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-103099", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-03T03:39:00Z", "trace_id": "6c4850c2-32ba-553b-2a6d-c014f612a408" }
{ "account_age_days": 1219, "account_id": "ACCT-3FE340800684", "baseline_risk_score": 0.589, "kyc_tier": "tier_1", "session_entropy": 0.407 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 919, "timestamp": "2026-01-03T03:39:00Z", "transaction_amount_usd": 25786.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.945, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 801621.55, "financial_exposure_usd": 914908.02, "recoverable_pct": 0.439 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104217", "label": "fraudulent", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-03T22:17:00Z", "trace_id": "00c49a0d-dd2b-dc71-a49d-3f36f96ac8b6" }
{ "account_age_days": 1642, "account_id": "ACCT-57B3648826E4", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.519 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 344, "timestamp": "2026-01-03T20:10:00Z", "transaction_amount_usd": 1.35 }, { "asset": "EUR", "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": 0.577, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3308788.13, "financial_exposure_usd": 3596277.59, "recoverable_pct": 0.909 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109062", "label": "benign", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-07T07:02:00Z", "trace_id": "d9c7b9c5-5f03-24da-9c99-977f3e5ffea1" }
{ "account_age_days": 1346, "account_id": "ACCT-9122F075E9DC", "baseline_risk_score": 0.141, "kyc_tier": "tier_2", "session_entropy": 0.58 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 211, "timestamp": "2026-01-07T07:02:00Z", "transaction_amount_usd": 13507.99 }, { "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": 0.552, "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": 2004.85, "financial_exposure_usd": 4249.22, "recoverable_pct": 0.663 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101409", "label": "fraudulent", "label_confidence": 0.82, "severity": "medium", "timestamp": "2026-01-01T23:29:00Z", "trace_id": "06921269-9670-05b1-d330-175b39dff284" }
{ "account_age_days": 1645, "account_id": "ACCT-CAE8FC6BD797", "baseline_risk_score": 0.376, "kyc_tier": "tier_1", "session_entropy": 0.621 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 92, "timestamp": "2026-01-01T12:20:00Z", "transaction_amount_usd": 0.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 567433.27, "financial_exposure_usd": 750274.73, "recoverable_pct": 0.627 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103502", "label": "fraudulent", "label_confidence": 0.86, "severity": "low", "timestamp": "2026-01-03T10:22:00Z", "trace_id": "02a6242c-eb9b-6f99-9f6a-536708aad780" }
{ "account_age_days": 590, "account_id": "ACCT-2FE17895B0A1", "baseline_risk_score": 0.371, "kyc_tier": "tier_1", "session_entropy": 0.702 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 271, "timestamp": "2026-01-03T10:22:00Z", "transaction_amount_usd": 2968983.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "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": 1012948.33, "financial_exposure_usd": 2310255.71, "recoverable_pct": 0.6 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104373", "label": "fraudulent", "label_confidence": 0.654, "severity": "high", "timestamp": "2026-01-04T00:53:00Z", "trace_id": "9cd3f5ac-b917-8694-e218-9448fa01c9d4" }
{ "account_age_days": 473, "account_id": "ACCT-208C0C707803", "baseline_risk_score": 0.266, "kyc_tier": "tier_1", "session_entropy": 0.594 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 298, "timestamp": "2026-01-03T18:39:00Z", "transaction_amount_usd": 8.47 }, { "asset": "USD", "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": 0.397, "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": 1815511.97, "financial_exposure_usd": 3924079.07, "recoverable_pct": 0.664 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102872", "label": "fraudulent", "label_confidence": 0.977, "severity": "high", "timestamp": "2026-01-02T23:52:00Z", "trace_id": "df8dc86b-36ec-8fca-13ac-2a15a49434fb" }
{ "account_age_days": 458, "account_id": "ACCT-97FE3859014E", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.67 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 1146, "timestamp": "2026-01-02T23:52:00Z", "transaction_amount_usd": 35095.3 }, { "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": 0.819, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 498371.9, "financial_exposure_usd": 689576.35, "recoverable_pct": 0.275 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103320", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-03T07:20:00Z", "trace_id": "3bbf9c80-561b-0c6d-0b82-0f8705b2aede" }
{ "account_age_days": 613, "account_id": "ACCT-FE06B6D7CA62", "baseline_risk_score": 0.568, "kyc_tier": "tier_3", "session_entropy": 0.944 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 198, "timestamp": "2026-01-03T06:07:00Z", "transaction_amount_usd": 21.61 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.637, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1235555.65, "financial_exposure_usd": 1511813.69, "recoverable_pct": 0.324 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102247", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-02T13:27:00Z", "trace_id": "b4f6f35e-145e-dd54-31e6-0480cec56c59" }
{ "account_age_days": 1636, "account_id": "ACCT-CEFD3E0E04BA", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.649 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 552, "timestamp": "2026-01-02T13:27:00Z", "transaction_amount_usd": 100520.04 }, { "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": 0.771, "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": 347410.06, "financial_exposure_usd": 555577.32, "recoverable_pct": 0.383 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101181", "label": "fraudulent", "label_confidence": 0.863, "severity": "low", "timestamp": "2026-01-01T19:41:00Z", "trace_id": "54abbf9a-4cbf-946f-5204-eef66147c2e3" }
{ "account_age_days": 478, "account_id": "ACCT-5C24F19BCCE2", "baseline_risk_score": 0.317, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 127, "timestamp": "2026-01-01T19:41:00Z", "transaction_amount_usd": 96599.29 }, { "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": 0.922, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 531614.59, "financial_exposure_usd": 976528.8, "recoverable_pct": 0.345 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108813", "label": "benign", "label_confidence": 0.65, "severity": "high", "timestamp": "2026-01-07T02:53:00Z", "trace_id": "d526496c-5ca2-396d-da04-e62eda0f0ea6" }
{ "account_age_days": 596, "account_id": "ACCT-F697706977AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.206 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 224, "timestamp": "2026-01-07T02:53:00Z", "transaction_amount_usd": 2603.03 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.67, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 629.51, "financial_exposure_usd": 906.02, "recoverable_pct": 0.733 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108507", "label": "benign", "label_confidence": 0.702, "severity": "high", "timestamp": "2026-01-06T21:47:00Z", "trace_id": "55e8dfe9-ffdc-f668-b798-2b598b67f832" }
{ "account_age_days": 1161, "account_id": "ACCT-4AEFF765D5A3", "baseline_risk_score": 0.148, "kyc_tier": "tier_3", "session_entropy": 0.617 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1134, "timestamp": "2026-01-06T21:47:00Z", "transaction_amount_usd": 11033.68 }, { "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": 0.586, "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": 3702.23, "financial_exposure_usd": 4484.52, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102704", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-02T21:04:00Z", "trace_id": "df6ce1ed-71e7-66dd-1920-dbe6c5865248" }
{ "account_age_days": 997, "account_id": "ACCT-A108FB3CD50C", "baseline_risk_score": 0.339, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 526, "timestamp": "2026-01-02T21:04:00Z", "transaction_amount_usd": 43040.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.482, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 248324.74, "financial_exposure_usd": 344460.7, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109021", "label": "benign", "label_confidence": 0.616, "severity": "high", "timestamp": "2026-01-07T06:21:00Z", "trace_id": "c0849453-a772-0168-645d-cfaa66beaa36" }
{ "account_age_days": 1538, "account_id": "ACCT-49559D597D87", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1118, "timestamp": "2026-01-07T06:21:00Z", "transaction_amount_usd": 11151.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.669, "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": 2812.91, "financial_exposure_usd": 4663.14, "recoverable_pct": 0.5 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102747", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-02T21:47:00Z", "trace_id": "4b049e2f-4aa7-57c8-02ce-c6649b863944" }
{ "account_age_days": 1485, "account_id": "ACCT-561A4DB2B321", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.626 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 190, "timestamp": "2026-01-02T21:47:00Z", "transaction_amount_usd": 21200.01 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.577, "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": 409176.1, "financial_exposure_usd": 660131.55, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109989", "label": "benign", "label_confidence": 0.609, "severity": "low", "timestamp": "2026-01-07T22:29:00Z", "trace_id": "22a8f7a0-82c1-41c9-a133-771029262f81" }
{ "account_age_days": 1159, "account_id": "ACCT-944E10375CD5", "baseline_risk_score": 0.109, "kyc_tier": "tier_3", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1128, "timestamp": "2026-01-07T22:29:00Z", "transaction_amount_usd": 6598.33 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4416.28, "financial_exposure_usd": 4540.61, "recoverable_pct": 0.493 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106806", "label": "benign", "label_confidence": 0.491, "severity": "low", "timestamp": "2026-01-05T17:26:00Z", "trace_id": "a7122a6b-7e6c-754d-2535-bb98c4590002" }
{ "account_age_days": 1131, "account_id": "ACCT-882513576AF5", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1114, "timestamp": "2026-01-05T17:26:00Z", "transaction_amount_usd": 5700.03 }, { "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": 0.668, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1239.09, "financial_exposure_usd": 2934.5, "recoverable_pct": 0.533 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109751", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-07T18:31:00Z", "trace_id": "8b50b438-0a06-06a9-cd32-fae8bed8dea3" }
{ "account_age_days": 465, "account_id": "ACCT-1BF2AA42F24B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.9 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 110, "timestamp": "2026-01-07T08:52:00Z", "transaction_amount_usd": 8.01 }, { "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": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1403.03, "financial_exposure_usd": 2165.43, "recoverable_pct": 0.956 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102833", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-02T23:13:00Z", "trace_id": "fbcfe1a1-cd33-a24a-a7a7-618f8779ca59" }
{ "account_age_days": 1076, "account_id": "ACCT-88752A147F81", "baseline_risk_score": 0.384, "kyc_tier": "tier_3", "session_entropy": 0.19 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 394, "timestamp": "2026-01-02T17:07:00Z", "transaction_amount_usd": 4.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.706, "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": 249349.94, "financial_exposure_usd": 343244.54, "recoverable_pct": 0.333 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100630", "label": "fraudulent", "label_confidence": 0.759, "severity": "low", "timestamp": "2026-01-01T10:30:00Z", "trace_id": "be7e7841-ff32-6f49-ffb7-c38f725ad157" }
{ "account_age_days": 518, "account_id": "ACCT-413F294D698F", "baseline_risk_score": 0.606, "kyc_tier": "tier_3", "session_entropy": 0.822 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 148, "timestamp": "2026-01-01T10:30:00Z", "transaction_amount_usd": 99012.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.581, "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": 212071.13, "financial_exposure_usd": 367277.11, "recoverable_pct": 0.823 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108383", "label": "benign", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-06T19:43:00Z", "trace_id": "a84460ab-76ca-a753-f2b1-aa6338f74463" }
{ "account_age_days": 475, "account_id": "ACCT-CE4B32AB264A", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.522 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 217, "timestamp": "2026-01-06T15:21:00Z", "transaction_amount_usd": 10.37 }, { "asset": "BTC", "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": 0.631, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5111.25, "financial_exposure_usd": 6654.11, "recoverable_pct": 0.575 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102753", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-02T21:53:00Z", "trace_id": "4cc3b72f-110d-0bba-3700-8707537c2c98" }
{ "account_age_days": 791, "account_id": "ACCT-5D654F9619F8", "baseline_risk_score": 0.593, "kyc_tier": "tier_2", "session_entropy": 0.148 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 856, "timestamp": "2026-01-02T21:53:00Z", "transaction_amount_usd": 99626.85 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.839, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 969606.64, "financial_exposure_usd": 998784.45, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100414", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-01T06:54:00Z", "trace_id": "60754bc1-1c50-6b06-dd87-a274f9169caf" }
{ "account_age_days": 391, "account_id": "ACCT-521B37301011", "baseline_risk_score": 0.393, "kyc_tier": "tier_1", "session_entropy": 0.29 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 278, "timestamp": "2026-01-01T06:54:00Z", "transaction_amount_usd": 74689.62 }, { "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": 0.528, "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": 433060.64, "financial_exposure_usd": 651639.73, "recoverable_pct": 0.075 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101538", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-02T01:38:00Z", "trace_id": "989860cd-b165-1e4e-d1ba-5e76621e7e06" }
{ "account_age_days": 1979, "account_id": "ACCT-B01E707FD13F", "baseline_risk_score": 0.608, "kyc_tier": "tier_3", "session_entropy": 0.749 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 821, "timestamp": "2026-01-02T01:38:00Z", "transaction_amount_usd": 32457.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.85, "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 HAV...
{ "customer_funds_at_risk_usd": 330505.37, "financial_exposure_usd": 428902.03, "recoverable_pct": 0.522 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101362", "label": "fraudulent", "label_confidence": 0.767, "severity": "high", "timestamp": "2026-01-01T22:42:00Z", "trace_id": "55ab9d52-9253-a30b-1a41-dd8d89595c12" }
{ "account_age_days": 1349, "account_id": "ACCT-B1F349B45B11", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 169, "timestamp": "2026-01-01T22:42:00Z", "transaction_amount_usd": 65185.31 }, { "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": 0.815, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 589393.51, "financial_exposure_usd": 962304.35, "recoverable_pct": 0.269 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101589", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-02T02:29:00Z", "trace_id": "eb29edfc-5d1d-eff6-ee11-be9fc7b8a59d" }
{ "account_age_days": 148, "account_id": "ACCT-60A836B1F387", "baseline_risk_score": 0.466, "kyc_tier": "tier_2", "session_entropy": 0.538 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 706, "timestamp": "2026-01-02T02:29:00Z", "transaction_amount_usd": 57964.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.677, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 399941.36, "financial_exposure_usd": 638124.87, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100263", "label": "fraudulent", "label_confidence": 0.979, "severity": "high", "timestamp": "2026-01-01T04:23:00Z", "trace_id": "901b938f-b703-de19-d20f-65b31164d2e6" }
{ "account_age_days": 1868, "account_id": "ACCT-11269F9E03C0", "baseline_risk_score": 0.615, "kyc_tier": "tier_2", "session_entropy": 0.705 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 214, "timestamp": "2026-01-01T04:23:00Z", "transaction_amount_usd": 69113.18 }, { "asset": "USDT", "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": 0.88, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "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": 315568.09, "financial_exposure_usd": 758970.92, "recoverable_pct": 0.397 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106571", "label": "fraudulent", "label_confidence": 0.76, "severity": "medium", "timestamp": "2026-01-05T13:31:00Z", "trace_id": "e814da86-3e49-02d1-6947-d51cc9315660" }
{ "account_age_days": 1927, "account_id": "ACCT-E0E365E74535", "baseline_risk_score": 0.443, "kyc_tier": "tier_1", "session_entropy": 0.842 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 173, "timestamp": "2026-01-05T13:31:00Z", "transaction_amount_usd": 1756366.3 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.486, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 5268331.6, "financial_exposure_usd": 6845191.07, "recoverable_pct": 0.585 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107007", "label": "benign", "label_confidence": 0.718, "severity": "medium", "timestamp": "2026-01-05T20:47:00Z", "trace_id": "15544407-8a70-268b-9c52-cf47b0d6cb50" }
{ "account_age_days": 1214, "account_id": "ACCT-1AE50BA6A965", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.713 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 112, "timestamp": "2026-01-05T20:47:00Z", "transaction_amount_usd": 13680.11 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.734, "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": 2363.35, "financial_exposure_usd": 2387.13, "recoverable_pct": 0.766 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102541", "label": "fraudulent", "label_confidence": 0.828, "severity": "low", "timestamp": "2026-01-02T18:21:00Z", "trace_id": "0ec531af-4312-3246-3d19-5abc7172d473" }
{ "account_age_days": 1940, "account_id": "ACCT-F8F5F206403E", "baseline_risk_score": 0.32, "kyc_tier": "tier_3", "session_entropy": 0.706 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 270, "timestamp": "2026-01-02T07:49:00Z", "transaction_amount_usd": 8.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.671, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 785673.29, "financial_exposure_usd": 838961.95, "recoverable_pct": 0.044 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107664", "label": "benign", "label_confidence": 0.721, "severity": "medium", "timestamp": "2026-01-06T07:44:00Z", "trace_id": "feb8c158-15d2-4f22-f057-d1b6f1f0da68" }
{ "account_age_days": 1183, "account_id": "ACCT-35FA036CE5D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 878, "timestamp": "2026-01-06T07:44:00Z", "transaction_amount_usd": 6671.59 }, { "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": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1101.56, "financial_exposure_usd": 1815.75, "recoverable_pct": 1 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101850", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-02T06:50:00Z", "trace_id": "a781af0d-bda3-4e0f-d5f4-d4149d103158" }
{ "account_age_days": 1451, "account_id": "ACCT-B26B2C00F4AD", "baseline_risk_score": 0.497, "kyc_tier": "tier_3", "session_entropy": 0.773 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 847, "timestamp": "2026-01-02T06:50:00Z", "transaction_amount_usd": 69682.99 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.711, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 755180.93, "financial_exposure_usd": 1299322.76, "recoverable_pct": 0.318 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102848", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-02T23:28:00Z", "trace_id": "30f3bc87-8ffd-d887-f78c-6771a8de777f" }
{ "account_age_days": 502, "account_id": "ACCT-20CD3FF8DF83", "baseline_risk_score": 0.399, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 308, "timestamp": "2026-01-02T11:59:00Z", "transaction_amount_usd": 21.9 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.523, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 816559.41, "financial_exposure_usd": 851482.96, "recoverable_pct": 0.338 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109299", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-07T10:59:00Z", "trace_id": "84aa78c7-b1b4-c44f-b73d-f8e2c42fcb46" }
{ "account_age_days": 453, "account_id": "ACCT-D5F5795CE0B1", "baseline_risk_score": 0.126, "kyc_tier": "tier_3", "session_entropy": 0.212 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 297, "timestamp": "2026-01-07T07:35:00Z", "transaction_amount_usd": 12.12 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.768, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 96.21, "financial_exposure_usd": 189.73, "recoverable_pct": 0.966 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108539", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-06T22:19:00Z", "trace_id": "40063e1c-9d7a-1e7a-477f-4ba73b14ceaf" }
{ "account_age_days": 1265, "account_id": "ACCT-7D26C17DAA8C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.779 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 228, "timestamp": "2026-01-06T16:20:00Z", "transaction_amount_usd": 3.81 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.503, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4377.21, "financial_exposure_usd": 4389.94, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104110", "label": "fraudulent", "label_confidence": 0.883, "severity": "low", "timestamp": "2026-01-03T20:30:00Z", "trace_id": "e6d359a0-c44c-b9f8-a035-0d869144d427" }
{ "account_age_days": 966, "account_id": "ACCT-BBB6CA42A7D1", "baseline_risk_score": 0.428, "kyc_tier": "tier_1", "session_entropy": 0.188 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 111, "timestamp": "2026-01-03T20:30:00Z", "transaction_amount_usd": 143379.47 }, { "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": 0.44, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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 AN...
{ "customer_funds_at_risk_usd": 1385233.63, "financial_exposure_usd": 2971030.2, "recoverable_pct": 0.832 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104699", "label": "fraudulent", "label_confidence": 0.658, "severity": "medium", "timestamp": "2026-01-04T06:19:00Z", "trace_id": "804cde4c-b4a9-55e0-dba5-6332f1a884c5" }
{ "account_age_days": 803, "account_id": "ACCT-6F4DFC2416AC", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.835 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 124, "timestamp": "2026-01-04T06:19:00Z", "transaction_amount_usd": 1213299.31 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2609232.37, "financial_exposure_usd": 2620195.22, "recoverable_pct": 0.443 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107686", "label": "benign", "label_confidence": 0.505, "severity": "high", "timestamp": "2026-01-06T08:06:00Z", "trace_id": "4e8c38ca-d074-de82-c40d-b68a3aa12192" }
{ "account_age_days": 1324, "account_id": "ACCT-25FB11C0DDE8", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1014, "timestamp": "2026-01-06T08:06:00Z", "transaction_amount_usd": 347.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.67, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 5016.65, "financial_exposure_usd": 7148.21, "recoverable_pct": 0.917 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104423", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-04T01:43:00Z", "trace_id": "e95c7fa5-f783-e101-825c-579722d7bce4" }
{ "account_age_days": 220, "account_id": "ACCT-179E0365C4B0", "baseline_risk_score": 0.375, "kyc_tier": "tier_3", "session_entropy": 0.14 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 267, "timestamp": "2026-01-03T19:35:00Z", "transaction_amount_usd": 8.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.905, "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": 2772085.69, "financial_exposure_usd": 3127234.11, "recoverable_pct": 0.919 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107299", "label": "benign", "label_confidence": 0.467, "severity": "high", "timestamp": "2026-01-06T01:39:00Z", "trace_id": "e5c43d26-cc4a-f992-2524-0f06f7642348" }
{ "account_age_days": 1935, "account_id": "ACCT-22F8A3878B07", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.577 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 98, "timestamp": "2026-01-05T23:07:00Z", "transaction_amount_usd": 20.24 }, { "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": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5788.99, "financial_exposure_usd": 6493.05, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104215", "label": "fraudulent", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-03T22:15:00Z", "trace_id": "b450a651-baf7-b0e7-0f31-ffd3b9c4b21a" }
{ "account_age_days": 260, "account_id": "ACCT-879FE82A80E9", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.776 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 268, "timestamp": "2026-01-03T13:24:00Z", "transaction_amount_usd": 5.14 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.455, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5024920.87, "financial_exposure_usd": 6243823.59, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108341", "label": "benign", "label_confidence": 0.575, "severity": "medium", "timestamp": "2026-01-06T19:01:00Z", "trace_id": "31e29aee-99f2-ea66-8000-f28ab8992573" }
{ "account_age_days": 1494, "account_id": "ACCT-21CBCEE5FB2C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.186 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 979, "timestamp": "2026-01-06T19:01:00Z", "transaction_amount_usd": 7363.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3709.53, "financial_exposure_usd": 5020.57, "recoverable_pct": 0.666 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103941", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-03T17:41:00Z", "trace_id": "aa381500-65bf-c232-d4a1-db6ca37913d2" }
{ "account_age_days": 1311, "account_id": "ACCT-7ADC85EF8094", "baseline_risk_score": 0.245, "kyc_tier": "tier_3", "session_entropy": 0.204 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 190, "timestamp": "2026-01-03T13:26:00Z", "transaction_amount_usd": 11.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.42, "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 p...
{ "customer_funds_at_risk_usd": 961172.52, "financial_exposure_usd": 2146503.15, "recoverable_pct": 0.461 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109041", "label": "benign", "label_confidence": 0.739, "severity": "high", "timestamp": "2026-01-07T06:41:00Z", "trace_id": "12309e7e-292c-e93c-39bc-5178f3d10951" }
{ "account_age_days": 1091, "account_id": "ACCT-9D738EC576A5", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.785 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 309, "timestamp": "2026-01-07T03:40:00Z", "transaction_amount_usd": 13.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1131.06, "financial_exposure_usd": 1940.28, "recoverable_pct": 0.842 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100268", "label": "fraudulent", "label_confidence": 0.972, "severity": "medium", "timestamp": "2026-01-01T04:28:00Z", "trace_id": "ce972144-4d17-094c-9288-cbf5a6bd63a4" }
{ "account_age_days": 1424, "account_id": "ACCT-F6DE974A6D9D", "baseline_risk_score": 0.368, "kyc_tier": "tier_3", "session_entropy": 0.849 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 220, "timestamp": "2026-01-01T01:10:00Z", "transaction_amount_usd": 23.01 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.536, "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": 587476.41, "financial_exposure_usd": 684476.8, "recoverable_pct": 0.521 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104706", "label": "fraudulent", "label_confidence": 0.904, "severity": "critical", "timestamp": "2026-01-04T06:26:00Z", "trace_id": "67285727-2f85-6c8e-921d-e0734189b4de" }
{ "account_age_days": 921, "account_id": "ACCT-B8631BEBA09E", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.65 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 931, "timestamp": "2026-01-04T06:26:00Z", "transaction_amount_usd": 1603507.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5354343.31, "financial_exposure_usd": 5973214.72, "recoverable_pct": 0.464 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101321", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-01T22:01:00Z", "trace_id": "bed3c3da-8b1d-3dd5-8fba-eca836fc43f4" }
{ "account_age_days": 1381, "account_id": "ACCT-F120040B43AF", "baseline_risk_score": 0.358, "kyc_tier": "tier_2", "session_entropy": 0.252 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 362, "timestamp": "2026-01-01T22:01:00Z", "transaction_amount_usd": 30409.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.453, "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": 581838.46, "financial_exposure_usd": 988854.21, "recoverable_pct": 0.159 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103687", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-03T13:27:00Z", "trace_id": "f29aff1d-e885-8742-d2f7-af8ec8b17006" }
{ "account_age_days": 1145, "account_id": "ACCT-E01C13D6B2DD", "baseline_risk_score": 0.228, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 942, "timestamp": "2026-01-03T13:27:00Z", "transaction_amount_usd": 701414.6 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.828, "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": 2763521.16, "financial_exposure_usd": 6645853.28, "recoverable_pct": 0.68 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108091", "label": "benign", "label_confidence": 0.472, "severity": "medium", "timestamp": "2026-01-06T14:51:00Z", "trace_id": "eea93668-d95e-f61b-76cb-a2bcc469582e" }
{ "account_age_days": 456, "account_id": "ACCT-6D58B013F8C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1133, "timestamp": "2026-01-06T14:51:00Z", "transaction_amount_usd": 7517.5 }, { "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": 0.76, "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": 2816.45, "financial_exposure_usd": 4643.75, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102201", "label": "fraudulent", "label_confidence": 0.898, "severity": "low", "timestamp": "2026-01-02T12:41:00Z", "trace_id": "03cb4736-d99f-e6a4-f890-9b87ce98b55c" }
{ "account_age_days": 354, "account_id": "ACCT-818A7C08B2D4", "baseline_risk_score": 0.461, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 177, "timestamp": "2026-01-02T03:56:00Z", "transaction_amount_usd": 25 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 273577.07, "financial_exposure_usd": 281849.33, "recoverable_pct": 0.68 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102195", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T12:35:00Z", "trace_id": "a72c767c-9439-6e8e-5a7c-64f71bcc091d" }
{ "account_age_days": 835, "account_id": "ACCT-B395DCD2F391", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.822 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 876, "timestamp": "2026-01-02T12:35:00Z", "transaction_amount_usd": 95869.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 615959.67, "financial_exposure_usd": 705807.22, "recoverable_pct": 0.515 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109531", "label": "benign", "label_confidence": 0.465, "severity": "medium", "timestamp": "2026-01-07T14:51:00Z", "trace_id": "f5253e43-cc46-7fc4-7e9b-4f0906ba6773" }
{ "account_age_days": 421, "account_id": "ACCT-969D223880CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 205, "timestamp": "2026-01-07T10:28:00Z", "transaction_amount_usd": 1.11 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.454, "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": 1299.15, "financial_exposure_usd": 1408.64, "recoverable_pct": 0.913 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108077", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-06T14:37:00Z", "trace_id": "a4302207-d9bd-e1c9-fd5d-16e384798eee" }
{ "account_age_days": 1948, "account_id": "ACCT-7C404D1EB565", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.66 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 881, "timestamp": "2026-01-06T14:37:00Z", "transaction_amount_usd": 13465.49 }, { "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": 0.628, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1455.19, "financial_exposure_usd": 1755.38, "recoverable_pct": 0.737 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103061", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-03T03:01:00Z", "trace_id": "fee48d5d-f011-42a6-d0bb-f0f15b8641fe" }
{ "account_age_days": 1489, "account_id": "ACCT-315EC5BC4F77", "baseline_risk_score": 0.638, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 209, "timestamp": "2026-01-02T16:17:00Z", "transaction_amount_usd": 1.72 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.699, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 698936.01, "financial_exposure_usd": 842472.58, "recoverable_pct": 0.588 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107300", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-06T01:40:00Z", "trace_id": "9705051d-8bdc-e92b-d39e-ff33a3f73718" }
{ "account_age_days": 1389, "account_id": "ACCT-A51A6D712BF7", "baseline_risk_score": 0.19, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 917, "timestamp": "2026-01-06T01:40:00Z", "transaction_amount_usd": 3186.07 }, { "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": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1254.48, "financial_exposure_usd": 1470.33, "recoverable_pct": 0.615 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108712", "label": "benign", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-07T01:12:00Z", "trace_id": "fc62e53c-fd42-19a2-42a4-47e12dd41834" }
{ "account_age_days": 625, "account_id": "ACCT-ED0BEA31FB22", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 479, "timestamp": "2026-01-07T01:12:00Z", "transaction_amount_usd": 13313.87 }, { "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": 0.634, "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": 304.3, "financial_exposure_usd": 538.18, "recoverable_pct": 0.579 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108625", "label": "benign", "label_confidence": 0.51, "severity": "high", "timestamp": "2026-01-06T23:45:00Z", "trace_id": "d93836c6-4ec4-12f9-32f8-d954ba159eaf" }
{ "account_age_days": 1045, "account_id": "ACCT-F69E6067F8BB", "baseline_risk_score": 0.197, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1085, "timestamp": "2026-01-06T23:45:00Z", "transaction_amount_usd": 5932.4 }, { "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": 0.495, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.694 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107263", "label": "benign", "label_confidence": 0.644, "severity": "low", "timestamp": "2026-01-06T01:03:00Z", "trace_id": "09830ece-eb11-f758-5eb4-e0217d2c0b7a" }
{ "account_age_days": 1134, "account_id": "ACCT-9CD5CAA4578A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 539, "timestamp": "2026-01-06T01:03:00Z", "transaction_amount_usd": 11863.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.674, "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": 3168.33, "financial_exposure_usd": 5870.24, "recoverable_pct": 0.982 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102606", "label": "fraudulent", "label_confidence": 0.963, "severity": "high", "timestamp": "2026-01-02T19:26:00Z", "trace_id": "a6e7d54a-e773-7504-0640-bca92cc28aa9" }
{ "account_age_days": 309, "account_id": "ACCT-E6A17CCB045F", "baseline_risk_score": 0.528, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 169, "timestamp": "2026-01-02T12:18:00Z", "transaction_amount_usd": 21.77 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "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": 490951.01, "financial_exposure_usd": 796306.9, "recoverable_pct": 0.077 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108532", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-06T22:12:00Z", "trace_id": "4bf0b0e7-2102-bd67-fd20-085887cc147b" }
{ "account_age_days": 714, "account_id": "ACCT-0F003E0A0A47", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.785 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 457, "timestamp": "2026-01-06T22:12:00Z", "transaction_amount_usd": 2713.03 }, { "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": 0.629, "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": 3162.09, "financial_exposure_usd": 5492.19, "recoverable_pct": 0.649 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102636", "label": "fraudulent", "label_confidence": 0.862, "severity": "critical", "timestamp": "2026-01-02T19:56:00Z", "trace_id": "355fccb9-3ce9-38a8-3b55-081951c7a01d" }
{ "account_age_days": 473, "account_id": "ACCT-F3B9F0B04CD2", "baseline_risk_score": 0.397, "kyc_tier": "tier_2", "session_entropy": 0.149 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 148, "timestamp": "2026-01-02T15:23:00Z", "transaction_amount_usd": 22.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.382, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1071749.12, "financial_exposure_usd": 1459157.56, "recoverable_pct": 0.193 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104835", "label": "fraudulent", "label_confidence": 0.746, "severity": "high", "timestamp": "2026-01-04T08:35:00Z", "trace_id": "649f364f-929f-1d3c-b8b3-db81b2cc164a" }
{ "account_age_days": 1644, "account_id": "ACCT-B6BEC9B9DBB0", "baseline_risk_score": 0.397, "kyc_tier": "tier_3", "session_entropy": 0.624 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 179, "timestamp": "2026-01-04T00:29:00Z", "transaction_amount_usd": 4.06 }, { "asset": "USDT", "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": 0.479, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6320395.4, "financial_exposure_usd": 7933519.2, "recoverable_pct": 0.803 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107849", "label": "benign", "label_confidence": 0.496, "severity": "medium", "timestamp": "2026-01-06T10:49:00Z", "trace_id": "22cc0d73-04ed-66d8-b22a-9b7c46a0c6a2" }
{ "account_age_days": 819, "account_id": "ACCT-223125576794", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 805, "timestamp": "2026-01-06T10:49:00Z", "transaction_amount_usd": 11452.24 }, { "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": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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 pr...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.774 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101748", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-02T05:08:00Z", "trace_id": "ef72b9cc-15a2-61c5-115d-c8c9bd0e8105" }
{ "account_age_days": 523, "account_id": "ACCT-481FE2F92218", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.493 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 84, "timestamp": "2026-01-02T00:29:00Z", "transaction_amount_usd": 17.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.64, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 162645.55, "financial_exposure_usd": 300666.14, "recoverable_pct": 0.318 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108051", "label": "benign", "label_confidence": 0.536, "severity": "low", "timestamp": "2026-01-06T14:11:00Z", "trace_id": "f24c14a8-81b3-5c59-898b-676fb8f7d33d" }
{ "account_age_days": 605, "account_id": "ACCT-72BBFB2BF429", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.388 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 355, "timestamp": "2026-01-06T07:44:00Z", "transaction_amount_usd": 2.45 }, { "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": 0.529, "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": 1389.69, "financial_exposure_usd": 2350.75, "recoverable_pct": 0.441 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109259", "label": "benign", "label_confidence": 0.721, "severity": "low", "timestamp": "2026-01-07T10:19:00Z", "trace_id": "538393fa-d82d-a3fb-e792-cef17037b7c4" }
{ "account_age_days": 177, "account_id": "ACCT-DDB09FBA85CA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 889, "timestamp": "2026-01-07T10:19:00Z", "transaction_amount_usd": 14469.79 }, { "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": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4032.86, "financial_exposure_usd": 6337.6, "recoverable_pct": 0.901 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106816", "label": "benign", "label_confidence": 0.552, "severity": "low", "timestamp": "2026-01-05T17:36:00Z", "trace_id": "01b66abe-f3f3-b53b-98f1-f7e62d7a1057" }
{ "account_age_days": 1697, "account_id": "ACCT-FFC6DAD1C5CC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.571 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 284, "timestamp": "2026-01-05T17:36:00Z", "transaction_amount_usd": 7644.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "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": 765.9, "financial_exposure_usd": 1296.95, "recoverable_pct": 0.955 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106447", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-05T11:27:00Z", "trace_id": "45d2b1cd-6d81-051a-791c-d3a5938de450" }
{ "account_age_days": 715, "account_id": "ACCT-C48E6D618758", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.353 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 279, "timestamp": "2026-01-05T11:27:00Z", "transaction_amount_usd": 81300.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.373, "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": 2114408.49, "financial_exposure_usd": 4046511.19, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104516", "label": "fraudulent", "label_confidence": 0.836, "severity": "high", "timestamp": "2026-01-04T03:16:00Z", "trace_id": "64cc42f6-cb24-2911-b8b2-62ed85e22561" }
{ "account_age_days": 185, "account_id": "ACCT-399D74577F92", "baseline_risk_score": 0.267, "kyc_tier": "tier_1", "session_entropy": 0.277 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 177, "timestamp": "2026-01-03T20:32:00Z", "transaction_amount_usd": 22.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.75, "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 pos...
{ "customer_funds_at_risk_usd": 10177790.93, "financial_exposure_usd": 10248033.84, "recoverable_pct": 0.629 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108249", "label": "benign", "label_confidence": 0.502, "severity": "low", "timestamp": "2026-01-06T17:29:00Z", "trace_id": "274a37f0-fcca-81c0-01ab-13373db1bd5d" }
{ "account_age_days": 973, "account_id": "ACCT-2869C7705E21", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 217, "timestamp": "2026-01-06T07:51:00Z", "transaction_amount_usd": 19.71 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3597.68, "financial_exposure_usd": 8454.7, "recoverable_pct": 0.972 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108768", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T02:08:00Z", "trace_id": "65229ea9-55ca-2252-b834-bb6501af7c43" }
{ "account_age_days": 1403, "account_id": "ACCT-7A91D71DD1C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.314 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 217, "timestamp": "2026-01-06T14:45:00Z", "transaction_amount_usd": 9.41 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 3575.08, "financial_exposure_usd": 3984.47, "recoverable_pct": 0.755 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100535", "label": "fraudulent", "label_confidence": 0.946, "severity": "low", "timestamp": "2026-01-01T08:55:00Z", "trace_id": "6111fe2d-071b-cd2a-2333-c422a3dc2212" }
{ "account_age_days": 67, "account_id": "ACCT-A82B29EEDA23", "baseline_risk_score": 0.293, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 147, "timestamp": "2026-01-01T08:55:00Z", "transaction_amount_usd": 30117.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.43, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 560793.65, "financial_exposure_usd": 764965.89, "recoverable_pct": 0.504 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107989", "label": "benign", "label_confidence": 0.58, "severity": "medium", "timestamp": "2026-01-06T13:09:00Z", "trace_id": "985ead5b-b53b-e994-850d-4357a7b83634" }
{ "account_age_days": 1602, "account_id": "ACCT-9F9661C7FFC7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.271 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 288, "timestamp": "2026-01-06T13:09:00Z", "transaction_amount_usd": 5389.26 }, { "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": 0.615, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1772.28, "financial_exposure_usd": 3931.84, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108479", "label": "benign", "label_confidence": 0.516, "severity": "low", "timestamp": "2026-01-06T21:19:00Z", "trace_id": "f1b7d27c-cee0-25cb-bf2f-cfae90b4b816" }
{ "account_age_days": 1408, "account_id": "ACCT-0DCF1A2557F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.234 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 149, "timestamp": "2026-01-06T21:19:00Z", "transaction_amount_usd": 8773.02 }, { "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": 0.531, "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": 1261.98, "financial_exposure_usd": 2768.79, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108781", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-07T02:21:00Z", "trace_id": "ca0e72e9-358c-1f48-c7e1-56ba4d6ba7a7" }
{ "account_age_days": 767, "account_id": "ACCT-0F5180CB50AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.614 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 886, "timestamp": "2026-01-07T02:21:00Z", "transaction_amount_usd": 5738.14 }, { "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": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2685.85, "financial_exposure_usd": 3900.89, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103776", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-03T14:56:00Z", "trace_id": "54a36217-3d14-c5dd-810f-84be4aa6603e" }
{ "account_age_days": 841, "account_id": "ACCT-470BEBFBFADA", "baseline_risk_score": 0.208, "kyc_tier": "tier_3", "session_entropy": 0.376 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 622, "timestamp": "2026-01-03T14:56:00Z", "transaction_amount_usd": 1533924.31 }, { "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": 0.657, "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": 2208633.04, "financial_exposure_usd": 3364838.18, "recoverable_pct": 0.487 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105312", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-04T16:32:00Z", "trace_id": "d656ec59-1cde-d583-4abc-0d7c4a9b6ba8" }
{ "account_age_days": 1983, "account_id": "ACCT-E28F51BC61E7", "baseline_risk_score": 0.415, "kyc_tier": "tier_2", "session_entropy": 0.258 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 504, "timestamp": "2026-01-04T16:32:00Z", "transaction_amount_usd": 1609131.71 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.899, "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": 3945663.92, "financial_exposure_usd": 4258935.03, "recoverable_pct": 0.872 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100306", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-01T05:06:00Z", "trace_id": "37280c98-3c64-b7e5-54ef-e0540206ad9d" }
{ "account_age_days": 1137, "account_id": "ACCT-B65D95C2522C", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.674 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1063, "timestamp": "2026-01-01T05:06:00Z", "transaction_amount_usd": 35739.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.459, "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": 625018.22, "financial_exposure_usd": 1244593.31, "recoverable_pct": 0.715 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108436", "label": "benign", "label_confidence": 0.525, "severity": "medium", "timestamp": "2026-01-06T20:36:00Z", "trace_id": "c2fae27c-53ad-769e-1411-b0e8c6ac4c05" }
{ "account_age_days": 1978, "account_id": "ACCT-69B8BB460A43", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.941 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1200, "timestamp": "2026-01-06T20:36:00Z", "transaction_amount_usd": 4634.02 }, { "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": 0.452, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 161.77, "financial_exposure_usd": 387.54, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108003", "label": "benign", "label_confidence": 0.51, "severity": "medium", "timestamp": "2026-01-06T13:23:00Z", "trace_id": "e8087ab4-f950-eccd-3bc3-a5ce0aa10c71" }
{ "account_age_days": 1985, "account_id": "ACCT-A0C999E919AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.781 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 479, "timestamp": "2026-01-06T13:23:00Z", "transaction_amount_usd": 166.2 }, { "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": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3166.03, "financial_exposure_usd": 5886.93, "recoverable_pct": 0.665 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104270", "label": "fraudulent", "label_confidence": 0.903, "severity": "medium", "timestamp": "2026-01-03T23:10:00Z", "trace_id": "e4803666-6e5c-0b86-09cc-0b56f32c2c22" }
{ "account_age_days": 642, "account_id": "ACCT-CEEB547282F6", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.318 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 982, "timestamp": "2026-01-03T23:10:00Z", "transaction_amount_usd": 1485533.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.399, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2739654.76, "financial_exposure_usd": 4383235.11, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108990", "label": "benign", "label_confidence": 0.595, "severity": "medium", "timestamp": "2026-01-07T05:50:00Z", "trace_id": "1381f20a-07d0-2b30-125b-fd1494707262" }
{ "account_age_days": 1346, "account_id": "ACCT-6A7DE5CC525E", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 274, "timestamp": "2026-01-07T05:50:00Z", "transaction_amount_usd": 5837.8 }, { "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": 0.6, "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_tra...
{ "customer_funds_at_risk_usd": 2235.17, "financial_exposure_usd": 3788.1, "recoverable_pct": 0.412 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106669", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-05T15:09:00Z", "trace_id": "9ffac35b-8894-fc77-1719-81695451ee68" }
{ "account_age_days": 937, "account_id": "ACCT-F1B57E8BA62C", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.71 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1133, "timestamp": "2026-01-05T15:09:00Z", "transaction_amount_usd": 277.62 }, { "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": 0.719, "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": 877.48, "financial_exposure_usd": 955.56, "recoverable_pct": 0.62 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109663", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-07T17:03:00Z", "trace_id": "6b9dd07b-6b29-b65a-959f-06fbf21355bf" }
{ "account_age_days": 452, "account_id": "ACCT-D5CA77FFE1FF", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.564 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 283, "timestamp": "2026-01-07T11:01:00Z", "transaction_amount_usd": 12.45 }, { "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": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 750.02, "financial_exposure_usd": 1150.53, "recoverable_pct": 0.939 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106918", "label": "benign", "label_confidence": 0.54, "severity": "high", "timestamp": "2026-01-05T19:18:00Z", "trace_id": "091f1284-0300-146d-86d6-fbcdd60c4dc2" }
{ "account_age_days": 1836, "account_id": "ACCT-4F8FD8712B3A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 274, "timestamp": "2026-01-05T07:00:00Z", "transaction_amount_usd": 14.16 }, { "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": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 924.3, "financial_exposure_usd": 1471.39, "recoverable_pct": 0.569 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100738", "label": "fraudulent", "label_confidence": 0.833, "severity": "critical", "timestamp": "2026-01-01T12:18:00Z", "trace_id": "0abe1622-67e3-a63b-9222-51b8e78e59a6" }
{ "account_age_days": 1236, "account_id": "ACCT-775C070FD48E", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.368 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 222, "timestamp": "2026-01-01T03:30:00Z", "transaction_amount_usd": 23.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.704, "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": 740779.9, "financial_exposure_usd": 792833.94, "recoverable_pct": 0.347 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109281", "label": "benign", "label_confidence": 0.561, "severity": "high", "timestamp": "2026-01-07T10:41:00Z", "trace_id": "de081d4a-628d-0f54-5502-9f9cc2114397" }
{ "account_age_days": 966, "account_id": "ACCT-8029032FD23D", "baseline_risk_score": 0.105, "kyc_tier": "tier_2", "session_entropy": 0.481 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 388, "timestamp": "2026-01-07T10:41:00Z", "transaction_amount_usd": 4725.64 }, { "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": 0.584, "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": 3156.78, "financial_exposure_usd": 5307.78, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109517", "label": "benign", "label_confidence": 0.54, "severity": "high", "timestamp": "2026-01-07T14:37:00Z", "trace_id": "e290ac6b-7bd9-c2c7-b79b-19c62a8e99f7" }
{ "account_age_days": 1712, "account_id": "ACCT-74054829D1C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1070, "timestamp": "2026-01-07T14:37:00Z", "transaction_amount_usd": 3516.97 }, { "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": 0.766, "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": 3930.9, "financial_exposure_usd": 4917.64, "recoverable_pct": 0.583 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105444", "label": "fraudulent", "label_confidence": 0.923, "severity": "medium", "timestamp": "2026-01-04T18:44:00Z", "trace_id": "b645c0fe-bdde-1c0e-6d9d-cfa20f6b7d80" }
{ "account_age_days": 50, "account_id": "ACCT-D0FE3A493994", "baseline_risk_score": 0.206, "kyc_tier": "tier_1", "session_entropy": 0.939 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 335, "timestamp": "2026-01-04T18:44:00Z", "transaction_amount_usd": 1723137 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.806, "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": 5171323.09, "financial_exposure_usd": 5643928.1, "recoverable_pct": 0.956 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107481", "label": "benign", "label_confidence": 0.719, "severity": "medium", "timestamp": "2026-01-06T04:41:00Z", "trace_id": "17d39283-bfd6-7c49-0f78-3787bbe59cb1" }
{ "account_age_days": 1522, "account_id": "ACCT-D1903A56F6A1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 575, "timestamp": "2026-01-06T04:41:00Z", "transaction_amount_usd": 2618.07 }, { "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": 0.699, "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": 2011.87, "financial_exposure_usd": 2544.45, "recoverable_pct": 0.682 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109003", "label": "benign", "label_confidence": 0.486, "severity": "medium", "timestamp": "2026-01-07T06:03:00Z", "trace_id": "7b445460-7805-d48f-e7c8-170078466971" }
{ "account_age_days": 1838, "account_id": "ACCT-3E1B878A316E", "baseline_risk_score": 0.169, "kyc_tier": "tier_3", "session_entropy": 0.62 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 268, "timestamp": "2026-01-07T00:03:00Z", "transaction_amount_usd": 9.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.687, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1757.72, "financial_exposure_usd": 1997.75, "recoverable_pct": 0.849 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109055", "label": "benign", "label_confidence": 0.661, "severity": "high", "timestamp": "2026-01-07T06:55:00Z", "trace_id": "668aad29-3b37-f980-85ec-59782cde7866" }
{ "account_age_days": 11, "account_id": "ACCT-FC7976DF5BDD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.864 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1126, "timestamp": "2026-01-07T06:55:00Z", "transaction_amount_usd": 2473.9 }, { "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": 0.502, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2008.21, "financial_exposure_usd": 3573.99, "recoverable_pct": 0.792 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101390", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-01T23:10:00Z", "trace_id": "b83b087c-a59f-4695-3dbe-41a50a2721dd" }
{ "account_age_days": 902, "account_id": "ACCT-D7BEEC4F7A01", "baseline_risk_score": 0.328, "kyc_tier": "tier_3", "session_entropy": 0.863 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 607, "timestamp": "2026-01-01T23:10:00Z", "transaction_amount_usd": 74520.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 406379.29, "financial_exposure_usd": 473735.75, "recoverable_pct": 0.081 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100007", "label": "fraudulent", "label_confidence": 0.846, "severity": "critical", "timestamp": "2026-01-01T00:07:00Z", "trace_id": "0cdb1ca4-76ec-bdd6-8498-e113b227462c" }
{ "account_age_days": 454, "account_id": "ACCT-CCC429038BCF", "baseline_risk_score": 0.631, "kyc_tier": "tier_2", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 366, "timestamp": "2025-12-31T13:56:00Z", "transaction_amount_usd": 11.62 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "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": 263977.26, "financial_exposure_usd": 632409.78, "recoverable_pct": 0.286 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106668", "label": "benign", "label_confidence": 0.487, "severity": "low", "timestamp": "2026-01-05T15:08:00Z", "trace_id": "b67f77bd-be14-a86c-91aa-931d2440e0c7" }
{ "account_age_days": 366, "account_id": "ACCT-5D7D802E03CF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 668, "timestamp": "2026-01-05T15:08:00Z", "transaction_amount_usd": 4088.25 }, { "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": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 892.54, "financial_exposure_usd": 1442.59, "recoverable_pct": 0.715 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106661", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-05T15:01:00Z", "trace_id": "b5ed7021-851c-1f26-d358-6a9f869ab8a1" }
{ "account_age_days": 1112, "account_id": "ACCT-80C103D8529E", "baseline_risk_score": 0.326, "kyc_tier": "tier_2", "session_entropy": 0.197 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 290, "timestamp": "2026-01-05T05:16:00Z", "transaction_amount_usd": 2.95 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.665, "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": 3749249.38, "financial_exposure_usd": 8049168.67, "recoverable_pct": 0.863 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103916", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-03T17:16:00Z", "trace_id": "3af1e009-bf5a-499e-0b21-b8109187c8eb" }
{ "account_age_days": 364, "account_id": "ACCT-D4169676E423", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.293 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 448, "timestamp": "2026-01-03T17:16:00Z", "transaction_amount_usd": 2223272.99 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 4653007.56, "financial_exposure_usd": 5112785.51, "recoverable_pct": 0.746 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104614", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-04T04:54:00Z", "trace_id": "c227a91d-3a26-c6f5-43bd-dfdab740e619" }
{ "account_age_days": 580, "account_id": "ACCT-F678174221B8", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.825 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1112, "timestamp": "2026-01-04T04:54:00Z", "transaction_amount_usd": 2811850.92 }, { "asset": "EUR", "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": 0.671, "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": 2843545.63, "financial_exposure_usd": 4476228.42, "recoverable_pct": 0.536 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107575", "label": "benign", "label_confidence": 0.728, "severity": "high", "timestamp": "2026-01-06T06:15:00Z", "trace_id": "530cc07c-792a-772d-681d-dcd98dda8185" }
{ "account_age_days": 703, "account_id": "ACCT-230AAF3C2CF4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.84 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 715, "timestamp": "2026-01-06T06:15:00Z", "transaction_amount_usd": 1767.23 }, { "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": 0.501, "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": 110.84, "financial_exposure_usd": 152.8, "recoverable_pct": 0.548 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102731", "label": "fraudulent", "label_confidence": 0.98, "severity": "low", "timestamp": "2026-01-02T21:31:00Z", "trace_id": "472be899-f2ea-02e3-f09b-3783335c3aff" }
{ "account_age_days": 1155, "account_id": "ACCT-A0001E49493A", "baseline_risk_score": 0.452, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 246, "timestamp": "2026-01-02T12:15:00Z", "transaction_amount_usd": 10.16 }, { "asset": "EUR", "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": 0.63, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 673272.76, "financial_exposure_usd": 1007828.15, "recoverable_pct": 0.181 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }