59 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.417, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 218389.98, "financial_exposure_usd": 322963.23, "recoverable_pct": 0.192 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107106", "label": "benign", "label_confidence": 0.628, "severity": "low", "timestamp": "2026-01-05T22:26:00Z", "trace_id": "0ba44c7f-7e0c-d8b0-a607-fe72b50d7355" }
{ "account_age_days": 489, "account_id": "ACCT-BC14D0AB6BB0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.414 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 314, "timestamp": "2026-01-05T14:17:00Z", "transaction_amount_usd": 0.7 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "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": 1716.56, "financial_exposure_usd": 2521.22, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106681", "label": "benign", "label_confidence": 0.589, "severity": "medium", "timestamp": "2026-01-05T15:21:00Z", "trace_id": "70283e02-3fe5-337b-8ecc-c3b739671622" }
{ "account_age_days": 1566, "account_id": "ACCT-EB4C060EF313", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.343 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 331, "timestamp": "2026-01-05T11:11:00Z", "transaction_amount_usd": 16.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.767, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3241.93, "financial_exposure_usd": 3897.86, "recoverable_pct": 0.656 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108780", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-07T02:20:00Z", "trace_id": "a02905aa-75b7-5ca4-762f-e0ed04ac9343" }
{ "account_age_days": 1728, "account_id": "ACCT-399459FE065C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.713 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 686, "timestamp": "2026-01-07T02:20:00Z", "transaction_amount_usd": 419.49 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.778, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1285.03, "financial_exposure_usd": 1456.16, "recoverable_pct": 0.443 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108764", "label": "benign", "label_confidence": 0.489, "severity": "critical", "timestamp": "2026-01-07T02:04:00Z", "trace_id": "57dcdfc6-9e94-d212-05dd-a2b5ff8351f4" }
{ "account_age_days": 208, "account_id": "ACCT-4488A3B45199", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.348 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 229, "timestamp": "2026-01-07T02:04:00Z", "transaction_amount_usd": 4059.72 }, { "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": 0.52, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1018.6, "financial_exposure_usd": 1253.47, "recoverable_pct": 0.652 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102244", "label": "fraudulent", "label_confidence": 0.8, "severity": "low", "timestamp": "2026-01-02T13:24:00Z", "trace_id": "58407933-1660-8380-5169-7823169ead19" }
{ "account_age_days": 374, "account_id": "ACCT-23C48DD57C56", "baseline_risk_score": 0.474, "kyc_tier": "tier_1", "session_entropy": 0.136 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 365, "timestamp": "2026-01-02T01:11:00Z", "transaction_amount_usd": 7.52 }, { "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": 0.754, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 453638.91, "financial_exposure_usd": 993274.04, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103344", "label": "fraudulent", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-03T07:44:00Z", "trace_id": "fddb53a3-76b4-1da9-4690-45ae15390905" }
{ "account_age_days": 836, "account_id": "ACCT-637BB039C38E", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 475, "timestamp": "2026-01-03T07:44:00Z", "transaction_amount_usd": 1424253.73 }, { "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": 0.897, "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": 4356713.61, "financial_exposure_usd": 5897956.43, "recoverable_pct": 0.805 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107314", "label": "benign", "label_confidence": 0.507, "severity": "high", "timestamp": "2026-01-06T01:54:00Z", "trace_id": "766dc108-87f2-1f0c-7c67-c54bd626d4a7" }
{ "account_age_days": 1517, "account_id": "ACCT-8841FEFAE602", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.654 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 100, "timestamp": "2026-01-05T21:09:00Z", "transaction_amount_usd": 10.53 }, { "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": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.841 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100589", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-01T09:49:00Z", "trace_id": "e02bc406-55b1-29a5-c744-5bfb8f6d27e1" }
{ "account_age_days": 1886, "account_id": "ACCT-CC05B7AE1D6A", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.825 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 293, "timestamp": "2026-01-01T02:26:00Z", "transaction_amount_usd": 6.95 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.764, "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": 434272.94, "financial_exposure_usd": 673584.55, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103714", "label": "fraudulent", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-03T13:54:00Z", "trace_id": "bf3cd046-23e2-af44-e91d-131dc96fd9fc" }
{ "account_age_days": 174, "account_id": "ACCT-E5E0B6259C7F", "baseline_risk_score": 0.223, "kyc_tier": "tier_2", "session_entropy": 0.119 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1177, "timestamp": "2026-01-03T13:54:00Z", "transaction_amount_usd": 2720183.71 }, { "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": 0.717, "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": 3213178.43, "financial_exposure_usd": 4673613.9, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103312", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-03T07:12:00Z", "trace_id": "28883b84-eb4f-4058-9d4b-dbfa6c871b46" }
{ "account_age_days": 1590, "account_id": "ACCT-DAD823FD76FB", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 610, "timestamp": "2026-01-03T07:12:00Z", "transaction_amount_usd": 17668.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.384, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 235878.99, "financial_exposure_usd": 531137.48, "recoverable_pct": 0.667 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103454", "label": "fraudulent", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-03T09:34:00Z", "trace_id": "f7ca2f63-97db-15f3-7827-0c62b44e74c2" }
{ "account_age_days": 863, "account_id": "ACCT-ACDA7E13C0E4", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 617, "timestamp": "2026-01-03T09:34:00Z", "transaction_amount_usd": 1740907.75 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 838626.01, "financial_exposure_usd": 1317678.29, "recoverable_pct": 0.568 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105010", "label": "fraudulent", "label_confidence": 0.733, "severity": "high", "timestamp": "2026-01-04T11:30:00Z", "trace_id": "5b196508-a004-d965-1761-33f9c6bae58c" }
{ "account_age_days": 1314, "account_id": "ACCT-EEAD1C169EB1", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1156, "timestamp": "2026-01-04T11:30:00Z", "transaction_amount_usd": 1375835.38 }, { "asset": "USD", "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": 0.616, "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": 5388590.38, "financial_exposure_usd": 6356364.83, "recoverable_pct": 0.441 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106238", "label": "fraudulent", "label_confidence": 0.823, "severity": "high", "timestamp": "2026-01-05T07:58:00Z", "trace_id": "eba3bc0f-ad6c-5f34-faed-6c144da3025e" }
{ "account_age_days": 432, "account_id": "ACCT-B4282E1D53AD", "baseline_risk_score": 0.237, "kyc_tier": "tier_3", "session_entropy": 0.493 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 979, "timestamp": "2026-01-05T07:58:00Z", "transaction_amount_usd": 2649008.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.378, "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": 4210191.64, "financial_exposure_usd": 8287002.25, "recoverable_pct": 0.709 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106467", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-05T11:47:00Z", "trace_id": "4a88e41e-5d75-b930-5020-5a38628ae502" }
{ "account_age_days": 259, "account_id": "ACCT-FD8A58B8F6A6", "baseline_risk_score": 0.255, "kyc_tier": "tier_2", "session_entropy": 0.886 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 174, "timestamp": "2026-01-05T03:42:00Z", "transaction_amount_usd": 1.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.38, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 539145.93, "financial_exposure_usd": 830514.83, "recoverable_pct": 0.902 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104371", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-04T00:51:00Z", "trace_id": "bffcd972-b121-5a5a-afab-7f6177be2e08" }
{ "account_age_days": 1563, "account_id": "ACCT-27B51568E71D", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 554, "timestamp": "2026-01-04T00:51:00Z", "transaction_amount_usd": 1485336.27 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.672, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3885587.7, "financial_exposure_usd": 3931641, "recoverable_pct": 0.873 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103191", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T05:11:00Z", "trace_id": "827d8b90-70fb-cd3b-35ae-37d8ba0352ad" }
{ "account_age_days": 1492, "account_id": "ACCT-C77706FAEAFD", "baseline_risk_score": 0.609, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1012, "timestamp": "2026-01-03T05:11:00Z", "transaction_amount_usd": 108526.92 }, { "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": 0.433, "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": 777567.76, "financial_exposure_usd": 1126638.15, "recoverable_pct": 0.787 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103133", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-03T04:13:00Z", "trace_id": "e095b72f-d16b-b3d9-1114-6a52d4665694" }
{ "account_age_days": 1050, "account_id": "ACCT-832E3E1CD576", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.454 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 210, "timestamp": "2026-01-03T04:13:00Z", "transaction_amount_usd": 52309.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 430853.99, "financial_exposure_usd": 556372.38, "recoverable_pct": 0.572 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104940", "label": "fraudulent", "label_confidence": 0.724, "severity": "high", "timestamp": "2026-01-04T10:20:00Z", "trace_id": "e8bc1bab-ffaf-119f-1bc7-8d76d658eb17" }
{ "account_age_days": 816, "account_id": "ACCT-CAD64BA9C8CC", "baseline_risk_score": 0.351, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 291, "timestamp": "2026-01-04T05:22:00Z", "transaction_amount_usd": 23.03 }, { "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": 0.941, "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": 6178913.19, "financial_exposure_usd": 7193872.94, "recoverable_pct": 0.909 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108918", "label": "benign", "label_confidence": 0.471, "severity": "high", "timestamp": "2026-01-07T04:38:00Z", "trace_id": "f70b3187-520b-f5e5-1d8f-8ca1a674591a" }
{ "account_age_days": 106, "account_id": "ACCT-465B32DD364E", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 131, "timestamp": "2026-01-06T22:14:00Z", "transaction_amount_usd": 8.16 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.607, "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": 968.92, "financial_exposure_usd": 1358.04, "recoverable_pct": 0.671 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108093", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-06T14:53:00Z", "trace_id": "53d86f0d-636e-a2ad-fc5b-6f6f3220f419" }
{ "account_age_days": 52, "account_id": "ACCT-B76B27A3A312", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.805 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 191, "timestamp": "2026-01-06T14:53:00Z", "transaction_amount_usd": 4663.08 }, { "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": 0.721, "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": 1855.55, "financial_exposure_usd": 2162.31, "recoverable_pct": 0.413 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109643", "label": "benign", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-07T16:43:00Z", "trace_id": "e9e76bb6-27cb-d2e3-bf43-e2ee46a3c369" }
{ "account_age_days": 720, "account_id": "ACCT-E5C043029079", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.415 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 249, "timestamp": "2026-01-07T16:43:00Z", "transaction_amount_usd": 14588.6 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.568, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 608.4, "financial_exposure_usd": 1213.64, "recoverable_pct": 0.87 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109706", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-07T17:46:00Z", "trace_id": "cc550c82-ed01-a023-1676-b6ecec2ca4ea" }
{ "account_age_days": 1693, "account_id": "ACCT-08BA3C37FC9A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.15 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 934, "timestamp": "2026-01-07T17:46:00Z", "transaction_amount_usd": 2451.13 }, { "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": 0.672, "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": 1537.76, "financial_exposure_usd": 2386.55, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101364", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-01T22:44:00Z", "trace_id": "d95398d4-cbf0-5962-4e27-ffecec3a6591" }
{ "account_age_days": 1206, "account_id": "ACCT-6EBB4AC796D7", "baseline_risk_score": 0.529, "kyc_tier": "tier_2", "session_entropy": 0.49 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 321, "timestamp": "2026-01-01T13:15:00Z", "transaction_amount_usd": 4.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.747, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 9", "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": 408101.25, "financial_exposure_usd": 607847.6, "recoverable_pct": 0.758 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102294", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-02T14:14:00Z", "trace_id": "0159f709-3837-02fe-698c-6a1829675f73" }
{ "account_age_days": 416, "account_id": "ACCT-7712697B379D", "baseline_risk_score": 0.342, "kyc_tier": "tier_1", "session_entropy": 0.487 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 1075, "timestamp": "2026-01-02T14:14:00Z", "transaction_amount_usd": 28576.06 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.407, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 180659.65, "financial_exposure_usd": 198715.47, "recoverable_pct": 0.287 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103746", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-03T14:26:00Z", "trace_id": "035eb19e-185d-4345-e9ef-31773d9b8e09" }
{ "account_age_days": 413, "account_id": "ACCT-7F05E28B29ED", "baseline_risk_score": 0.081, "kyc_tier": "tier_2", "session_entropy": 0.333 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 197, "timestamp": "2026-01-03T14:26:00Z", "transaction_amount_usd": 2629408.94 }, { "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": 0.514, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1071897.34, "financial_exposure_usd": 1749676.95, "recoverable_pct": 0.937 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109562", "label": "benign", "label_confidence": 0.651, "severity": "medium", "timestamp": "2026-01-07T15:22:00Z", "trace_id": "aa683bf0-3200-60dd-d506-a82b40dc8af9" }
{ "account_age_days": 1397, "account_id": "ACCT-12DE21365D3F", "baseline_risk_score": 0.112, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 785, "timestamp": "2026-01-07T15:22:00Z", "transaction_amount_usd": 8616.67 }, { "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": 0.493, "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": 2610.86, "financial_exposure_usd": 3425.65, "recoverable_pct": 0.631 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109843", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-07T20:03:00Z", "trace_id": "ebaba499-3178-4baf-83df-e25f762dc588" }
{ "account_age_days": 972, "account_id": "ACCT-F671C3179D79", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.325 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 369, "timestamp": "2026-01-07T09:03:00Z", "transaction_amount_usd": 18.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.758, "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": 1569.35, "financial_exposure_usd": 2114.43, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105155", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-04T13:55:00Z", "trace_id": "ae02a458-a039-bdf4-01a9-a71099d3f6b8" }
{ "account_age_days": 1082, "account_id": "ACCT-8220B2B47079", "baseline_risk_score": 0.393, "kyc_tier": "tier_3", "session_entropy": 0.643 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 138, "timestamp": "2026-01-04T13:55:00Z", "transaction_amount_usd": 1970085.58 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.633, "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": 5160558.99, "financial_exposure_usd": 7054938.39, "recoverable_pct": 0.535 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102866", "label": "fraudulent", "label_confidence": 0.96, "severity": "high", "timestamp": "2026-01-02T23:46:00Z", "trace_id": "fee9a24c-1a2a-1a1b-a24e-d661472bf119" }
{ "account_age_days": 209, "account_id": "ACCT-8891B3188EC8", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.612 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 853, "timestamp": "2026-01-02T23:46:00Z", "transaction_amount_usd": 28804.5 }, { "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": 0.631, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 475126.25, "financial_exposure_usd": 496534.97, "recoverable_pct": 0.068 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105156", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-04T13:56:00Z", "trace_id": "e98681b7-fcca-99c9-122e-ee9516af86ff" }
{ "account_age_days": 773, "account_id": "ACCT-1359E87BB29B", "baseline_risk_score": 0.285, "kyc_tier": "tier_1", "session_entropy": 0.72 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1001, "timestamp": "2026-01-04T13:56:00Z", "transaction_amount_usd": 1136543.21 }, { "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": 0.859, "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": 717222.18, "financial_exposure_usd": 1527944.38, "recoverable_pct": 0.823 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104682", "label": "fraudulent", "label_confidence": 0.608, "severity": "high", "timestamp": "2026-01-04T06:02:00Z", "trace_id": "d916fff6-bbee-97a2-d01d-5ef64578d6e3" }
{ "account_age_days": 1431, "account_id": "ACCT-55025EE770AB", "baseline_risk_score": 0.243, "kyc_tier": "tier_3", "session_entropy": 0.444 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1011, "timestamp": "2026-01-04T06:02:00Z", "transaction_amount_usd": 1073070.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.484, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1629351.95, "financial_exposure_usd": 2308252.8, "recoverable_pct": 0.648 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105772", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-05T00:12:00Z", "trace_id": "9debd984-1be7-f085-6d65-869730993874" }
{ "account_age_days": 1037, "account_id": "ACCT-AA9EA17D3599", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.626 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 328, "timestamp": "2026-01-04T21:36:00Z", "transaction_amount_usd": 12.37 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.877, "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": 4815785.02, "financial_exposure_usd": 6059425.08, "recoverable_pct": 0.539 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101717", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-02T04:37:00Z", "trace_id": "1c274e43-53a3-ea46-8054-aa86d689746f" }
{ "account_age_days": 171, "account_id": "ACCT-A55DB062336D", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.564 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 238, "timestamp": "2026-01-01T23:53:00Z", "transaction_amount_usd": 14.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.462, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 614805.98, "financial_exposure_usd": 703436.85, "recoverable_pct": 0.395 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109050", "label": "benign", "label_confidence": 0.745, "severity": "low", "timestamp": "2026-01-07T06:50:00Z", "trace_id": "21abb98c-ea61-b004-ba8b-dbfe075bf229" }
{ "account_age_days": 555, "account_id": "ACCT-ADB83199BE20", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.864 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 859, "timestamp": "2026-01-07T06:50:00Z", "transaction_amount_usd": 6164.21 }, { "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": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2359.04, "financial_exposure_usd": 5568.02, "recoverable_pct": 0.588 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102338", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-02T14:58:00Z", "trace_id": "7c518962-68d4-4f5e-c8cc-5c4eb1f384a1" }
{ "account_age_days": 665, "account_id": "ACCT-CF6419064B6C", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.217 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 281, "timestamp": "2026-01-02T02:43:00Z", "transaction_amount_usd": 23.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.776, "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": 446347.27, "financial_exposure_usd": 753555.86, "recoverable_pct": 0.714 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103365", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-03T08:05:00Z", "trace_id": "ad66868b-a865-c641-2641-204daa5c18ab" }
{ "account_age_days": 367, "account_id": "ACCT-A8A49BDD3FCC", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.735 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 105, "timestamp": "2026-01-03T06:15:00Z", "transaction_amount_usd": 8.91 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.6, "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 poste...
{ "customer_funds_at_risk_usd": 2988990.24, "financial_exposure_usd": 4051548.76, "recoverable_pct": 0.438 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107128", "label": "benign", "label_confidence": 0.552, "severity": "high", "timestamp": "2026-01-05T22:48:00Z", "trace_id": "e2a2e8a5-a690-21dc-10e8-eac43fd9dcc6" }
{ "account_age_days": 1880, "account_id": "ACCT-DB16567440A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 363, "timestamp": "2026-01-05T11:28:00Z", "transaction_amount_usd": 14.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.747, "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": 657.75, "financial_exposure_usd": 1365.66, "recoverable_pct": 0.804 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102234", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-02T13:14:00Z", "trace_id": "6923f8ac-0bb9-5831-da7c-ed57b243a541" }
{ "account_age_days": 39, "account_id": "ACCT-CEAB0D5018FC", "baseline_risk_score": 0.442, "kyc_tier": "tier_3", "session_entropy": 0.573 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 419, "timestamp": "2026-01-02T13:14:00Z", "transaction_amount_usd": 105868.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.806, "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": 717468.4, "financial_exposure_usd": 1270324.36, "recoverable_pct": 0.268 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104180", "label": "fraudulent", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-03T21:40:00Z", "trace_id": "dd95d4de-19f0-d947-68ec-c233cdf62204" }
{ "account_age_days": 1656, "account_id": "ACCT-85E57D00CA1E", "baseline_risk_score": 0.374, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 263, "timestamp": "2026-01-03T21:40:00Z", "transaction_amount_usd": 1174063.2 }, { "asset": "JPY", "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": 0.611, "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": 2273073.25, "financial_exposure_usd": 3720484.4, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100668", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-01T11:08:00Z", "trace_id": "90d0bea1-d9bf-112f-07a7-79132d376d45" }
{ "account_age_days": 1349, "account_id": "ACCT-19BA06EE5682", "baseline_risk_score": 0.395, "kyc_tier": "tier_1", "session_entropy": 0.276 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 233, "timestamp": "2026-01-01T11:08:00Z", "transaction_amount_usd": 106574.98 }, { "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": 0.705, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 407492.91, "financial_exposure_usd": 780923.97, "recoverable_pct": 0.735 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108325", "label": "benign", "label_confidence": 0.723, "severity": "high", "timestamp": "2026-01-06T18:45:00Z", "trace_id": "a16641c6-aa75-186c-aa28-3c868573079c" }
{ "account_age_days": 317, "account_id": "ACCT-57F1FF4B8441", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.92 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 872, "timestamp": "2026-01-06T18:45:00Z", "transaction_amount_usd": 14519.21 }, { "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": 0.662, "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": 1119.44, "financial_exposure_usd": 1981.56, "recoverable_pct": 0.461 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104571", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-04T04:11:00Z", "trace_id": "16592c5e-c2c1-8e56-7305-0dda32748a40" }
{ "account_age_days": 877, "account_id": "ACCT-AF42597083D0", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.458 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 411, "timestamp": "2026-01-04T04:11:00Z", "transaction_amount_usd": 155760.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.463, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1908466.94, "financial_exposure_usd": 1971172.68, "recoverable_pct": 0.675 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106660", "label": "fraudulent", "label_confidence": 0.924, "severity": "low", "timestamp": "2026-01-05T15:00:00Z", "trace_id": "0f0b267d-a949-93f0-2c86-7fb060b5ff12" }
{ "account_age_days": 1160, "account_id": "ACCT-F4A21FB5D2A7", "baseline_risk_score": 0.241, "kyc_tier": "tier_2", "session_entropy": 0.603 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 86, "timestamp": "2026-01-05T15:00:00Z", "transaction_amount_usd": 2304413.89 }, { "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": 0.559, "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": 3331759.37, "financial_exposure_usd": 4449485.13, "recoverable_pct": 0.617 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107092", "label": "benign", "label_confidence": 0.454, "severity": "low", "timestamp": "2026-01-05T22:12:00Z", "trace_id": "bb7d8b47-c0ff-c2d2-68b7-a9b1ba9c6dec" }
{ "account_age_days": 1874, "account_id": "ACCT-33962087F600", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1145, "timestamp": "2026-01-05T22:12:00Z", "transaction_amount_usd": 13830.01 }, { "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": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1142.24, "financial_exposure_usd": 2755.78, "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-106086", "label": "fraudulent", "label_confidence": 0.755, "severity": "critical", "timestamp": "2026-01-05T05:26:00Z", "trace_id": "ff522efc-4ad2-2f78-1057-26af1ac766f7" }
{ "account_age_days": 1579, "account_id": "ACCT-A17C61209F93", "baseline_risk_score": 0.304, "kyc_tier": "tier_2", "session_entropy": 0.85 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 364, "timestamp": "2026-01-05T05:26:00Z", "transaction_amount_usd": 621730.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.915, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3590140.32, "financial_exposure_usd": 5400307.74, "recoverable_pct": 0.46 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103429", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-03T09:09:00Z", "trace_id": "cb77803e-d31b-1dd7-f155-7d8c0972a7f8" }
{ "account_age_days": 1801, "account_id": "ACCT-A956DFCC1556", "baseline_risk_score": 0.265, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 757, "timestamp": "2026-01-03T09:09:00Z", "transaction_amount_usd": 2904819.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.879, "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": 1304811.29, "financial_exposure_usd": 2853391.44, "recoverable_pct": 0.456 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105302", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-04T16:22:00Z", "trace_id": "48d56625-d91a-2a7a-035d-0779aae41696" }
{ "account_age_days": 390, "account_id": "ACCT-425DF63C03F1", "baseline_risk_score": 0.062, "kyc_tier": "tier_3", "session_entropy": 0.174 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 318, "timestamp": "2026-01-04T16:22:00Z", "transaction_amount_usd": 1696759.43 }, { "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": 0.46, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3295241.13, "financial_exposure_usd": 4425460.82, "recoverable_pct": 0.765 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106374", "label": "fraudulent", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-05T10:14:00Z", "trace_id": "cb525962-4131-9304-9133-27fff44266cd" }
{ "account_age_days": 1671, "account_id": "ACCT-782586AD46BC", "baseline_risk_score": 0.386, "kyc_tier": "tier_2", "session_entropy": 0.415 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 143, "timestamp": "2026-01-05T02:35:00Z", "transaction_amount_usd": 6.36 }, { "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": 0.768, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3236540.9, "financial_exposure_usd": 3835634.04, "recoverable_pct": 0.678 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108662", "label": "benign", "label_confidence": 0.667, "severity": "low", "timestamp": "2026-01-07T00:22:00Z", "trace_id": "99725818-28a2-49de-5ce4-1cc98636cdbc" }
{ "account_age_days": 1679, "account_id": "ACCT-6266D7979620", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.311 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 407, "timestamp": "2026-01-07T00:22:00Z", "transaction_amount_usd": 2335.79 }, { "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": 0.697, "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": 207.69, "financial_exposure_usd": 394.65, "recoverable_pct": 0.773 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103315", "label": "fraudulent", "label_confidence": 0.791, "severity": "critical", "timestamp": "2026-01-03T07:15:00Z", "trace_id": "87d4c22e-17aa-28d4-b835-aa108292fc9d" }
{ "account_age_days": 1984, "account_id": "ACCT-D3FC6CA48550", "baseline_risk_score": 0.527, "kyc_tier": "tier_2", "session_entropy": 0.935 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 638, "timestamp": "2026-01-03T07:15:00Z", "transaction_amount_usd": 69256.3 }, { "asset": "USDC", "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": 0.488, "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": 1242895.59, "financial_exposure_usd": 1249557.03, "recoverable_pct": 0.819 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106667", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-05T15:07:00Z", "trace_id": "cfb0c1b9-7240-7f87-135d-dc44fb51cfef" }
{ "account_age_days": 11, "account_id": "ACCT-7D27D809A701", "baseline_risk_score": 0.368, "kyc_tier": "tier_1", "session_entropy": 0.526 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 149, "timestamp": "2026-01-05T08:40:00Z", "transaction_amount_usd": 20.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.479, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1371801.77, "financial_exposure_usd": 1684735.72, "recoverable_pct": 0.629 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104204", "label": "fraudulent", "label_confidence": 0.832, "severity": "critical", "timestamp": "2026-01-03T22:04:00Z", "trace_id": "1d1820bc-602c-80ac-b418-4c39cb68aee9" }
{ "account_age_days": 1054, "account_id": "ACCT-7181B3DBC706", "baseline_risk_score": 0.115, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1046, "timestamp": "2026-01-03T22:04:00Z", "transaction_amount_usd": 266213.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.608, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4011971.53, "financial_exposure_usd": 4771765.57, "recoverable_pct": 0.711 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104542", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-04T03:42:00Z", "trace_id": "9c7fa72f-edc8-7c87-654e-5767ff25dae4" }
{ "account_age_days": 383, "account_id": "ACCT-BBBA3FEB100A", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 555, "timestamp": "2026-01-04T03:42:00Z", "transaction_amount_usd": 2960805.31 }, { "asset": "SOL", "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": 0.753, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1845846.3, "financial_exposure_usd": 2198596.36, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100661", "label": "fraudulent", "label_confidence": 0.98, "severity": "critical", "timestamp": "2026-01-01T11:01:00Z", "trace_id": "aeaebeec-58dc-a3ae-c51d-e45f0f5b0f76" }
{ "account_age_days": 135, "account_id": "ACCT-3281FC750F08", "baseline_risk_score": 0.321, "kyc_tier": "tier_3", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 333, "timestamp": "2026-01-01T01:10:00Z", "transaction_amount_usd": 15.41 }, { "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": 0.869, "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": 534167.91, "financial_exposure_usd": 799181.22, "recoverable_pct": 0.501 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105032", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-04T11:52:00Z", "trace_id": "a9053fcc-7c15-c484-6d39-49a80f02a941" }
{ "account_age_days": 1672, "account_id": "ACCT-D1B379ED631C", "baseline_risk_score": 0.069, "kyc_tier": "tier_2", "session_entropy": 0.563 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 243, "timestamp": "2026-01-04T11:52:00Z", "transaction_amount_usd": 2181495.85 }, { "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": 0.598, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2352878.79, "financial_exposure_usd": 4975786.3, "recoverable_pct": 0.798 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102138", "label": "fraudulent", "label_confidence": 0.775, "severity": "high", "timestamp": "2026-01-02T11:38:00Z", "trace_id": "c5abf054-7a7d-94af-3b68-30b8f91ad558" }
{ "account_age_days": 1557, "account_id": "ACCT-56D95F244A14", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.422 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 199, "timestamp": "2026-01-02T06:38:00Z", "transaction_amount_usd": 4.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.889, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 484071.31, "financial_exposure_usd": 605566.42, "recoverable_pct": 0.482 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102941", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-03T01:01:00Z", "trace_id": "8b9a4a5c-390d-3198-6cd0-fd8866fa396b" }
{ "account_age_days": 1771, "account_id": "ACCT-CDE1E1D24E5A", "baseline_risk_score": 0.442, "kyc_tier": "tier_3", "session_entropy": 0.55 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1124, "timestamp": "2026-01-03T01:01:00Z", "transaction_amount_usd": 43986.17 }, { "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": 0.826, "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": 326263.98, "financial_exposure_usd": 578125.57, "recoverable_pct": 0.123 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107884", "label": "benign", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-06T11:24:00Z", "trace_id": "c95ca0bc-313c-7f40-5e7e-90c306a5823d" }
{ "account_age_days": 998, "account_id": "ACCT-4874463870ED", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.93 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 782, "timestamp": "2026-01-06T11:24:00Z", "transaction_amount_usd": 4420.23 }, { "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": 0.579, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1616.48, "financial_exposure_usd": 3830.84, "recoverable_pct": 0.461 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109110", "label": "benign", "label_confidence": 0.679, "severity": "high", "timestamp": "2026-01-07T07:50:00Z", "trace_id": "cb3dad26-31df-f70c-1c61-5441ff2c69c4" }
{ "account_age_days": 1266, "account_id": "ACCT-71537A5D2478", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.142 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 141, "timestamp": "2026-01-06T23:38:00Z", "transaction_amount_usd": 15.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.53, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1314.12, "financial_exposure_usd": 1829.68, "recoverable_pct": 0.762 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101348", "label": "fraudulent", "label_confidence": 0.881, "severity": "low", "timestamp": "2026-01-01T22:28:00Z", "trace_id": "2a0a84b1-2421-32c9-cb49-9d1e99be5b59" }
{ "account_age_days": 1072, "account_id": "ACCT-19AB097DD93A", "baseline_risk_score": 0.458, "kyc_tier": "tier_2", "session_entropy": 0.521 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 527, "timestamp": "2026-01-01T22:28:00Z", "transaction_amount_usd": 43772.3 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.668, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 674908.09, "financial_exposure_usd": 1038977.11, "recoverable_pct": 0.177 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105443", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-04T18:43:00Z", "trace_id": "cb9464ba-7e0e-a7d9-bc00-a3bdc18e9c47" }
{ "account_age_days": 1892, "account_id": "ACCT-894F33C34DD9", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.594 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 773, "timestamp": "2026-01-04T18:43:00Z", "transaction_amount_usd": 1758722.55 }, { "asset": "EUR", "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": 0.621, "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": 2305559.66, "financial_exposure_usd": 4819252.71, "recoverable_pct": 0.723 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102366", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-02T15:26:00Z", "trace_id": "570437cd-7d70-8f8e-ac04-a262c60ec399" }
{ "account_age_days": 1640, "account_id": "ACCT-978327DA8D3E", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.686 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 824, "timestamp": "2026-01-02T15:26:00Z", "transaction_amount_usd": 114755.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.924, "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": 297403.25, "financial_exposure_usd": 505335.17, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107941", "label": "benign", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-06T12:21:00Z", "trace_id": "cfd61afe-7877-7c24-4bda-302bf76720c5" }
{ "account_age_days": 192, "account_id": "ACCT-6430F551203E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.155 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 382, "timestamp": "2026-01-06T05:40:00Z", "transaction_amount_usd": 24.34 }, { "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": 0.461, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2438.24, "financial_exposure_usd": 3980.14, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101492", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-02T00:52:00Z", "trace_id": "7d5a42af-6744-5187-0e54-560cef1ba0c1" }
{ "account_age_days": 71, "account_id": "ACCT-6BE677D37D40", "baseline_risk_score": 0.509, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 373, "timestamp": "2026-01-01T13:39:00Z", "transaction_amount_usd": 9.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.4, "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 HAVING ...
{ "customer_funds_at_risk_usd": 246553.61, "financial_exposure_usd": 607264.26, "recoverable_pct": 0.076 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105159", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-04T13:59:00Z", "trace_id": "22e3f8c4-1f6d-de80-2e5b-723a3425a1b7" }
{ "account_age_days": 11, "account_id": "ACCT-F164136F4169", "baseline_risk_score": 0.096, "kyc_tier": "tier_1", "session_entropy": 0.131 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 506, "timestamp": "2026-01-04T13:59:00Z", "transaction_amount_usd": 1540564.04 }, { "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": 0.948, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2852462.86, "financial_exposure_usd": 6100322, "recoverable_pct": 0.884 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102654", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-02T20:14:00Z", "trace_id": "6ca7970e-c366-f252-b057-740e5792ddc3" }
{ "account_age_days": 247, "account_id": "ACCT-36DFDA6D2DF3", "baseline_risk_score": 0.547, "kyc_tier": "tier_1", "session_entropy": 0.853 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 274, "timestamp": "2026-01-02T20:14:00Z", "transaction_amount_usd": 24266.8 }, { "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": 0.631, "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": 322954.11, "financial_exposure_usd": 492573.82, "recoverable_pct": 0.214 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }