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-101702", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-02T04:22:00Z", "trace_id": "e3c6cf19-9d7e-2bb6-806b-82cb54cb82c0" }
{ "account_age_days": 1453, "account_id": "ACCT-7F80F4280B18", "baseline_risk_score": 0.573, "kyc_tier": "tier_3", "session_entropy": 0.257 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 656, "timestamp": "2026-01-02T04:22:00Z", "transaction_amount_usd": 100857.43 }, { "asset": "USDC", "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": 0.885, "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": 236305.29, "financial_exposure_usd": 540597.91, "recoverable_pct": 0.82 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106032", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-05T04:32:00Z", "trace_id": "f55bc74b-ee84-fe62-f216-c9898a797b9c" }
{ "account_age_days": 176, "account_id": "ACCT-5F1749860616", "baseline_risk_score": 0.229, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 96, "timestamp": "2026-01-05T04:32:00Z", "transaction_amount_usd": 276154.78 }, { "asset": "SOL", "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": 0.466, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2422829.92, "financial_exposure_usd": 2660100.9, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103242", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-03T06:02:00Z", "trace_id": "6e387c49-ccb6-3b13-e978-b9a8eb33dd01" }
{ "account_age_days": 288, "account_id": "ACCT-6C389A55593A", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.436 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 112, "timestamp": "2026-01-02T22:05:00Z", "transaction_amount_usd": 11.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.777, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 516620.59, "financial_exposure_usd": 532161.22, "recoverable_pct": 0.792 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103359", "label": "fraudulent", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-03T07:59:00Z", "trace_id": "441b57a2-8d94-8375-a224-8346b2d3b2cc" }
{ "account_age_days": 1932, "account_id": "ACCT-CF783348A948", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.484 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 219, "timestamp": "2026-01-03T07:59:00Z", "transaction_amount_usd": 1474858.35 }, { "asset": "ETH", "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": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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 AN...
{ "customer_funds_at_risk_usd": 1596266.69, "financial_exposure_usd": 2941185.09, "recoverable_pct": 0.544 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106724", "label": "benign", "label_confidence": 0.586, "severity": "medium", "timestamp": "2026-01-05T16:04:00Z", "trace_id": "c6a87a78-b043-aaa3-8c35-e539f506ed05" }
{ "account_age_days": 31, "account_id": "ACCT-87C8F154E249", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.737 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 194, "timestamp": "2026-01-05T10:49:00Z", "transaction_amount_usd": 1.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.577, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4981.59, "financial_exposure_usd": 6126.8, "recoverable_pct": 0.624 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103391", "label": "fraudulent", "label_confidence": 0.648, "severity": "critical", "timestamp": "2026-01-03T08:31:00Z", "trace_id": "b56b478e-30da-e686-68da-6ad54c661596" }
{ "account_age_days": 1077, "account_id": "ACCT-F15B64D8E020", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.303 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 236, "timestamp": "2026-01-03T04:13:00Z", "transaction_amount_usd": 14.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3597362.98, "financial_exposure_usd": 4349017.8, "recoverable_pct": 0.988 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102333", "label": "fraudulent", "label_confidence": 0.878, "severity": "critical", "timestamp": "2026-01-02T14:53:00Z", "trace_id": "adf17931-6959-b289-4776-ff9dc2ca7975" }
{ "account_age_days": 241, "account_id": "ACCT-C0B811A247BA", "baseline_risk_score": 0.592, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 287, "timestamp": "2026-01-02T02:27:00Z", "transaction_amount_usd": 10.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.938, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 886380.12, "financial_exposure_usd": 952747.33, "recoverable_pct": 0.73 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104567", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-04T04:07:00Z", "trace_id": "08e9b900-8b45-5a83-e3d3-b519091a108e" }
{ "account_age_days": 1581, "account_id": "ACCT-8E94A9063752", "baseline_risk_score": 0.211, "kyc_tier": "tier_3", "session_entropy": 0.647 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 312, "timestamp": "2026-01-04T04:07:00Z", "transaction_amount_usd": 2420197.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.73, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 5114024.28, "financial_exposure_usd": 6371415.29, "recoverable_pct": 0.728 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101999", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-02T09:19:00Z", "trace_id": "44c769c0-d753-c497-a969-c769e3ef9a8e" }
{ "account_age_days": 163, "account_id": "ACCT-99459CE42819", "baseline_risk_score": 0.312, "kyc_tier": "tier_3", "session_entropy": 0.881 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 976, "timestamp": "2026-01-02T09:19:00Z", "transaction_amount_usd": 55000.94 }, { "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": 0.603, "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": 319470.3, "financial_exposure_usd": 393931.34, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101369", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-01T22:49:00Z", "trace_id": "5b794ff0-b889-14ed-d9e5-32c3b9cfceb5" }
{ "account_age_days": 1015, "account_id": "ACCT-E7BF8A2616FA", "baseline_risk_score": 0.464, "kyc_tier": "tier_3", "session_entropy": 0.144 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1167, "timestamp": "2026-01-01T22:49:00Z", "transaction_amount_usd": 22173.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.865, "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": 747691.24, "financial_exposure_usd": 1106918.86, "recoverable_pct": 0.033 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103524", "label": "fraudulent", "label_confidence": 0.928, "severity": "medium", "timestamp": "2026-01-03T10:44:00Z", "trace_id": "cea7f79a-6635-ed9c-cc1e-018de50ea71b" }
{ "account_age_days": 1477, "account_id": "ACCT-10967A69A022", "baseline_risk_score": 0.326, "kyc_tier": "tier_3", "session_entropy": 0.196 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 215, "timestamp": "2026-01-03T09:56:00Z", "transaction_amount_usd": 17.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.524, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2853466.54, "financial_exposure_usd": 3715339.87, "recoverable_pct": 0.841 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104269", "label": "fraudulent", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-03T23:09:00Z", "trace_id": "00418ede-b91f-3c11-a8c7-bd92b9e2e24f" }
{ "account_age_days": 236, "account_id": "ACCT-0322A599BCE5", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 317, "timestamp": "2026-01-03T23:09:00Z", "transaction_amount_usd": 2081185.6 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2406430.84, "financial_exposure_usd": 3926000.22, "recoverable_pct": 0.98 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106073", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-05T05:13:00Z", "trace_id": "0fc7cc81-7f8b-8761-2113-7f5cba660617" }
{ "account_age_days": 946, "account_id": "ACCT-262116362437", "baseline_risk_score": 0.421, "kyc_tier": "tier_3", "session_entropy": 0.751 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 590, "timestamp": "2026-01-05T05:13:00Z", "transaction_amount_usd": 1462195.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.628, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3239843.33, "financial_exposure_usd": 4178991.34, "recoverable_pct": 0.428 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101866", "label": "fraudulent", "label_confidence": 0.839, "severity": "critical", "timestamp": "2026-01-02T07:06:00Z", "trace_id": "49244109-7827-82a6-02f3-e5c112b764b7" }
{ "account_age_days": 1660, "account_id": "ACCT-065B2B4D695D", "baseline_risk_score": 0.629, "kyc_tier": "tier_1", "session_entropy": 0.889 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 387, "timestamp": "2026-01-01T23:58:00Z", "transaction_amount_usd": 17.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.717, "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": 320271.1, "financial_exposure_usd": 449010.32, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101327", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-01T22:07:00Z", "trace_id": "9bd671f8-39ed-9320-bb5c-b15fdc775591" }
{ "account_age_days": 856, "account_id": "ACCT-F84F75CDA040", "baseline_risk_score": 0.56, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 279, "timestamp": "2026-01-01T20:50:00Z", "transaction_amount_usd": 22.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.546, "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": 477322.28, "financial_exposure_usd": 534909.65, "recoverable_pct": 0.713 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108836", "label": "benign", "label_confidence": 0.652, "severity": "medium", "timestamp": "2026-01-07T03:16:00Z", "trace_id": "caea14d8-4b20-072c-63d2-098d822bb39c" }
{ "account_age_days": 1329, "account_id": "ACCT-E32FB29A11B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.553 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1200, "timestamp": "2026-01-07T03:16:00Z", "transaction_amount_usd": 6912.41 }, { "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": 0.488, "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": 2748.51, "financial_exposure_usd": 6462.27, "recoverable_pct": 0.874 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109923", "label": "benign", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-07T21:23:00Z", "trace_id": "01c738bb-4011-bf56-dcb6-da3c78d1405e" }
{ "account_age_days": 247, "account_id": "ACCT-1943A318E432", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 82, "timestamp": "2026-01-07T15:35:00Z", "transaction_amount_usd": 6.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.771, "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": 4863.85, "financial_exposure_usd": 6464.07, "recoverable_pct": 0.664 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104653", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-04T05:33:00Z", "trace_id": "40bb6dcd-4978-6926-57d0-020d5c66fae5" }
{ "account_age_days": 664, "account_id": "ACCT-B13946C52D6E", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.802 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 331, "timestamp": "2026-01-03T20:55:00Z", "transaction_amount_usd": 12.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.599, "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": 3690918.5, "financial_exposure_usd": 4106091.13, "recoverable_pct": 0.823 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107682", "label": "benign", "label_confidence": 0.455, "severity": "low", "timestamp": "2026-01-06T08:02:00Z", "trace_id": "fd075187-f469-0edf-c8fe-8fcbadc81f8a" }
{ "account_age_days": 1172, "account_id": "ACCT-09DD4142DF04", "baseline_risk_score": 0.189, "kyc_tier": "tier_3", "session_entropy": 0.894 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 809, "timestamp": "2026-01-06T08:02:00Z", "transaction_amount_usd": 6998.48 }, { "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": 0.698, "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": 5275.13, "financial_exposure_usd": 6447.69, "recoverable_pct": 0.562 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102782", "label": "fraudulent", "label_confidence": 0.973, "severity": "critical", "timestamp": "2026-01-02T22:22:00Z", "trace_id": "255d9a5b-e7c5-039e-e40d-179bb617b31d" }
{ "account_age_days": 306, "account_id": "ACCT-94841576F539", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.885 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1085, "timestamp": "2026-01-02T22:22:00Z", "transaction_amount_usd": 67012.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.539, "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": 946523.32, "financial_exposure_usd": 1182569.3, "recoverable_pct": 0.615 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103889", "label": "fraudulent", "label_confidence": 0.876, "severity": "medium", "timestamp": "2026-01-03T16:49:00Z", "trace_id": "2fdb4233-7f47-6a74-70f3-917b30771556" }
{ "account_age_days": 1947, "account_id": "ACCT-071E4E0B4F10", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.704 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 559, "timestamp": "2026-01-03T16:49:00Z", "transaction_amount_usd": 2650867 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.935, "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": 3272177.44, "financial_exposure_usd": 4697681.07, "recoverable_pct": 0.774 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103319", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-03T07:19:00Z", "trace_id": "91e78832-9fec-8479-807b-565741844017" }
{ "account_age_days": 1847, "account_id": "ACCT-DED04AB62459", "baseline_risk_score": 0.499, "kyc_tier": "tier_3", "session_entropy": 0.436 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 322, "timestamp": "2026-01-03T07:19:00Z", "transaction_amount_usd": 55076.3 }, { "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": 0.767, "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": 550924.44, "financial_exposure_usd": 557003.38, "recoverable_pct": 0.799 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101732", "label": "fraudulent", "label_confidence": 0.872, "severity": "critical", "timestamp": "2026-01-02T04:52:00Z", "trace_id": "ebf1276b-827e-f71e-036f-b2d699101fd2" }
{ "account_age_days": 1365, "account_id": "ACCT-58162C54AB6A", "baseline_risk_score": 0.501, "kyc_tier": "tier_3", "session_entropy": 0.348 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 984, "timestamp": "2026-01-02T04:52:00Z", "transaction_amount_usd": 70443.47 }, { "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": 0.699, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 967737.55, "financial_exposure_usd": 1086199.32, "recoverable_pct": 0.382 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102882", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-03T00:02:00Z", "trace_id": "e6257f81-e138-b203-1b1c-3963bf0df877" }
{ "account_age_days": 1391, "account_id": "ACCT-CF39331442E7", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.456 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 389, "timestamp": "2026-01-02T14:15:00Z", "transaction_amount_usd": 23.4 }, { "asset": "USD", "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": 0.551, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 728295.01, "financial_exposure_usd": 764950.28, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108485", "label": "benign", "label_confidence": 0.474, "severity": "low", "timestamp": "2026-01-06T21:25:00Z", "trace_id": "fd340b87-baf5-1531-bf32-b75dd2912e96" }
{ "account_age_days": 91, "account_id": "ACCT-76DDD6ED856E", "baseline_risk_score": 0.167, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 80, "timestamp": "2026-01-06T19:34:00Z", "transaction_amount_usd": 22.75 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3074.7, "financial_exposure_usd": 4237.66, "recoverable_pct": 0.919 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104492", "label": "fraudulent", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-04T02:52:00Z", "trace_id": "7b386999-916a-33b8-577f-d1d364c2dde1" }
{ "account_age_days": 1794, "account_id": "ACCT-913D5BBE2A88", "baseline_risk_score": 0.324, "kyc_tier": "tier_3", "session_entropy": 0.86 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 311, "timestamp": "2026-01-03T15:49:00Z", "transaction_amount_usd": 14.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.669, "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": 4410471.84, "financial_exposure_usd": 6978368.45, "recoverable_pct": 0.64 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107947", "label": "benign", "label_confidence": 0.496, "severity": "low", "timestamp": "2026-01-06T12:27:00Z", "trace_id": "0ae4a912-c1c8-e112-3e84-4cd080f700ec" }
{ "account_age_days": 1513, "account_id": "ACCT-37190F76F3D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.397 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 178, "timestamp": "2026-01-06T01:07:00Z", "transaction_amount_usd": 20.79 }, { "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": 0.695, "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": 1211.91, "financial_exposure_usd": 1548.58, "recoverable_pct": 0.619 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105971", "label": "fraudulent", "label_confidence": 0.646, "severity": "high", "timestamp": "2026-01-05T03:31:00Z", "trace_id": "06de126b-7053-3efc-8c60-dfb9f752b62c" }
{ "account_age_days": 1778, "account_id": "ACCT-16B9A4722C7A", "baseline_risk_score": 0.276, "kyc_tier": "tier_3", "session_entropy": 0.496 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 390, "timestamp": "2026-01-04T20:32:00Z", "transaction_amount_usd": 16.23 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.697, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2907259.3, "financial_exposure_usd": 4156405.6, "recoverable_pct": 0.738 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100641", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-01T10:41:00Z", "trace_id": "ee90112f-abf4-19aa-2777-205378efb790" }
{ "account_age_days": 1952, "account_id": "ACCT-5CC4F5231C59", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.235 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 177, "timestamp": "2026-01-01T10:41:00Z", "transaction_amount_usd": 78241.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.723, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 453102.44, "financial_exposure_usd": 875108.07, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102664", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-02T20:24:00Z", "trace_id": "4cc4660b-af35-d7bb-5795-d2a295d5b062" }
{ "account_age_days": 449, "account_id": "ACCT-457C84150CA2", "baseline_risk_score": 0.556, "kyc_tier": "tier_2", "session_entropy": 0.328 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 397, "timestamp": "2026-01-02T20:24:00Z", "transaction_amount_usd": 58071.32 }, { "asset": "SOL", "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": 0.521, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 507142.2, "financial_exposure_usd": 1228020.63, "recoverable_pct": 0.381 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104974", "label": "fraudulent", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-04T10:54:00Z", "trace_id": "902e5d31-fa00-1efb-4857-be5c8fd295ac" }
{ "account_age_days": 1592, "account_id": "ACCT-374A91B6ADF1", "baseline_risk_score": 0.323, "kyc_tier": "tier_2", "session_entropy": 0.574 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 479, "timestamp": "2026-01-04T10:54:00Z", "transaction_amount_usd": 480537.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.594, "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": 610600.01, "financial_exposure_usd": 1027531.16, "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-108534", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-06T22:14:00Z", "trace_id": "d8e879ef-0abd-bae6-623b-3710aeb33342" }
{ "account_age_days": 1757, "account_id": "ACCT-356E45887050", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 157, "timestamp": "2026-01-06T09:44:00Z", "transaction_amount_usd": 9.43 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "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 prior_...
{ "customer_funds_at_risk_usd": 1808.48, "financial_exposure_usd": 2384.52, "recoverable_pct": 0.493 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104570", "label": "fraudulent", "label_confidence": 0.712, "severity": "critical", "timestamp": "2026-01-04T04:10:00Z", "trace_id": "0d2b9b30-da2d-6da8-b9f5-2f48d499deb3" }
{ "account_age_days": 1956, "account_id": "ACCT-33622B789ED6", "baseline_risk_score": 0.096, "kyc_tier": "tier_1", "session_entropy": 0.464 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 310, "timestamp": "2026-01-03T15:47:00Z", "transaction_amount_usd": 3.1 }, { "asset": "USDC", "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": 0.818, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3119552.09, "financial_exposure_usd": 3324224.56, "recoverable_pct": 0.414 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101611", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-02T02:51:00Z", "trace_id": "f81b56b1-103b-54de-d6b7-a3ecaf6bacfe" }
{ "account_age_days": 1998, "account_id": "ACCT-C06F4BCBDB2C", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.301 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 817, "timestamp": "2026-01-02T02:51:00Z", "transaction_amount_usd": 54039.16 }, { "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": 0.72, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 126077.08, "financial_exposure_usd": 303562.19, "recoverable_pct": 0.163 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104673", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-04T05:53:00Z", "trace_id": "715d92b7-75db-100c-43f1-bd5b6cd33956" }
{ "account_age_days": 1457, "account_id": "ACCT-4085993661A8", "baseline_risk_score": 0.287, "kyc_tier": "tier_1", "session_entropy": 0.496 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 347, "timestamp": "2026-01-04T05:53:00Z", "transaction_amount_usd": 138025.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.65, "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 post...
{ "customer_funds_at_risk_usd": 2555264.47, "financial_exposure_usd": 3649495.66, "recoverable_pct": 0.597 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105141", "label": "fraudulent", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-04T13:41:00Z", "trace_id": "c40003b4-4317-63d6-118d-0cb93e123ced" }
{ "account_age_days": 1170, "account_id": "ACCT-677BC7224085", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.429 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1005, "timestamp": "2026-01-04T13:41:00Z", "transaction_amount_usd": 1583906.19 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.948, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 4505741.46, "financial_exposure_usd": 4524658.18, "recoverable_pct": 0.939 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100130", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-01T02:10:00Z", "trace_id": "5c85a58c-d029-0d6b-ebe5-5cc408d57cf7" }
{ "account_age_days": 408, "account_id": "ACCT-2FB7E9BD5FE9", "baseline_risk_score": 0.512, "kyc_tier": "tier_2", "session_entropy": 0.698 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1012, "timestamp": "2026-01-01T02:10:00Z", "transaction_amount_usd": 3876.6 }, { "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": 0.652, "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": 450104.38, "financial_exposure_usd": 671400.28, "recoverable_pct": 0.692 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103709", "label": "fraudulent", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-03T13:49:00Z", "trace_id": "2e78550b-1f09-bf41-ab97-8acce882dc2f" }
{ "account_age_days": 1093, "account_id": "ACCT-F4336D89BDC3", "baseline_risk_score": 0.106, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 989, "timestamp": "2026-01-03T13:49:00Z", "transaction_amount_usd": 705555.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.489, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3724172.91, "financial_exposure_usd": 5084551.85, "recoverable_pct": 0.739 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107432", "label": "benign", "label_confidence": 0.464, "severity": "low", "timestamp": "2026-01-06T03:52:00Z", "trace_id": "4dc083ea-6a8f-cd4b-76d7-fb3f15382f9b" }
{ "account_age_days": 648, "account_id": "ACCT-887F97041A85", "baseline_risk_score": 0.068, "kyc_tier": "tier_3", "session_entropy": 0.715 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 255, "timestamp": "2026-01-05T16:28:00Z", "transaction_amount_usd": 13.66 }, { "asset": "USD", "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": 0.588, "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": 4849.99, "financial_exposure_usd": 7599.92, "recoverable_pct": 0.957 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100165", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-01T02:45:00Z", "trace_id": "a7bbc612-9a37-ef9d-5983-ce94506a8dd3" }
{ "account_age_days": 789, "account_id": "ACCT-47729ADF0F49", "baseline_risk_score": 0.485, "kyc_tier": "tier_2", "session_entropy": 0.826 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 237, "timestamp": "2026-01-01T02:45:00Z", "transaction_amount_usd": 16001.09 }, { "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": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 455761.93, "financial_exposure_usd": 683904.31, "recoverable_pct": 0.191 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102985", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-03T01:45:00Z", "trace_id": "9c203e41-2b3a-567b-0a5d-fe1ceaac085f" }
{ "account_age_days": 273, "account_id": "ACCT-4E15BF558A37", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.942 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1035, "timestamp": "2026-01-03T01:45:00Z", "transaction_amount_usd": 39028.9 }, { "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": 0.781, "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": 858606.25, "financial_exposure_usd": 1007055.24, "recoverable_pct": 0.38 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107993", "label": "benign", "label_confidence": 0.651, "severity": "high", "timestamp": "2026-01-06T13:13:00Z", "trace_id": "ab935209-b103-a404-fe73-dc927f927eb6" }
{ "account_age_days": 1780, "account_id": "ACCT-1C5D8EC3E7D4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.284 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 568, "timestamp": "2026-01-06T13:13:00Z", "transaction_amount_usd": 2139.91 }, { "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": 0.573, "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": 6369.28, "financial_exposure_usd": 6409.59, "recoverable_pct": 0.803 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107599", "label": "benign", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-06T06:39:00Z", "trace_id": "d51dadaa-dff7-7fd9-82a9-e93807ac21d2" }
{ "account_age_days": 1691, "account_id": "ACCT-97842FD673D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.915 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 304, "timestamp": "2026-01-06T00:21:00Z", "transaction_amount_usd": 24.27 }, { "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": 0.657, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1033.84, "financial_exposure_usd": 1316.65, "recoverable_pct": 0.978 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100836", "label": "fraudulent", "label_confidence": 0.833, "severity": "low", "timestamp": "2026-01-01T13:56:00Z", "trace_id": "6ca0ce39-a252-08eb-cfd3-ca8e809afe97" }
{ "account_age_days": 433, "account_id": "ACCT-FEB7BB5E75BC", "baseline_risk_score": 0.547, "kyc_tier": "tier_1", "session_entropy": 0.846 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 840, "timestamp": "2026-01-01T13:56:00Z", "transaction_amount_usd": 110467.42 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.499, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "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": 697353.4, "financial_exposure_usd": 890716.12, "recoverable_pct": 0.437 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100117", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-01T01:57:00Z", "trace_id": "6021a15b-4207-fb51-52ff-eff5e49c5edd" }
{ "account_age_days": 1703, "account_id": "ACCT-6532B3AE16F7", "baseline_risk_score": 0.315, "kyc_tier": "tier_1", "session_entropy": 0.694 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 338, "timestamp": "2025-12-31T23:32:00Z", "transaction_amount_usd": 5.91 }, { "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": 0.949, "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": 254429.68, "financial_exposure_usd": 483237.98, "recoverable_pct": 0.429 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108122", "label": "benign", "label_confidence": 0.463, "severity": "medium", "timestamp": "2026-01-06T15:22:00Z", "trace_id": "ee298592-301e-c6af-65ad-14f3228c5995" }
{ "account_age_days": 1465, "account_id": "ACCT-290963371FDD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 898, "timestamp": "2026-01-06T15:22:00Z", "transaction_amount_usd": 7505.74 }, { "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": 0.632, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3287.81, "financial_exposure_usd": 7045.94, "recoverable_pct": 0.711 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109987", "label": "benign", "label_confidence": 0.719, "severity": "critical", "timestamp": "2026-01-07T22:27:00Z", "trace_id": "2106d911-8afc-ef48-44e3-7f6c3de411e2" }
{ "account_age_days": 719, "account_id": "ACCT-B75B01D7297C", "baseline_risk_score": 0.097, "kyc_tier": "tier_3", "session_entropy": 0.792 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 832, "timestamp": "2026-01-07T22:27:00Z", "transaction_amount_usd": 7143.23 }, { "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": 0.789, "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": 586.03, "financial_exposure_usd": 1239.25, "recoverable_pct": 0.741 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102362", "label": "fraudulent", "label_confidence": 0.866, "severity": "medium", "timestamp": "2026-01-02T15:22:00Z", "trace_id": "6a46b7bd-c5de-493c-f9b3-ff6b3e6f63e1" }
{ "account_age_days": 354, "account_id": "ACCT-45B0AE23ED4E", "baseline_risk_score": 0.549, "kyc_tier": "tier_3", "session_entropy": 0.106 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 946, "timestamp": "2026-01-02T15:22:00Z", "transaction_amount_usd": 72808.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "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 HAV...
{ "customer_funds_at_risk_usd": 511094.14, "financial_exposure_usd": 529329.22, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107222", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-06T00:22:00Z", "trace_id": "1ef5cfb7-757f-924e-8841-09f4ffc491d8" }
{ "account_age_days": 1394, "account_id": "ACCT-F94F6409EBCB", "baseline_risk_score": 0.071, "kyc_tier": "tier_2", "session_entropy": 0.341 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1199, "timestamp": "2026-01-06T00:22:00Z", "transaction_amount_usd": 4201.8 }, { "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": 0.551, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 2", "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": 6242.65, "financial_exposure_usd": 8046.2, "recoverable_pct": 0.799 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100382", "label": "fraudulent", "label_confidence": 0.953, "severity": "medium", "timestamp": "2026-01-01T06:22:00Z", "trace_id": "dac72a71-ef56-cb9e-b087-e0e9db665e25" }
{ "account_age_days": 103, "account_id": "ACCT-D25B53F506ED", "baseline_risk_score": 0.645, "kyc_tier": "tier_3", "session_entropy": 0.907 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1029, "timestamp": "2026-01-01T06:22:00Z", "transaction_amount_usd": 1247.16 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.525, "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": 485930.76, "financial_exposure_usd": 1021077.22, "recoverable_pct": 0.695 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106285", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-05T08:45:00Z", "trace_id": "125c28be-49b5-6ce2-9396-5822c96c579c" }
{ "account_age_days": 1833, "account_id": "ACCT-A51CBC751B7F", "baseline_risk_score": 0.24, "kyc_tier": "tier_1", "session_entropy": 0.42 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 87, "timestamp": "2026-01-05T08:45:00Z", "transaction_amount_usd": 2743950.41 }, { "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": 0.54, "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 post...
{ "customer_funds_at_risk_usd": 3318714.95, "financial_exposure_usd": 4810431.47, "recoverable_pct": 0.474 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108115", "label": "benign", "label_confidence": 0.502, "severity": "low", "timestamp": "2026-01-06T15:15:00Z", "trace_id": "e94df5cb-cc6a-77ef-9205-9a697904dab5" }
{ "account_age_days": 1408, "account_id": "ACCT-ACCBBFEEF2F2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 211, "timestamp": "2026-01-06T09:49:00Z", "transaction_amount_usd": 23.58 }, { "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": 0.574, "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": 3501.45, "financial_exposure_usd": 3785.53, "recoverable_pct": 0.835 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100122", "label": "fraudulent", "label_confidence": 0.97, "severity": "high", "timestamp": "2026-01-01T02:02:00Z", "trace_id": "efa52c8a-56a0-4943-1c68-7714e2901d96" }
{ "account_age_days": 1622, "account_id": "ACCT-66A466D494C8", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.642 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 968, "timestamp": "2026-01-01T02:02:00Z", "transaction_amount_usd": 29197.92 }, { "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": 0.474, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 454547.84, "financial_exposure_usd": 677168.21, "recoverable_pct": 0.199 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106904", "label": "benign", "label_confidence": 0.572, "severity": "low", "timestamp": "2026-01-05T19:04:00Z", "trace_id": "32f278ec-fd95-a2e5-bbb6-6559bced3628" }
{ "account_age_days": 1332, "account_id": "ACCT-0514E3113A6F", "baseline_risk_score": 0.108, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 240, "timestamp": "2026-01-05T11:15:00Z", "transaction_amount_usd": 9.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.763, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5687.92, "financial_exposure_usd": 7468.77, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108121", "label": "benign", "label_confidence": 0.71, "severity": "low", "timestamp": "2026-01-06T15:21:00Z", "trace_id": "fe5d6c99-4a95-ab26-487b-505e862d9a6d" }
{ "account_age_days": 1326, "account_id": "ACCT-EDE8ADFCDCC1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.405 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1014, "timestamp": "2026-01-06T15:21:00Z", "transaction_amount_usd": 10480.14 }, { "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": 0.72, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1904.05, "financial_exposure_usd": 4507.15, "recoverable_pct": 0.954 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100010", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-01T00:10:00Z", "trace_id": "5a104129-54ae-bd1b-8ce6-424dbef59fe6" }
{ "account_age_days": 1167, "account_id": "ACCT-FD72B05096A9", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.465 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 354, "timestamp": "2025-12-31T15:30:00Z", "transaction_amount_usd": 4.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.716, "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": 780696.73, "financial_exposure_usd": 806043.48, "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-108422", "label": "benign", "label_confidence": 0.556, "severity": "medium", "timestamp": "2026-01-06T20:22:00Z", "trace_id": "825b016e-38aa-d5de-f8f3-568642f54b40" }
{ "account_age_days": 52, "account_id": "ACCT-84799D23978F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.946 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 301, "timestamp": "2026-01-06T20:22:00Z", "transaction_amount_usd": 2831.99 }, { "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": 0.694, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1246.9, "financial_exposure_usd": 1956.15, "recoverable_pct": 0.875 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104494", "label": "fraudulent", "label_confidence": 0.684, "severity": "critical", "timestamp": "2026-01-04T02:54:00Z", "trace_id": "cbf9b061-fc77-22a9-7b91-f45a1bb9c947" }
{ "account_age_days": 1010, "account_id": "ACCT-0862771D139B", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.334 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 899, "timestamp": "2026-01-04T02:54:00Z", "transaction_amount_usd": 1400808.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.828, "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": 2805325.19, "financial_exposure_usd": 3359003.78, "recoverable_pct": 0.76 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107557", "label": "benign", "label_confidence": 0.617, "severity": "high", "timestamp": "2026-01-06T05:57:00Z", "trace_id": "dca78502-f368-5cca-c7aa-90e402ed7839" }
{ "account_age_days": 58, "account_id": "ACCT-8AE611425D90", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.621 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 189, "timestamp": "2026-01-06T05:57:00Z", "transaction_amount_usd": 13586.16 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.611, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1201.3, "financial_exposure_usd": 2384.06, "recoverable_pct": 0.942 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106190", "label": "fraudulent", "label_confidence": 0.66, "severity": "critical", "timestamp": "2026-01-05T07:10:00Z", "trace_id": "8fb28f73-39c9-3eb6-e184-d958ca0b4137" }
{ "account_age_days": 1024, "account_id": "ACCT-D35E09F1813B", "baseline_risk_score": 0.362, "kyc_tier": "tier_2", "session_entropy": 0.902 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 492, "timestamp": "2026-01-05T07:10:00Z", "transaction_amount_usd": 2550271.07 }, { "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": 0.486, "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": 2215728.71, "financial_exposure_usd": 4429688.16, "recoverable_pct": 0.99 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109955", "label": "benign", "label_confidence": 0.48, "severity": "low", "timestamp": "2026-01-07T21:55:00Z", "trace_id": "023d82a3-80d9-f5ed-4a71-f42c9e451930" }
{ "account_age_days": 1077, "account_id": "ACCT-BF9DBC8BA756", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.39 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1142, "timestamp": "2026-01-07T21:55:00Z", "transaction_amount_usd": 14527.4 }, { "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": 0.511, "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": 1634.41, "financial_exposure_usd": 2323.05, "recoverable_pct": 0.713 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109162", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-07T08:42:00Z", "trace_id": "214a0644-ede3-cec3-5741-457b025ae1b5" }
{ "account_age_days": 1178, "account_id": "ACCT-5D6F8BEA8896", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.543 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 172, "timestamp": "2026-01-07T08:42:00Z", "transaction_amount_usd": 12818.12 }, { "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": 0.715, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1959.55, "financial_exposure_usd": 2138.61, "recoverable_pct": 0.604 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102290", "label": "fraudulent", "label_confidence": 0.851, "severity": "critical", "timestamp": "2026-01-02T14:10:00Z", "trace_id": "796cfdce-28fc-0e6a-e8c3-d6266ec79562" }
{ "account_age_days": 1998, "account_id": "ACCT-42CCB990BCB8", "baseline_risk_score": 0.527, "kyc_tier": "tier_1", "session_entropy": 0.888 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 987, "timestamp": "2026-01-02T14:10:00Z", "transaction_amount_usd": 45781.5 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.845, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 477217.41, "financial_exposure_usd": 855700.92, "recoverable_pct": 0.668 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108535", "label": "benign", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-06T22:15:00Z", "trace_id": "23053e1c-529b-85b8-d369-1451d4bcfe17" }
{ "account_age_days": 590, "account_id": "ACCT-308E1B0AC3A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.862 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 287, "timestamp": "2026-01-06T20:10:00Z", "transaction_amount_usd": 2.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.735, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1658.86, "financial_exposure_usd": 1665.82, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108227", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T17:07:00Z", "trace_id": "ae4f75ec-0c95-f04b-4826-bbc539c0d49b" }
{ "account_age_days": 1033, "account_id": "ACCT-56E6934C631B", "baseline_risk_score": 0.198, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 322, "timestamp": "2026-01-06T06:46:00Z", "transaction_amount_usd": 10.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "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": 7924.52, "financial_exposure_usd": 8416.95, "recoverable_pct": 0.705 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104555", "label": "fraudulent", "label_confidence": 0.921, "severity": "critical", "timestamp": "2026-01-04T03:55:00Z", "trace_id": "198e5d6b-e172-7e37-0f9f-e457e123b2df" }
{ "account_age_days": 43, "account_id": "ACCT-C35665775E25", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.635 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 305, "timestamp": "2026-01-04T03:55:00Z", "transaction_amount_usd": 2876851.86 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.927, "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": 1111355.37, "financial_exposure_usd": 1414792.14, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103993", "label": "fraudulent", "label_confidence": 0.811, "severity": "medium", "timestamp": "2026-01-03T18:33:00Z", "trace_id": "3e5cb5ba-f623-f9e6-5aec-bad2b40bbaf1" }
{ "account_age_days": 1970, "account_id": "ACCT-44B78AEFB41A", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.709 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 943, "timestamp": "2026-01-03T18:33:00Z", "transaction_amount_usd": 2812945.22 }, { "asset": "SOL", "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": 0.474, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 991956.02, "financial_exposure_usd": 2185768, "recoverable_pct": 0.892 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109911", "label": "benign", "label_confidence": 0.503, "severity": "high", "timestamp": "2026-01-07T21:11:00Z", "trace_id": "04b77b2f-5e38-b4f5-7a62-55d2ca0ab06c" }
{ "account_age_days": 284, "account_id": "ACCT-96DA373EA71D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.584 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 652, "timestamp": "2026-01-07T21:11:00Z", "transaction_amount_usd": 4910.97 }, { "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": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1178.49, "financial_exposure_usd": 2870.19, "recoverable_pct": 0.971 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100071", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-01T01:11:00Z", "trace_id": "406bf02d-a97a-4f4e-3c10-871bba4f4b03" }
{ "account_age_days": 1225, "account_id": "ACCT-6E310234C410", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.778 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 360, "timestamp": "2025-12-31T22:46:00Z", "transaction_amount_usd": 23.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.679, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 487269.89, "financial_exposure_usd": 753073.6, "recoverable_pct": 0.476 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104924", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-04T10:04:00Z", "trace_id": "2e8ceedc-38c2-a2c5-2348-64374c17910c" }
{ "account_age_days": 1453, "account_id": "ACCT-6DE77B7A43BE", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.195 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 492, "timestamp": "2026-01-04T10:04:00Z", "transaction_amount_usd": 1300352.66 }, { "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": 0.568, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1982978.05, "financial_exposure_usd": 2016029.73, "recoverable_pct": 0.739 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109566", "label": "benign", "label_confidence": 0.477, "severity": "low", "timestamp": "2026-01-07T15:26:00Z", "trace_id": "09bfe75d-1f49-9c2a-2a2b-2720f2e8633e" }
{ "account_age_days": 201, "account_id": "ACCT-2D7882894618", "baseline_risk_score": 0.091, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 896, "timestamp": "2026-01-07T15:26:00Z", "transaction_amount_usd": 2720.26 }, { "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": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 620.04, "financial_exposure_usd": 655.71, "recoverable_pct": 0.933 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103074", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T03:14:00Z", "trace_id": "5fd3aae7-1b28-1c46-44c6-befd46d685d0" }
{ "account_age_days": 1871, "account_id": "ACCT-019BE32660C9", "baseline_risk_score": 0.564, "kyc_tier": "tier_3", "session_entropy": 0.909 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 210, "timestamp": "2026-01-03T03:14:00Z", "transaction_amount_usd": 62167.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.685, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 441230.42, "financial_exposure_usd": 832644.66, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109696", "label": "benign", "label_confidence": 0.684, "severity": "low", "timestamp": "2026-01-07T17:36:00Z", "trace_id": "21d967b7-495c-43dc-ee92-3d7488025f6b" }
{ "account_age_days": 1754, "account_id": "ACCT-9738BE61E2B8", "baseline_risk_score": 0.196, "kyc_tier": "tier_3", "session_entropy": 0.38 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1036, "timestamp": "2026-01-07T17:36:00Z", "transaction_amount_usd": 3427.97 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2853.6, "financial_exposure_usd": 5517.85, "recoverable_pct": 0.768 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101518", "label": "fraudulent", "label_confidence": 0.775, "severity": "critical", "timestamp": "2026-01-02T01:18:00Z", "trace_id": "16c04a5e-4afd-aca6-f536-9f9e138f995c" }
{ "account_age_days": 1066, "account_id": "ACCT-CC347FFAC57F", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.51 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 323, "timestamp": "2026-01-01T21:55:00Z", "transaction_amount_usd": 7.26 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 111659.1, "financial_exposure_usd": 129137.5, "recoverable_pct": 0.6 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106291", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-05T08:51:00Z", "trace_id": "18f13c12-6446-0a42-35bc-f44fda29381e" }
{ "account_age_days": 781, "account_id": "ACCT-964FFDD3702F", "baseline_risk_score": 0.396, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 93, "timestamp": "2026-01-05T08:51:00Z", "transaction_amount_usd": 807391.86 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.725, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 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": 4443696.58, "financial_exposure_usd": 6851547.42, "recoverable_pct": 0.892 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109554", "label": "benign", "label_confidence": 0.746, "severity": "low", "timestamp": "2026-01-07T15:14:00Z", "trace_id": "f192361c-8433-ff5a-6b4b-70babb5d3c5c" }
{ "account_age_days": 1587, "account_id": "ACCT-8086BA2D56BD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.939 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 359, "timestamp": "2026-01-07T05:58:00Z", "transaction_amount_usd": 13.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.464, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 295.92, "financial_exposure_usd": 590.49, "recoverable_pct": 0.491 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104230", "label": "fraudulent", "label_confidence": 0.74, "severity": "low", "timestamp": "2026-01-03T22:30:00Z", "trace_id": "33abade2-4ad5-c323-43bf-ece09afa9564" }
{ "account_age_days": 1987, "account_id": "ACCT-36A9D994A3EC", "baseline_risk_score": 0.14, "kyc_tier": "tier_1", "session_entropy": 0.45 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 779, "timestamp": "2026-01-03T22:30:00Z", "transaction_amount_usd": 972382.79 }, { "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": 0.403, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1763879.81, "financial_exposure_usd": 3333539.85, "recoverable_pct": 0.765 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104227", "label": "fraudulent", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-03T22:27:00Z", "trace_id": "3ec8a33e-ce3e-4d82-bdb8-4dac8b2d4c47" }
{ "account_age_days": 302, "account_id": "ACCT-6E5B75010BEE", "baseline_risk_score": 0.063, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 247, "timestamp": "2026-01-03T18:34:00Z", "transaction_amount_usd": 23.68 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.769, "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": 3430495.87, "financial_exposure_usd": 3625233.5, "recoverable_pct": 0.946 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108864", "label": "benign", "label_confidence": 0.576, "severity": "low", "timestamp": "2026-01-07T03:44:00Z", "trace_id": "57486fd8-cc95-2a54-7a6a-6f9a001f33dc" }
{ "account_age_days": 387, "account_id": "ACCT-51FFD6C5619D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.479 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 323, "timestamp": "2026-01-06T22:17:00Z", "transaction_amount_usd": 17.52 }, { "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": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1951.5, "financial_exposure_usd": 2320.42, "recoverable_pct": 0.556 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101816", "label": "fraudulent", "label_confidence": 0.839, "severity": "critical", "timestamp": "2026-01-02T06:16:00Z", "trace_id": "10df28d0-2b5e-c7c1-10a0-72cd3b08298f" }
{ "account_age_days": 1570, "account_id": "ACCT-C6A55CF6FD99", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 181, "timestamp": "2026-01-01T20:29:00Z", "transaction_amount_usd": 15.74 }, { "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": 0.57, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 841045.85, "financial_exposure_usd": 1221808.2, "recoverable_pct": 0.285 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107932", "label": "benign", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-06T12:12:00Z", "trace_id": "2e28b3ac-ec9f-7b7b-e554-a4325808dd9f" }
{ "account_age_days": 313, "account_id": "ACCT-473B39A7ED8D", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.171 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 305, "timestamp": "2026-01-06T08:53:00Z", "transaction_amount_usd": 8.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.695, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1833.73, "financial_exposure_usd": 4360.58, "recoverable_pct": 0.914 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108041", "label": "benign", "label_confidence": 0.599, "severity": "low", "timestamp": "2026-01-06T14:01:00Z", "trace_id": "41e53a7b-adb9-0f90-2f7f-86c3c420d2ff" }
{ "account_age_days": 35, "account_id": "ACCT-24DB1BCAEC84", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.437 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 691, "timestamp": "2026-01-06T14:01:00Z", "transaction_amount_usd": 11219.55 }, { "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": 0.483, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 1019.95, "financial_exposure_usd": 1907.01, "recoverable_pct": 0.469 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109589", "label": "benign", "label_confidence": 0.533, "severity": "low", "timestamp": "2026-01-07T15:49:00Z", "trace_id": "bb04bf6a-4819-a9d7-4d29-97d9ca2a6ee1" }
{ "account_age_days": 595, "account_id": "ACCT-C166E064B105", "baseline_risk_score": 0.136, "kyc_tier": "tier_1", "session_entropy": 0.365 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 813, "timestamp": "2026-01-07T15:49:00Z", "transaction_amount_usd": 7607.76 }, { "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": 0.753, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 259.88, "financial_exposure_usd": 345.29, "recoverable_pct": 0.702 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105488", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-04T19:28:00Z", "trace_id": "560761df-37f1-6b00-e9e2-fbae5155940a" }
{ "account_age_days": 1977, "account_id": "ACCT-DC8FA7F9B3A6", "baseline_risk_score": 0.427, "kyc_tier": "tier_3", "session_entropy": 0.387 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1004, "timestamp": "2026-01-04T19:28:00Z", "transaction_amount_usd": 1226543.93 }, { "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": 0.858, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 3272345.04, "financial_exposure_usd": 3971311.21, "recoverable_pct": 0.691 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103649", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-03T12:49:00Z", "trace_id": "eda1f3b0-5ba2-ecf7-ff85-1b884b433ed9" }
{ "account_age_days": 1481, "account_id": "ACCT-2A12DC9FE7D1", "baseline_risk_score": 0.287, "kyc_tier": "tier_2", "session_entropy": 0.754 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 682, "timestamp": "2026-01-03T12:49:00Z", "transaction_amount_usd": 1891503.57 }, { "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": 0.629, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1401708.15, "financial_exposure_usd": 2747471.24, "recoverable_pct": 0.91 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104685", "label": "fraudulent", "label_confidence": 0.895, "severity": "low", "timestamp": "2026-01-04T06:05:00Z", "trace_id": "f8ee429a-6ea3-c825-a49c-2ac820af9eda" }
{ "account_age_days": 1257, "account_id": "ACCT-A58DFF404C57", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.933 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 791, "timestamp": "2026-01-04T06:05:00Z", "transaction_amount_usd": 733951.11 }, { "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": 0.772, "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": 4544457.22, "financial_exposure_usd": 5720408.09, "recoverable_pct": 0.494 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105195", "label": "fraudulent", "label_confidence": 0.741, "severity": "high", "timestamp": "2026-01-04T14:35:00Z", "trace_id": "692c7a9e-1d4a-ba49-fb4d-5ff86eb143f8" }
{ "account_age_days": 1500, "account_id": "ACCT-39F98561BD2F", "baseline_risk_score": 0.216, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 395, "timestamp": "2026-01-04T07:55:00Z", "transaction_amount_usd": 2.45 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.743, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3092798.48, "financial_exposure_usd": 6144510.65, "recoverable_pct": 0.447 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104589", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-04T04:29:00Z", "trace_id": "8dbcf2e8-51e5-7239-6ebb-6d3d4edb9b16" }
{ "account_age_days": 1742, "account_id": "ACCT-3870F914E08F", "baseline_risk_score": 0.175, "kyc_tier": "tier_3", "session_entropy": 0.6 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 117, "timestamp": "2026-01-04T04:29:00Z", "transaction_amount_usd": 2047265.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.558, "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": 4177358.66, "financial_exposure_usd": 7997557.13, "recoverable_pct": 0.601 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106662", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-05T15:02:00Z", "trace_id": "1ed86db8-f93d-f6fe-4d35-3610db140161" }
{ "account_age_days": 782, "account_id": "ACCT-FB007D65EA28", "baseline_risk_score": 0.373, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 236, "timestamp": "2026-01-05T11:02:00Z", "transaction_amount_usd": 17.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.861, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1594389.66, "financial_exposure_usd": 3201336.3, "recoverable_pct": 0.604 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105541", "label": "fraudulent", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-04T20:21:00Z", "trace_id": "ed03f7ee-db37-4617-7ea5-a7268b5fd407" }
{ "account_age_days": 1731, "account_id": "ACCT-24FF70E5D693", "baseline_risk_score": 0.395, "kyc_tier": "tier_3", "session_entropy": 0.332 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 296, "timestamp": "2026-01-04T20:21:00Z", "transaction_amount_usd": 448384.93 }, { "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": 0.695, "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": 3631242.3, "financial_exposure_usd": 4811706.65, "recoverable_pct": 0.929 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100843", "label": "fraudulent", "label_confidence": 0.929, "severity": "critical", "timestamp": "2026-01-01T14:03:00Z", "trace_id": "a8cd021a-31f7-ee6b-4cfe-40eb06ba1d8b" }
{ "account_age_days": 346, "account_id": "ACCT-F59613BFD88B", "baseline_risk_score": 0.446, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1054, "timestamp": "2026-01-01T14:03:00Z", "transaction_amount_usd": 15426.99 }, { "asset": "USDC", "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": 0.364, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 260228.42, "financial_exposure_usd": 518770.58, "recoverable_pct": 0.508 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109091", "label": "benign", "label_confidence": 0.521, "severity": "medium", "timestamp": "2026-01-07T07:31:00Z", "trace_id": "af41a57a-8af7-c820-a5b8-1e290d4b2d9a" }
{ "account_age_days": 118, "account_id": "ACCT-AA6B2E1F0EAE", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 777, "timestamp": "2026-01-07T07:31:00Z", "transaction_amount_usd": 9049.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.654, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 636.28, "financial_exposure_usd": 893, "recoverable_pct": 0.636 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107632", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-06T07:12:00Z", "trace_id": "52e41cc7-2b59-40aa-bfc8-7c54c08a34df" }
{ "account_age_days": 1606, "account_id": "ACCT-9153BE16EF24", "baseline_risk_score": 0.137, "kyc_tier": "tier_3", "session_entropy": 0.307 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 582, "timestamp": "2026-01-06T07:12:00Z", "transaction_amount_usd": 14425.49 }, { "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": 0.659, "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": 5279.28, "financial_exposure_usd": 9404.05, "recoverable_pct": 0.458 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101162", "label": "fraudulent", "label_confidence": 0.854, "severity": "critical", "timestamp": "2026-01-01T19:22:00Z", "trace_id": "6c9a0616-5c86-c048-365f-6c6da0e3c3d8" }
{ "account_age_days": 632, "account_id": "ACCT-A4155DA70787", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 92, "timestamp": "2026-01-01T19:22:00Z", "transaction_amount_usd": 71294.48 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.559, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 669627.18, "financial_exposure_usd": 784406.27, "recoverable_pct": 0.008 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104996", "label": "fraudulent", "label_confidence": 0.736, "severity": "medium", "timestamp": "2026-01-04T11:16:00Z", "trace_id": "867d5693-0580-aad2-f326-1626db1e8692" }
{ "account_age_days": 302, "account_id": "ACCT-CEED2D162E7A", "baseline_risk_score": 0.439, "kyc_tier": "tier_3", "session_entropy": 0.799 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 499, "timestamp": "2026-01-04T11:16:00Z", "transaction_amount_usd": 2326303.78 }, { "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": 0.359, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1885737.61, "financial_exposure_usd": 3098110.59, "recoverable_pct": 0.463 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107055", "label": "benign", "label_confidence": 0.536, "severity": "medium", "timestamp": "2026-01-05T21:35:00Z", "trace_id": "40f856ca-88a6-a38e-493f-ed25129c21f2" }
{ "account_age_days": 1933, "account_id": "ACCT-1C435985E31B", "baseline_risk_score": 0.059, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 800, "timestamp": "2026-01-05T21:35:00Z", "transaction_amount_usd": 10475.55 }, { "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": 0.584, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 1213.37, "financial_exposure_usd": 1679.28, "recoverable_pct": 0.713 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107642", "label": "benign", "label_confidence": 0.61, "severity": "high", "timestamp": "2026-01-06T07:22:00Z", "trace_id": "cb70a50e-3439-7017-2847-38f69b2ceeb5" }
{ "account_age_days": 1353, "account_id": "ACCT-54D92683B6FF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 309, "timestamp": "2026-01-05T20:46:00Z", "transaction_amount_usd": 0.65 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.597, "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": 4786.47, "financial_exposure_usd": 7082.88, "recoverable_pct": 0.783 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109271", "label": "benign", "label_confidence": 0.731, "severity": "low", "timestamp": "2026-01-07T10:31:00Z", "trace_id": "268e4028-042d-e039-7977-e9bfb9a204ac" }
{ "account_age_days": 557, "account_id": "ACCT-662C71751281", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.296 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1145, "timestamp": "2026-01-07T10:31:00Z", "transaction_amount_usd": 6466.72 }, { "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": 0.563, "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": 5407.22, "financial_exposure_usd": 8611.38, "recoverable_pct": 0.712 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107814", "label": "benign", "label_confidence": 0.71, "severity": "low", "timestamp": "2026-01-06T10:14:00Z", "trace_id": "c61ebe4e-2061-8409-aa5d-9cc5095bede7" }
{ "account_age_days": 1733, "account_id": "ACCT-948B6A3C9C7B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.673 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 267, "timestamp": "2026-01-06T01:34:00Z", "transaction_amount_usd": 0.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4279.4, "financial_exposure_usd": 6526.34, "recoverable_pct": 0.99 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106007", "label": "fraudulent", "label_confidence": 0.889, "severity": "high", "timestamp": "2026-01-05T04:07:00Z", "trace_id": "d85d7f59-04af-db7d-caff-0085a148889a" }
{ "account_age_days": 1906, "account_id": "ACCT-89D5BCBBA2C2", "baseline_risk_score": 0.369, "kyc_tier": "tier_3", "session_entropy": 0.429 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 247, "timestamp": "2026-01-05T04:07:00Z", "transaction_amount_usd": 2300895.85 }, { "asset": "GBP", "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": 0.496, "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": 1241190.85, "financial_exposure_usd": 1854546.13, "recoverable_pct": 0.718 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }