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-105376", "label": "fraudulent", "label_confidence": 0.794, "severity": "medium", "timestamp": "2026-01-04T17:36:00Z", "trace_id": "33d2c450-cfa7-aa39-f5ef-cfb47bae0c6d" }
{ "account_age_days": 213, "account_id": "ACCT-45A396A5EC74", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.537 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 859, "timestamp": "2026-01-04T17:36:00Z", "transaction_amount_usd": 1949065.83 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.884, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2116240.42, "financial_exposure_usd": 2689011.14, "recoverable_pct": 0.708 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101454", "label": "fraudulent", "label_confidence": 0.927, "severity": "low", "timestamp": "2026-01-02T00:14:00Z", "trace_id": "e056cc1d-1fde-01de-5113-fd2b68c016e3" }
{ "account_age_days": 1286, "account_id": "ACCT-C7B8EC3F1DB8", "baseline_risk_score": 0.36, "kyc_tier": "tier_1", "session_entropy": 0.109 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 229, "timestamp": "2026-01-01T17:03:00Z", "transaction_amount_usd": 22.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.867, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 467952.78, "financial_exposure_usd": 572516.13, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101719", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T04:39:00Z", "trace_id": "aabcee40-0a97-099f-937a-ec16a0a51095" }
{ "account_age_days": 63, "account_id": "ACCT-4C562A22C089", "baseline_risk_score": 0.544, "kyc_tier": "tier_3", "session_entropy": 0.532 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 699, "timestamp": "2026-01-02T04:39:00Z", "transaction_amount_usd": 109873.74 }, { "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": 0.368, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 502880.9, "financial_exposure_usd": 523687.04, "recoverable_pct": 0.588 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101896", "label": "fraudulent", "label_confidence": 0.904, "severity": "high", "timestamp": "2026-01-02T07:36:00Z", "trace_id": "5b8e425d-567b-bda9-ce16-b68cd254049a" }
{ "account_age_days": 892, "account_id": "ACCT-834784E94CD7", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.914 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 383, "timestamp": "2026-01-02T07:36:00Z", "transaction_amount_usd": 25171.79 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.855, "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": 741226.9, "financial_exposure_usd": 865198.34, "recoverable_pct": 0.651 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101912", "label": "fraudulent", "label_confidence": 0.884, "severity": "critical", "timestamp": "2026-01-02T07:52:00Z", "trace_id": "762a264b-167b-e2f8-096a-2fba5fb71f23" }
{ "account_age_days": 1917, "account_id": "ACCT-0BB8D19A251A", "baseline_risk_score": 0.518, "kyc_tier": "tier_2", "session_entropy": 0.579 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 249, "timestamp": "2026-01-02T06:15:00Z", "transaction_amount_usd": 6.24 }, { "asset": "USDC", "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": 0.712, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 995800.14, "financial_exposure_usd": 1106447.59, "recoverable_pct": 0.442 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109334", "label": "benign", "label_confidence": 0.578, "severity": "low", "timestamp": "2026-01-07T11:34:00Z", "trace_id": "9abb4711-07d0-14a8-d2a8-9f5cd3bd2bee" }
{ "account_age_days": 351, "account_id": "ACCT-6BA73B8CB8BA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1054, "timestamp": "2026-01-07T11:34:00Z", "transaction_amount_usd": 1494.75 }, { "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": 0.508, "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": 5172.08, "financial_exposure_usd": 5553.32, "recoverable_pct": 0.825 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100030", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-01T00:30:00Z", "trace_id": "094d916d-eb6d-2fed-ef15-8d5b2d007d05" }
{ "account_age_days": 245, "account_id": "ACCT-3C7E5368B159", "baseline_risk_score": 0.539, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 98, "timestamp": "2026-01-01T00:30:00Z", "transaction_amount_usd": 22764.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.446, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 128899.41, "financial_exposure_usd": 158319.2, "recoverable_pct": 0.543 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109740", "label": "benign", "label_confidence": 0.65, "severity": "high", "timestamp": "2026-01-07T18:20:00Z", "trace_id": "cca11cc4-2c59-b5cc-de32-5f9e5cac226d" }
{ "account_age_days": 1015, "account_id": "ACCT-49BC221D2D75", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.618 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 237, "timestamp": "2026-01-07T18:20:00Z", "transaction_amount_usd": 6570.08 }, { "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": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2624.66, "financial_exposure_usd": 2683.61, "recoverable_pct": 0.494 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109089", "label": "benign", "label_confidence": 0.501, "severity": "high", "timestamp": "2026-01-07T07:29:00Z", "trace_id": "5c7e60d5-3652-d05d-da28-4cd9dc55d4c0" }
{ "account_age_days": 685, "account_id": "ACCT-11D3D4648F9D", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.217 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 754, "timestamp": "2026-01-07T07:29:00Z", "transaction_amount_usd": 5143.97 }, { "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": 0.585, "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": 1743.69, "financial_exposure_usd": 1883.46, "recoverable_pct": 0.888 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102395", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-02T15:55:00Z", "trace_id": "c21f57d0-cf17-ebc9-eb8e-4a66dc01abf5" }
{ "account_age_days": 242, "account_id": "ACCT-E94D2F0CF84D", "baseline_risk_score": 0.488, "kyc_tier": "tier_2", "session_entropy": 0.762 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 111, "timestamp": "2026-01-02T15:55:00Z", "transaction_amount_usd": 63722.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.639, "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": 499942.9, "financial_exposure_usd": 911484.49, "recoverable_pct": 0.031 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106837", "label": "benign", "label_confidence": 0.577, "severity": "critical", "timestamp": "2026-01-05T17:57:00Z", "trace_id": "25542cc9-134e-b07d-54eb-ece9cae13ac0" }
{ "account_age_days": 728, "account_id": "ACCT-A1F03DD6CE14", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 369, "timestamp": "2026-01-05T08:01:00Z", "transaction_amount_usd": 3.81 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.796, "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": 2657.13, "financial_exposure_usd": 3590.82, "recoverable_pct": 0.555 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107726", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-06T08:46:00Z", "trace_id": "eb3d1352-a651-3af7-6bc5-4cc84360a334" }
{ "account_age_days": 303, "account_id": "ACCT-699A89834155", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.452 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1095, "timestamp": "2026-01-06T08:46:00Z", "transaction_amount_usd": 10005.08 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.49, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1793.1, "financial_exposure_usd": 2190.6, "recoverable_pct": 0.825 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107901", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-06T11:41:00Z", "trace_id": "fa505bbe-4f6c-8608-a2f9-12db2b917f62" }
{ "account_age_days": 956, "account_id": "ACCT-5B01932B01CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 589, "timestamp": "2026-01-06T11:41:00Z", "transaction_amount_usd": 5480.54 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 860.79, "financial_exposure_usd": 980.07, "recoverable_pct": 0.697 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102073", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-02T10:33:00Z", "trace_id": "29cfe51b-513c-9933-414e-b97a2741316e" }
{ "account_age_days": 1386, "account_id": "ACCT-41D6F9F2F676", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.357 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 251, "timestamp": "2026-01-02T07:41:00Z", "transaction_amount_usd": 15.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.406, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1030566.23, "financial_exposure_usd": 1241129.56, "recoverable_pct": 0.409 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102476", "label": "fraudulent", "label_confidence": 0.975, "severity": "high", "timestamp": "2026-01-02T17:16:00Z", "trace_id": "6943b332-11bc-fbb2-9897-26bc98bece92" }
{ "account_age_days": 577, "account_id": "ACCT-6A02B94A7961", "baseline_risk_score": 0.503, "kyc_tier": "tier_3", "session_entropy": 0.756 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 692, "timestamp": "2026-01-02T17:16:00Z", "transaction_amount_usd": 80027.98 }, { "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": 0.443, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 683969.79, "financial_exposure_usd": 793177.14, "recoverable_pct": 0.323 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100312", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-01T05:12:00Z", "trace_id": "305c5d6f-0997-db9a-1fdb-482df69d1805" }
{ "account_age_days": 46, "account_id": "ACCT-4410D8927419", "baseline_risk_score": 0.607, "kyc_tier": "tier_3", "session_entropy": 0.855 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 372, "timestamp": "2026-01-01T05:12:00Z", "transaction_amount_usd": 646.08 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.834, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1012024.57, "financial_exposure_usd": 1158848.72, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103157", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-03T04:37:00Z", "trace_id": "19ba7d9d-25aa-ff94-a933-f65152be8e04" }
{ "account_age_days": 1842, "account_id": "ACCT-7BEA88137828", "baseline_risk_score": 0.599, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 371, "timestamp": "2026-01-03T04:37:00Z", "transaction_amount_usd": 98431.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.486, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 295736.81, "financial_exposure_usd": 328554.69, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103432", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-03T09:12:00Z", "trace_id": "d9535515-14b9-9584-034c-8e4e5afac0f7" }
{ "account_age_days": 1754, "account_id": "ACCT-C7F697C45164", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.647 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 817, "timestamp": "2026-01-03T09:12:00Z", "transaction_amount_usd": 497064.21 }, { "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": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1452895.79, "financial_exposure_usd": 1634080.91, "recoverable_pct": 0.928 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107509", "label": "benign", "label_confidence": 0.717, "severity": "low", "timestamp": "2026-01-06T05:09:00Z", "trace_id": "c35c70ab-e683-8793-dd0d-57e59d847572" }
{ "account_age_days": 1168, "account_id": "ACCT-C18118CB272F", "baseline_risk_score": 0.071, "kyc_tier": "tier_2", "session_entropy": 0.439 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 148, "timestamp": "2026-01-06T02:45:00Z", "transaction_amount_usd": 24.06 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.495, "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": 1691.15, "financial_exposure_usd": 1717.78, "recoverable_pct": 0.505 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100293", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-01T04:53:00Z", "trace_id": "6540ecd1-1f0e-523d-9cab-29544e2b952e" }
{ "account_age_days": 273, "account_id": "ACCT-78FD780C5630", "baseline_risk_score": 0.365, "kyc_tier": "tier_1", "session_entropy": 0.78 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 609, "timestamp": "2026-01-01T04:53:00Z", "transaction_amount_usd": 70896.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.497, "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": 548376.84, "financial_exposure_usd": 943748.06, "recoverable_pct": 0.482 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104775", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-04T07:35:00Z", "trace_id": "285e413a-3382-da88-2d2e-3dae9a4416c2" }
{ "account_age_days": 243, "account_id": "ACCT-843E6ADCE123", "baseline_risk_score": 0.071, "kyc_tier": "tier_3", "session_entropy": 0.712 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 579, "timestamp": "2026-01-04T07:35:00Z", "transaction_amount_usd": 2163708.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.454, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5009360.41, "financial_exposure_usd": 8390787.05, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105078", "label": "fraudulent", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-04T12:38:00Z", "trace_id": "545673a7-a86d-279d-f71e-06946ffadda6" }
{ "account_age_days": 333, "account_id": "ACCT-74B2E6E04F8D", "baseline_risk_score": 0.238, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 773, "timestamp": "2026-01-04T12:38:00Z", "transaction_amount_usd": 1668392.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.845, "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": 3230402.22, "financial_exposure_usd": 5601592.03, "recoverable_pct": 0.402 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109261", "label": "benign", "label_confidence": 0.513, "severity": "high", "timestamp": "2026-01-07T10:21:00Z", "trace_id": "c0f93b2c-8994-26af-6eb6-973cae63d0bd" }
{ "account_age_days": 826, "account_id": "ACCT-80881FE36DCF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.836 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 385, "timestamp": "2026-01-07T10:21:00Z", "transaction_amount_usd": 366.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.589, "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": 4645.16, "financial_exposure_usd": 5046.2, "recoverable_pct": 0.692 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107619", "label": "benign", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-06T06:59:00Z", "trace_id": "84807941-8256-0c6b-d3bd-5905b9bb18e8" }
{ "account_age_days": 45, "account_id": "ACCT-0FC5F39E1DC0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.209 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 187, "timestamp": "2026-01-06T06:59:00Z", "transaction_amount_usd": 869.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.509, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5191.68, "financial_exposure_usd": 6094.12, "recoverable_pct": 0.895 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109945", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-07T21:45:00Z", "trace_id": "d318c3b0-9577-d052-0388-29dba4596507" }
{ "account_age_days": 1502, "account_id": "ACCT-B19BFF111074", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.655 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 791, "timestamp": "2026-01-07T21:45:00Z", "transaction_amount_usd": 851.05 }, { "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": 0.762, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1123.5, "financial_exposure_usd": 1203.54, "recoverable_pct": 0.51 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104593", "label": "fraudulent", "label_confidence": 0.916, "severity": "medium", "timestamp": "2026-01-04T04:33:00Z", "trace_id": "75f0dff5-9266-a37e-c5b0-347965b1edf4" }
{ "account_age_days": 32, "account_id": "ACCT-4BC697B573EF", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.328 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 959, "timestamp": "2026-01-04T04:33:00Z", "transaction_amount_usd": 1600848.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.423, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2891442.92, "financial_exposure_usd": 4809026.42, "recoverable_pct": 0.896 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108407", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-06T20:07:00Z", "trace_id": "0efc8f0b-79eb-b07c-9405-b6d40b8792b3" }
{ "account_age_days": 1731, "account_id": "ACCT-340DD13B82A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.716 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 760, "timestamp": "2026-01-06T20:07:00Z", "transaction_amount_usd": 11679.6 }, { "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": 0.522, "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": 853.26, "financial_exposure_usd": 1829.95, "recoverable_pct": 0.422 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102585", "label": "fraudulent", "label_confidence": 0.877, "severity": "medium", "timestamp": "2026-01-02T19:05:00Z", "trace_id": "a4019c98-ca29-461e-4b56-65927307db96" }
{ "account_age_days": 1313, "account_id": "ACCT-247ACE1216D6", "baseline_risk_score": 0.547, "kyc_tier": "tier_2", "session_entropy": 0.693 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 380, "timestamp": "2026-01-02T10:18:00Z", "transaction_amount_usd": 5.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.846, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 444641.35, "financial_exposure_usd": 898953.38, "recoverable_pct": 0.832 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102475", "label": "fraudulent", "label_confidence": 0.822, "severity": "critical", "timestamp": "2026-01-02T17:15:00Z", "trace_id": "78613085-a06e-a6c6-7bf2-874967647612" }
{ "account_age_days": 563, "account_id": "ACCT-8FD89C1C148E", "baseline_risk_score": 0.259, "kyc_tier": "tier_3", "session_entropy": 0.751 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 614, "timestamp": "2026-01-02T17:15:00Z", "transaction_amount_usd": 37447.04 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "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": 870759.02, "financial_exposure_usd": 1290149.95, "recoverable_pct": 0.453 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102210", "label": "fraudulent", "label_confidence": 0.756, "severity": "medium", "timestamp": "2026-01-02T12:50:00Z", "trace_id": "684986f0-139d-668f-abbd-323d0fd74c0c" }
{ "account_age_days": 1619, "account_id": "ACCT-792981415D74", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 285, "timestamp": "2026-01-02T12:50:00Z", "transaction_amount_usd": 23895.23 }, { "asset": "JPY", "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": 0.559, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 609490.62, "financial_exposure_usd": 671605.22, "recoverable_pct": 0.372 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106604", "label": "fraudulent", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-05T14:04:00Z", "trace_id": "f1c8fbb6-bdc5-512f-a73d-7ab65d416819" }
{ "account_age_days": 932, "account_id": "ACCT-15E7B91510A5", "baseline_risk_score": 0.201, "kyc_tier": "tier_3", "session_entropy": 0.174 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 969, "timestamp": "2026-01-05T14:04:00Z", "transaction_amount_usd": 65472.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3968481.46, "financial_exposure_usd": 6382339.45, "recoverable_pct": 0.844 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108669", "label": "benign", "label_confidence": 0.577, "severity": "critical", "timestamp": "2026-01-07T00:29:00Z", "trace_id": "3b512e6c-d643-db6f-d843-3724b59dd83a" }
{ "account_age_days": 1136, "account_id": "ACCT-0431D5F0AEBD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.514 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1119, "timestamp": "2026-01-07T00:29:00Z", "transaction_amount_usd": 5160.7 }, { "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": 0.52, "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 pr...
{ "customer_funds_at_risk_usd": 745.68, "financial_exposure_usd": 1727.95, "recoverable_pct": 0.679 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103810", "label": "fraudulent", "label_confidence": 0.799, "severity": "medium", "timestamp": "2026-01-03T15:30:00Z", "trace_id": "10943f7b-1c0e-a632-6e80-b76fe50a2d27" }
{ "account_age_days": 1311, "account_id": "ACCT-4E33864FA120", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.802 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 191, "timestamp": "2026-01-03T03:23:00Z", "transaction_amount_usd": 20.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.789, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3869767.07, "financial_exposure_usd": 7455444.07, "recoverable_pct": 0.703 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103039", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-03T02:39:00Z", "trace_id": "f779c936-ad94-6abc-eb64-74320c4e29bc" }
{ "account_age_days": 803, "account_id": "ACCT-78501B0317CB", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 171, "timestamp": "2026-01-03T00:56:00Z", "transaction_amount_usd": 23.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.526, "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": 185547.16, "financial_exposure_usd": 381871.09, "recoverable_pct": 0.464 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105349", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-04T17:09:00Z", "trace_id": "55a627ee-bec9-8115-72d8-1f4c3cebe37c" }
{ "account_age_days": 445, "account_id": "ACCT-6CA081E3C14E", "baseline_risk_score": 0.387, "kyc_tier": "tier_3", "session_entropy": 0.242 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 331, "timestamp": "2026-01-04T13:08:00Z", "transaction_amount_usd": 5.85 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4526980.65, "financial_exposure_usd": 5433713.64, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102794", "label": "fraudulent", "label_confidence": 0.778, "severity": "critical", "timestamp": "2026-01-02T22:34:00Z", "trace_id": "a54658bf-903e-36b6-98b6-a2df50c166aa" }
{ "account_age_days": 1811, "account_id": "ACCT-118D03A07F18", "baseline_risk_score": 0.48, "kyc_tier": "tier_1", "session_entropy": 0.538 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 256, "timestamp": "2026-01-02T14:04:00Z", "transaction_amount_usd": 22.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.683, "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": 328483.07, "financial_exposure_usd": 349511.68, "recoverable_pct": 0.772 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106844", "label": "benign", "label_confidence": 0.631, "severity": "medium", "timestamp": "2026-01-05T18:04:00Z", "trace_id": "2541f871-8d7c-eb0f-f55c-9d95b0d20343" }
{ "account_age_days": 1203, "account_id": "ACCT-7D91BA76CDD5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.591 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 796, "timestamp": "2026-01-05T18:04:00Z", "transaction_amount_usd": 6541.06 }, { "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1011.08, "financial_exposure_usd": 2476.97, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102933", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-03T00:53:00Z", "trace_id": "d4f80637-45de-1ca0-ab77-6b66aebfba9a" }
{ "account_age_days": 843, "account_id": "ACCT-CE2B2BFDB81D", "baseline_risk_score": 0.296, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1059, "timestamp": "2026-01-03T00:53:00Z", "transaction_amount_usd": 105232.1 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1021725.81, "financial_exposure_usd": 1291558.55, "recoverable_pct": 0.245 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108824", "label": "benign", "label_confidence": 0.49, "severity": "low", "timestamp": "2026-01-07T03:04:00Z", "trace_id": "00a7dfe5-09c4-e3ad-ff87-143e759fc514" }
{ "account_age_days": 953, "account_id": "ACCT-CFF4C0B887D7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.429 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 392, "timestamp": "2026-01-06T18:33:00Z", "transaction_amount_usd": 20 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.464, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 6812.68, "financial_exposure_usd": 7656.4, "recoverable_pct": 0.949 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103354", "label": "fraudulent", "label_confidence": 0.726, "severity": "high", "timestamp": "2026-01-03T07:54:00Z", "trace_id": "2a7f1a75-1d13-7bf9-6b96-faecb6e094d9" }
{ "account_age_days": 1845, "account_id": "ACCT-511754BA793C", "baseline_risk_score": 0.106, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1114, "timestamp": "2026-01-03T07:54:00Z", "transaction_amount_usd": 727809.98 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.872, "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": 4135981.51, "financial_exposure_usd": 5920240.21, "recoverable_pct": 0.999 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105888", "label": "fraudulent", "label_confidence": 0.93, "severity": "low", "timestamp": "2026-01-05T02:08:00Z", "trace_id": "8f1680bd-e501-445a-d315-f5d6349b45d0" }
{ "account_age_days": 1776, "account_id": "ACCT-C2A46BEA0BB9", "baseline_risk_score": 0.185, "kyc_tier": "tier_3", "session_entropy": 0.238 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 609, "timestamp": "2026-01-05T02:08:00Z", "transaction_amount_usd": 741964.15 }, { "asset": "USDC", "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": 0.946, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3082638.45, "financial_exposure_usd": 5350441.4, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105874", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-05T01:54:00Z", "trace_id": "61d33f5c-4c90-2d59-72a7-91e4e490e01c" }
{ "account_age_days": 1476, "account_id": "ACCT-9A32BD2D9782", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.812 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 130, "timestamp": "2026-01-04T15:04:00Z", "transaction_amount_usd": 0.97 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.605, "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": 3501803.56, "financial_exposure_usd": 3922288.33, "recoverable_pct": 0.646 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109435", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-07T13:15:00Z", "trace_id": "7996b078-e418-107a-ead3-e49579833ba8" }
{ "account_age_days": 1115, "account_id": "ACCT-BB6A226912C4", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.173 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 169, "timestamp": "2026-01-07T13:15:00Z", "transaction_amount_usd": 4138.33 }, { "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": 0.608, "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": 1022.14, "financial_exposure_usd": 1257.93, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106188", "label": "fraudulent", "label_confidence": 0.877, "severity": "low", "timestamp": "2026-01-05T07:08:00Z", "trace_id": "b883eb41-1617-d4d1-7993-7fe16891aa5b" }
{ "account_age_days": 594, "account_id": "ACCT-3BC4A1805B9E", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.73 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1061, "timestamp": "2026-01-05T07:08:00Z", "transaction_amount_usd": 1837697.74 }, { "asset": "USD", "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": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3469728.41, "financial_exposure_usd": 3582141.86, "recoverable_pct": 0.842 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106084", "label": "fraudulent", "label_confidence": 0.865, "severity": "critical", "timestamp": "2026-01-05T05:24:00Z", "trace_id": "a6318552-f10b-3987-bf71-07ca1dbdda69" }
{ "account_age_days": 1064, "account_id": "ACCT-432F3B1842DB", "baseline_risk_score": 0.332, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 455, "timestamp": "2026-01-05T05:24:00Z", "transaction_amount_usd": 271903.79 }, { "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": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2110062.53, "financial_exposure_usd": 3733481.84, "recoverable_pct": 0.596 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100773", "label": "fraudulent", "label_confidence": 0.947, "severity": "low", "timestamp": "2026-01-01T12:53:00Z", "trace_id": "a2b3fe51-cf39-c8cf-3b96-2ef833ab6ceb" }
{ "account_age_days": 1002, "account_id": "ACCT-0916047B03DF", "baseline_risk_score": 0.508, "kyc_tier": "tier_1", "session_entropy": 0.218 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1066, "timestamp": "2026-01-01T12:53:00Z", "transaction_amount_usd": 9250.4 }, { "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": 0.8, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id H...
{ "customer_funds_at_risk_usd": 84479.64, "financial_exposure_usd": 140439.2, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101886", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-02T07:26:00Z", "trace_id": "b09fb603-fc60-7198-4b27-2b0ab54a95f4" }
{ "account_age_days": 478, "account_id": "ACCT-16FA7C2EDC6A", "baseline_risk_score": 0.577, "kyc_tier": "tier_2", "session_entropy": 0.834 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 516, "timestamp": "2026-01-02T07:26:00Z", "transaction_amount_usd": 72904.81 }, { "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": 0.636, "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": 459640.55, "financial_exposure_usd": 1137547.08, "recoverable_pct": 0.158 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106195", "label": "fraudulent", "label_confidence": 0.874, "severity": "medium", "timestamp": "2026-01-05T07:15:00Z", "trace_id": "ee8f4e50-316f-8389-bf10-1f1c541a64ba" }
{ "account_age_days": 1320, "account_id": "ACCT-301950170BAD", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.325 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1162, "timestamp": "2026-01-05T07:15:00Z", "transaction_amount_usd": 676219.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.809, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1758024.22, "financial_exposure_usd": 2950374.26, "recoverable_pct": 0.945 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107165", "label": "benign", "label_confidence": 0.62, "severity": "high", "timestamp": "2026-01-05T23:25:00Z", "trace_id": "23abcd94-1152-d3cc-0fba-aa60c616f57f" }
{ "account_age_days": 1528, "account_id": "ACCT-62EA00C5C707", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.613 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1191, "timestamp": "2026-01-05T23:25:00Z", "transaction_amount_usd": 13311.74 }, { "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": 0.729, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4127.75, "financial_exposure_usd": 7150.07, "recoverable_pct": 0.841 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100470", "label": "fraudulent", "label_confidence": 0.955, "severity": "critical", "timestamp": "2026-01-01T07:50:00Z", "trace_id": "a21fa4ab-a342-0fdb-4415-f0cb38cc1827" }
{ "account_age_days": 215, "account_id": "ACCT-09E6C510A634", "baseline_risk_score": 0.568, "kyc_tier": "tier_2", "session_entropy": 0.349 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 780, "timestamp": "2026-01-01T07:50:00Z", "transaction_amount_usd": 90649.88 }, { "asset": "EUR", "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": 0.933, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 440368.72, "financial_exposure_usd": 715103.61, "recoverable_pct": 0.496 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106550", "label": "fraudulent", "label_confidence": 0.817, "severity": "medium", "timestamp": "2026-01-05T13:10:00Z", "trace_id": "4b1fc30f-6034-f8f9-0088-2ea7f74dc979" }
{ "account_age_days": 1198, "account_id": "ACCT-DCE613D177DB", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1177, "timestamp": "2026-01-05T13:10:00Z", "transaction_amount_usd": 1398677.68 }, { "asset": "ETH", "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": 0.516, "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": 3170578.6, "financial_exposure_usd": 4038422.42, "recoverable_pct": 0.921 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103596", "label": "fraudulent", "label_confidence": 0.639, "severity": "low", "timestamp": "2026-01-03T11:56:00Z", "trace_id": "d1c2fbec-3b66-2cbd-b63a-64acaa40603d" }
{ "account_age_days": 400, "account_id": "ACCT-9BE5D5494B98", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.878 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 574, "timestamp": "2026-01-03T11:56:00Z", "transaction_amount_usd": 1038635.87 }, { "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": 0.786, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6253178.82, "financial_exposure_usd": 11366723.87, "recoverable_pct": 0.818 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104908", "label": "fraudulent", "label_confidence": 0.802, "severity": "low", "timestamp": "2026-01-04T09:48:00Z", "trace_id": "397afd3b-5990-29ef-21a1-8b6609a0330e" }
{ "account_age_days": 1522, "account_id": "ACCT-119C7C1F7CA4", "baseline_risk_score": 0.148, "kyc_tier": "tier_1", "session_entropy": 0.559 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 308, "timestamp": "2026-01-03T21:51:00Z", "transaction_amount_usd": 7.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.574, "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": 4060775.76, "financial_exposure_usd": 5949151.94, "recoverable_pct": 0.532 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100717", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-01T11:57:00Z", "trace_id": "732dded9-17fb-0786-f20b-435bd66bfdad" }
{ "account_age_days": 427, "account_id": "ACCT-D392D5ECC336", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.708 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 270, "timestamp": "2026-01-01T03:21:00Z", "transaction_amount_usd": 10.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 390714.18, "financial_exposure_usd": 832359.15, "recoverable_pct": 0.212 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108521", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-06T22:01:00Z", "trace_id": "9b2768c0-62e0-4f56-c8c3-331f7caf9b61" }
{ "account_age_days": 1372, "account_id": "ACCT-BEE2F5C33258", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 636, "timestamp": "2026-01-06T22:01:00Z", "transaction_amount_usd": 7562.11 }, { "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": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2182.07, "financial_exposure_usd": 3535.55, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108382", "label": "benign", "label_confidence": 0.592, "severity": "low", "timestamp": "2026-01-06T19:42:00Z", "trace_id": "578a3915-9519-7301-93ba-89ad93eb0adf" }
{ "account_age_days": 1947, "account_id": "ACCT-C86DB245A64D", "baseline_risk_score": 0.053, "kyc_tier": "tier_2", "session_entropy": 0.574 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 564, "timestamp": "2026-01-06T19:42:00Z", "transaction_amount_usd": 2110.33 }, { "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": 0.749, "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": 2753.26, "financial_exposure_usd": 5367.4, "recoverable_pct": 0.647 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102361", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-02T15:21:00Z", "trace_id": "35226c0a-01bf-8295-2c39-7cebe905bf49" }
{ "account_age_days": 812, "account_id": "ACCT-70119C495ED3", "baseline_risk_score": 0.506, "kyc_tier": "tier_1", "session_entropy": 0.522 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 364, "timestamp": "2026-01-02T15:21:00Z", "transaction_amount_usd": 56624.33 }, { "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": 0.81, "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 HAV...
{ "customer_funds_at_risk_usd": 1329837.64, "financial_exposure_usd": 1636865.61, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100863", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-01T14:23:00Z", "trace_id": "a34b0f88-6bd6-ba48-0231-3061894d34c9" }
{ "account_age_days": 1198, "account_id": "ACCT-652B32F0FC8A", "baseline_risk_score": 0.626, "kyc_tier": "tier_3", "session_entropy": 0.202 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 722, "timestamp": "2026-01-01T14:23:00Z", "transaction_amount_usd": 66496.06 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.399, "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": 982378.54, "financial_exposure_usd": 1142764.18, "recoverable_pct": 0.34 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103890", "label": "fraudulent", "label_confidence": 0.939, "severity": "low", "timestamp": "2026-01-03T16:50:00Z", "trace_id": "24541a56-2042-fb13-7b87-7ce5e0aa19f2" }
{ "account_age_days": 1393, "account_id": "ACCT-8C81DDB98E1E", "baseline_risk_score": 0.07, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1053, "timestamp": "2026-01-03T16:50:00Z", "transaction_amount_usd": 2990603.61 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.92, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2626334.58, "financial_exposure_usd": 4950717.13, "recoverable_pct": 0.932 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100664", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-01T11:04:00Z", "trace_id": "efe47a7e-33ee-ae36-c177-af2424c3532a" }
{ "account_age_days": 349, "account_id": "ACCT-6229BA7FED40", "baseline_risk_score": 0.365, "kyc_tier": "tier_1", "session_entropy": 0.231 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 269, "timestamp": "2025-12-31T23:03:00Z", "transaction_amount_usd": 0.5 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "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": 1246242.59, "financial_exposure_usd": 1430891, "recoverable_pct": 0.656 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106203", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-05T07:23:00Z", "trace_id": "ff799bbb-e450-dbf5-7295-215bd5e09389" }
{ "account_age_days": 1012, "account_id": "ACCT-1EAD699CDB48", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.379 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 256, "timestamp": "2026-01-05T07:23:00Z", "transaction_amount_usd": 774586.75 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.704, "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": 5973570.39, "financial_exposure_usd": 6702892.56, "recoverable_pct": 0.901 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103423", "label": "fraudulent", "label_confidence": 0.691, "severity": "high", "timestamp": "2026-01-03T09:03:00Z", "trace_id": "e246afb1-9289-70b3-91cb-4579467d1997" }
{ "account_age_days": 1751, "account_id": "ACCT-6E2490B68EDC", "baseline_risk_score": 0.264, "kyc_tier": "tier_2", "session_entropy": 0.706 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 901, "timestamp": "2026-01-03T09:03:00Z", "transaction_amount_usd": 1167662.1 }, { "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": 0.733, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7896375.59, "financial_exposure_usd": 8022430.33, "recoverable_pct": 0.853 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100338", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T05:38:00Z", "trace_id": "a4728ffc-931b-5970-e946-033f79b22b20" }
{ "account_age_days": 1973, "account_id": "ACCT-29B12582C354", "baseline_risk_score": 0.325, "kyc_tier": "tier_3", "session_entropy": 0.591 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1118, "timestamp": "2026-01-01T05:38:00Z", "transaction_amount_usd": 73909.85 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 336638.36, "financial_exposure_usd": 391420.56, "recoverable_pct": 0.433 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105709", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-04T23:09:00Z", "trace_id": "f877d52b-22db-c57d-4eed-0ca737a1214e" }
{ "account_age_days": 181, "account_id": "ACCT-7C182255DB1C", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.812 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1129, "timestamp": "2026-01-04T23:09:00Z", "transaction_amount_usd": 2545445.97 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.632, "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": 2561830.66, "financial_exposure_usd": 5986583.1, "recoverable_pct": 0.414 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100179", "label": "fraudulent", "label_confidence": 0.804, "severity": "low", "timestamp": "2026-01-01T02:59:00Z", "trace_id": "f7eefd84-b31c-8349-5799-2f42351b3e63" }
{ "account_age_days": 875, "account_id": "ACCT-81C82E2BED48", "baseline_risk_score": 0.622, "kyc_tier": "tier_2", "session_entropy": 0.192 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 608, "timestamp": "2026-01-01T02:59:00Z", "transaction_amount_usd": 89304.25 }, { "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": 0.59, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 483544.58, "financial_exposure_usd": 970163.45, "recoverable_pct": 0.141 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102898", "label": "fraudulent", "label_confidence": 0.8, "severity": "medium", "timestamp": "2026-01-03T00:18:00Z", "trace_id": "ee2d345b-c893-b4f6-b178-31ebe1bf08a9" }
{ "account_age_days": 1533, "account_id": "ACCT-5D34B0F7103C", "baseline_risk_score": 0.512, "kyc_tier": "tier_1", "session_entropy": 0.789 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1150, "timestamp": "2026-01-03T00:18:00Z", "transaction_amount_usd": 38527.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.41, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 744776.95, "financial_exposure_usd": 1215158.35, "recoverable_pct": 0.526 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105796", "label": "fraudulent", "label_confidence": 0.908, "severity": "critical", "timestamp": "2026-01-05T00:36:00Z", "trace_id": "ac1423f1-c5e9-0e6f-954f-7c445fcc224a" }
{ "account_age_days": 860, "account_id": "ACCT-2F03BD8321AD", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.769 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 141, "timestamp": "2026-01-05T00:36:00Z", "transaction_amount_usd": 2860740.15 }, { "asset": "JPY", "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": 0.787, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3963283.99, "financial_exposure_usd": 6144089.98, "recoverable_pct": 0.847 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106772", "label": "benign", "label_confidence": 0.679, "severity": "low", "timestamp": "2026-01-05T16:52:00Z", "trace_id": "72babaa6-1538-2cc7-fcf6-cdd65fc6463a" }
{ "account_age_days": 1988, "account_id": "ACCT-4D9C3FCF0F8D", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 163, "timestamp": "2026-01-05T15:46:00Z", "transaction_amount_usd": 15.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.472, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3267.29, "financial_exposure_usd": 3730.98, "recoverable_pct": 0.836 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103053", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-03T02:53:00Z", "trace_id": "6a96e94d-ecb5-d7f5-749f-60e0de2b1553" }
{ "account_age_days": 551, "account_id": "ACCT-926018D7E50C", "baseline_risk_score": 0.548, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 329, "timestamp": "2026-01-02T23:07:00Z", "transaction_amount_usd": 19.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.49, "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 HAV...
{ "customer_funds_at_risk_usd": 565175.02, "financial_exposure_usd": 1295426.13, "recoverable_pct": 0.643 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102420", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-02T16:20:00Z", "trace_id": "59d8a17d-6f1d-fbd0-9b28-d976d057b154" }
{ "account_age_days": 1053, "account_id": "ACCT-F4267DB5B3D1", "baseline_risk_score": 0.63, "kyc_tier": "tier_1", "session_entropy": 0.219 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 313, "timestamp": "2026-01-02T16:20:00Z", "transaction_amount_usd": 32933.3 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.526, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 275503.97, "financial_exposure_usd": 643333.77, "recoverable_pct": 0.597 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107816", "label": "benign", "label_confidence": 0.734, "severity": "high", "timestamp": "2026-01-06T10:16:00Z", "trace_id": "df4ddb7f-d823-4669-c70a-cd755939dd67" }
{ "account_age_days": 1784, "account_id": "ACCT-F49A873A6003", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.719 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1017, "timestamp": "2026-01-06T10:16:00Z", "transaction_amount_usd": 6297.94 }, { "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": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1518.35, "financial_exposure_usd": 1844.17, "recoverable_pct": 0.94 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106026", "label": "fraudulent", "label_confidence": 0.619, "severity": "medium", "timestamp": "2026-01-05T04:26:00Z", "trace_id": "6c48d302-981e-29f4-d9ae-090c165f5239" }
{ "account_age_days": 342, "account_id": "ACCT-3DADA24811E0", "baseline_risk_score": 0.195, "kyc_tier": "tier_3", "session_entropy": 0.275 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 725, "timestamp": "2026-01-05T04:26:00Z", "transaction_amount_usd": 486893.67 }, { "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": 0.846, "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": 4733737.04, "financial_exposure_usd": 5523386.45, "recoverable_pct": 0.611 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100189", "label": "fraudulent", "label_confidence": 0.916, "severity": "low", "timestamp": "2026-01-01T03:09:00Z", "trace_id": "2bf998ad-c92a-eb0c-656f-fbd8c4329e78" }
{ "account_age_days": 1941, "account_id": "ACCT-784983FF97CA", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.909 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 933, "timestamp": "2026-01-01T03:09:00Z", "transaction_amount_usd": 19277.35 }, { "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": 0.763, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 614709.66, "financial_exposure_usd": 1117841.57, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109447", "label": "benign", "label_confidence": 0.566, "severity": "high", "timestamp": "2026-01-07T13:27:00Z", "trace_id": "5d2bd4b9-1039-0901-402a-faed6c33bca6" }
{ "account_age_days": 550, "account_id": "ACCT-981C7060A1F8", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.384 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1170, "timestamp": "2026-01-07T13:27:00Z", "transaction_amount_usd": 7188.73 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1548, "financial_exposure_usd": 1697.9, "recoverable_pct": 0.721 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109366", "label": "benign", "label_confidence": 0.525, "severity": "medium", "timestamp": "2026-01-07T12:06:00Z", "trace_id": "8d92a8ff-2531-17d2-3382-0ceca34aaa8f" }
{ "account_age_days": 893, "account_id": "ACCT-BDC3DB405DF2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.592 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1072, "timestamp": "2026-01-07T12:06:00Z", "transaction_amount_usd": 3788.01 }, { "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": 0.628, "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": 3936.18, "financial_exposure_usd": 5771.48, "recoverable_pct": 0.43 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109666", "label": "benign", "label_confidence": 0.616, "severity": "high", "timestamp": "2026-01-07T17:06:00Z", "trace_id": "f9525ba1-7f7a-b250-3e9f-65a20de5749f" }
{ "account_age_days": 1241, "account_id": "ACCT-44BE5ACF0DCA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 289, "timestamp": "2026-01-07T17:06:00Z", "transaction_amount_usd": 9061.13 }, { "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": 0.618, "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": 1965.62, "financial_exposure_usd": 3613.64, "recoverable_pct": 0.731 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108279", "label": "benign", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-06T17:59:00Z", "trace_id": "83a7e042-0adb-a980-8032-e0d593e9f5ca" }
{ "account_age_days": 1272, "account_id": "ACCT-61D48EC526B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.127 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 152, "timestamp": "2026-01-06T10:14:00Z", "transaction_amount_usd": 5.78 }, { "asset": "EUR", "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": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3628, "financial_exposure_usd": 3952.01, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109350", "label": "benign", "label_confidence": 0.667, "severity": "low", "timestamp": "2026-01-07T11:50:00Z", "trace_id": "900e6e73-7695-3cc0-6ee3-c1fe562f7cc1" }
{ "account_age_days": 1656, "account_id": "ACCT-B475CD03673B", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.73 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 245, "timestamp": "2026-01-07T02:56:00Z", "transaction_amount_usd": 4.05 }, { "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": 0.47, "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 prior...
{ "customer_funds_at_risk_usd": 1924.79, "financial_exposure_usd": 2111.08, "recoverable_pct": 0.632 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101559", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-02T01:59:00Z", "trace_id": "47329faf-9143-6689-c702-e5c45d0dd068" }
{ "account_age_days": 1428, "account_id": "ACCT-274DA2F3AB7F", "baseline_risk_score": 0.642, "kyc_tier": "tier_1", "session_entropy": 0.947 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 302, "timestamp": "2026-01-02T01:59:00Z", "transaction_amount_usd": 64174.68 }, { "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": 0.895, "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": 631122.07, "financial_exposure_usd": 898798.44, "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-100762", "label": "fraudulent", "label_confidence": 0.815, "severity": "critical", "timestamp": "2026-01-01T12:42:00Z", "trace_id": "cbb7882c-fd03-87a0-c336-b2a4f87f1f37" }
{ "account_age_days": 1492, "account_id": "ACCT-5E9B6204C410", "baseline_risk_score": 0.461, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 461, "timestamp": "2026-01-01T12:42:00Z", "transaction_amount_usd": 102291.29 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.664, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 842376.86, "financial_exposure_usd": 1175417.72, "recoverable_pct": 0.775 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109746", "label": "benign", "label_confidence": 0.588, "severity": "critical", "timestamp": "2026-01-07T18:26:00Z", "trace_id": "6f1974bc-ed10-b5ce-d912-0ccb7d5bb802" }
{ "account_age_days": 97, "account_id": "ACCT-AA0425A81C82", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 109, "timestamp": "2026-01-07T07:17:00Z", "transaction_amount_usd": 7.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1878.59, "financial_exposure_usd": 2070.04, "recoverable_pct": 0.94 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108986", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-07T05:46:00Z", "trace_id": "d41bd9f5-d2c5-73ee-f65c-81170fd1a063" }
{ "account_age_days": 4, "account_id": "ACCT-A827DAD96AD8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.161 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1023, "timestamp": "2026-01-07T05:46:00Z", "transaction_amount_usd": 14069.32 }, { "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": 0.587, "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": 1589.1, "financial_exposure_usd": 2182.65, "recoverable_pct": 0.675 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107833", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-06T10:33:00Z", "trace_id": "043097b2-c7c6-b7d5-0841-ef94da0a48af" }
{ "account_age_days": 831, "account_id": "ACCT-97FA5F4D9FCE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.365 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 682, "timestamp": "2026-01-06T10:33:00Z", "transaction_amount_usd": 12232.47 }, { "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": 0.552, "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": 1942.23, "financial_exposure_usd": 2371.87, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107842", "label": "benign", "label_confidence": 0.734, "severity": "medium", "timestamp": "2026-01-06T10:42:00Z", "trace_id": "2f4cd52e-4765-c61b-6515-9b509703f14b" }
{ "account_age_days": 1166, "account_id": "ACCT-3F583B423B04", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.797 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1116, "timestamp": "2026-01-06T10:42:00Z", "transaction_amount_usd": 9655.88 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.482, "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": 704.85, "financial_exposure_usd": 1506.77, "recoverable_pct": 0.715 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105324", "label": "fraudulent", "label_confidence": 0.907, "severity": "low", "timestamp": "2026-01-04T16:44:00Z", "trace_id": "9b13f21e-7d8d-404a-8dd1-6fcb0c33d504" }
{ "account_age_days": 162, "account_id": "ACCT-EBF30A6031EE", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.296 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 393, "timestamp": "2026-01-04T16:44:00Z", "transaction_amount_usd": 1455114.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 1557123.26, "financial_exposure_usd": 3340643.42, "recoverable_pct": 0.507 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102010", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-02T09:30:00Z", "trace_id": "c91e98ed-cff2-1af4-30ee-6afc954f5be5" }
{ "account_age_days": 1602, "account_id": "ACCT-C13F40125DD4", "baseline_risk_score": 0.51, "kyc_tier": "tier_2", "session_entropy": 0.701 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 644, "timestamp": "2026-01-02T09:30:00Z", "transaction_amount_usd": 8679.95 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.547, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 352351, "financial_exposure_usd": 602677.85, "recoverable_pct": 0.539 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106601", "label": "fraudulent", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-05T14:01:00Z", "trace_id": "0cf1cdc7-493d-a84f-9016-de98e7c2f451" }
{ "account_age_days": 258, "account_id": "ACCT-4BC7D00897D1", "baseline_risk_score": 0.172, "kyc_tier": "tier_3", "session_entropy": 0.105 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 375, "timestamp": "2026-01-05T14:01:00Z", "transaction_amount_usd": 1519670.6 }, { "asset": "USDT", "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": 0.486, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2266474.78, "financial_exposure_usd": 2686834.85, "recoverable_pct": 0.602 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103336", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-03T07:36:00Z", "trace_id": "df2f3095-36c2-7a9a-5c2f-f32649875dd1" }
{ "account_age_days": 1988, "account_id": "ACCT-8CFAAFA29782", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.305 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 258, "timestamp": "2026-01-03T07:36:00Z", "transaction_amount_usd": 2849026.14 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.881, "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": 5754839.2, "financial_exposure_usd": 5862812.49, "recoverable_pct": 0.434 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109075", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-07T07:15:00Z", "trace_id": "037d4863-e9e2-705e-3791-d147aa6df61f" }
{ "account_age_days": 996, "account_id": "ACCT-D461EA1A4803", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.282 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 101, "timestamp": "2026-01-07T07:15:00Z", "transaction_amount_usd": 9332.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.615, "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": 3657.13, "financial_exposure_usd": 7350.32, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105016", "label": "fraudulent", "label_confidence": 0.633, "severity": "high", "timestamp": "2026-01-04T11:36:00Z", "trace_id": "49a13182-b962-1e5c-d049-bf369bd16d45" }
{ "account_age_days": 1344, "account_id": "ACCT-F590C5AC1952", "baseline_risk_score": 0.314, "kyc_tier": "tier_3", "session_entropy": 0.227 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 574, "timestamp": "2026-01-04T11:36:00Z", "transaction_amount_usd": 523701.04 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.685, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4595303.2, "financial_exposure_usd": 5872210.29, "recoverable_pct": 0.613 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108968", "label": "benign", "label_confidence": 0.464, "severity": "medium", "timestamp": "2026-01-07T05:28:00Z", "trace_id": "a1fd3756-6404-cd57-1d8b-d947a4761333" }
{ "account_age_days": 322, "account_id": "ACCT-F9D1C447A16C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.582 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 186, "timestamp": "2026-01-07T02:26:00Z", "transaction_amount_usd": 11.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.657, "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": 338.5, "financial_exposure_usd": 483.81, "recoverable_pct": 0.628 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106909", "label": "benign", "label_confidence": 0.538, "severity": "low", "timestamp": "2026-01-05T19:09:00Z", "trace_id": "a2132869-7e59-1618-db29-bc17a484b5e5" }
{ "account_age_days": 1840, "account_id": "ACCT-CA9D7C78036B", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.6 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 280, "timestamp": "2026-01-05T19:09:00Z", "transaction_amount_usd": 2850.54 }, { "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": 0.712, "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": 2685.14, "financial_exposure_usd": 3254.92, "recoverable_pct": 0.966 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100342", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-01T05:42:00Z", "trace_id": "601c5a40-3e06-4311-4b2c-4073c1143151" }
{ "account_age_days": 1168, "account_id": "ACCT-74260100F76C", "baseline_risk_score": 0.302, "kyc_tier": "tier_3", "session_entropy": 0.906 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 210, "timestamp": "2025-12-31T23:09:00Z", "transaction_amount_usd": 5.56 }, { "asset": "USD", "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": 0.456, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "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": 542931.67, "financial_exposure_usd": 867063.08, "recoverable_pct": 0.837 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105373", "label": "fraudulent", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-04T17:33:00Z", "trace_id": "5078ff3d-345d-5b8f-af86-d2927b0360bb" }
{ "account_age_days": 1817, "account_id": "ACCT-67D5F3AD33B8", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.37 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 272, "timestamp": "2026-01-04T17:33:00Z", "transaction_amount_usd": 2834864.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 687468.71, "financial_exposure_usd": 890034.72, "recoverable_pct": 0.572 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108378", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-06T19:38:00Z", "trace_id": "a5acacb5-68c0-8b3b-3c84-9c3fa463b6a8" }
{ "account_age_days": 1229, "account_id": "ACCT-304E6A88815D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 575, "timestamp": "2026-01-06T19:38:00Z", "transaction_amount_usd": 8943.17 }, { "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": 0.695, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.812 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107722", "label": "benign", "label_confidence": 0.647, "severity": "low", "timestamp": "2026-01-06T08:42:00Z", "trace_id": "aa2835b1-ec85-c793-9c3f-fead9af86eb4" }
{ "account_age_days": 1447, "account_id": "ACCT-69F5262F5042", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.496 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 331, "timestamp": "2026-01-06T06:17:00Z", "transaction_amount_usd": 6.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.778, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2870.95, "financial_exposure_usd": 4479.99, "recoverable_pct": 0.988 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109263", "label": "benign", "label_confidence": 0.515, "severity": "high", "timestamp": "2026-01-07T10:23:00Z", "trace_id": "125e4644-c814-5bb8-afbd-a497a8d19cec" }
{ "account_age_days": 1296, "account_id": "ACCT-D282AF7148A3", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.191 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 406, "timestamp": "2026-01-07T10:23:00Z", "transaction_amount_usd": 1173.72 }, { "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": 0.772, "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": 7565.98, "financial_exposure_usd": 7630.07, "recoverable_pct": 0.932 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109837", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-07T19:57:00Z", "trace_id": "821f4818-df19-a2c5-5c4b-b8a9953054e4" }
{ "account_age_days": 1082, "account_id": "ACCT-80DAB00178D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1183, "timestamp": "2026-01-07T19:57:00Z", "transaction_amount_usd": 8057.52 }, { "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": 0.611, "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": 886.25, "financial_exposure_usd": 1400.43, "recoverable_pct": 0.88 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101067", "label": "fraudulent", "label_confidence": 0.785, "severity": "low", "timestamp": "2026-01-01T17:47:00Z", "trace_id": "3b79a324-d8c5-8aec-ca32-007ee6dffcff" }
{ "account_age_days": 932, "account_id": "ACCT-032F695B5218", "baseline_risk_score": 0.561, "kyc_tier": "tier_3", "session_entropy": 0.26 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1041, "timestamp": "2026-01-01T17:47:00Z", "transaction_amount_usd": 43240.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "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": 452662.03, "financial_exposure_usd": 893237.14, "recoverable_pct": 0.638 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106375", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-05T10:15:00Z", "trace_id": "5d42a335-00a0-e90a-b59d-b371b8497bfc" }
{ "account_age_days": 993, "account_id": "ACCT-E5DF531B73AE", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.377 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1034, "timestamp": "2026-01-05T10:15:00Z", "transaction_amount_usd": 2282229.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.564, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2710664.36, "financial_exposure_usd": 6022277.05, "recoverable_pct": 0.92 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }