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-105076", "label": "fraudulent", "label_confidence": 0.773, "severity": "medium", "timestamp": "2026-01-04T12:36:00Z", "trace_id": "85a0a28f-654f-737f-6d4f-2158c682fe14" }
{ "account_age_days": 724, "account_id": "ACCT-9C0032D0206F", "baseline_risk_score": 0.143, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1000, "timestamp": "2026-01-04T12:36:00Z", "transaction_amount_usd": 2522895.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.478, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6886072.53, "financial_exposure_usd": 7907554.15, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105204", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-04T14:44:00Z", "trace_id": "97a5e7e0-6e42-c884-06d3-c6a107f19c9e" }
{ "account_age_days": 1892, "account_id": "ACCT-A13083C4DBD5", "baseline_risk_score": 0.141, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 864, "timestamp": "2026-01-04T14:44:00Z", "transaction_amount_usd": 1292872.11 }, { "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": 0.372, "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": 1357677.22, "financial_exposure_usd": 2102145.16, "recoverable_pct": 0.669 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104253", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-03T22:53:00Z", "trace_id": "4c7e6ec5-e63a-2674-c5bf-acd4d89b40ee" }
{ "account_age_days": 661, "account_id": "ACCT-5EA57FE3E4C9", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.841 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1043, "timestamp": "2026-01-03T22:53:00Z", "transaction_amount_usd": 2328816.01 }, { "asset": "SOL", "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": 0.656, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2796572.96, "financial_exposure_usd": 2870978.14, "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-109300", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-07T11:00:00Z", "trace_id": "e592b86b-5f83-4210-efae-26e341d5a1a4" }
{ "account_age_days": 1779, "account_id": "ACCT-A82261342715", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.229 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 685, "timestamp": "2026-01-07T11:00:00Z", "transaction_amount_usd": 5769.09 }, { "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": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1438.12, "financial_exposure_usd": 2104.8, "recoverable_pct": 0.977 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104537", "label": "fraudulent", "label_confidence": 0.842, "severity": "low", "timestamp": "2026-01-04T03:37:00Z", "trace_id": "4485dd8f-3a2c-5435-37e4-9122bf7fa51b" }
{ "account_age_days": 996, "account_id": "ACCT-9FFFFE2286C6", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.711 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 282, "timestamp": "2026-01-03T18:44:00Z", "transaction_amount_usd": 11.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.561, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 4084871.91, "financial_exposure_usd": 6906387.86, "recoverable_pct": 0.924 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109128", "label": "benign", "label_confidence": 0.735, "severity": "medium", "timestamp": "2026-01-07T08:08:00Z", "trace_id": "1762e37d-8c0b-d503-596f-9242c40b90bf" }
{ "account_age_days": 1303, "account_id": "ACCT-81B09EC9A47B", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.873 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 185, "timestamp": "2026-01-07T08:08:00Z", "transaction_amount_usd": 3828.33 }, { "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": 0.8, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pri...
{ "customer_funds_at_risk_usd": 2276.4, "financial_exposure_usd": 3323.64, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109831", "label": "benign", "label_confidence": 0.485, "severity": "critical", "timestamp": "2026-01-07T19:51:00Z", "trace_id": "bd72772a-99f2-d98e-ab9c-0a1730679784" }
{ "account_age_days": 1108, "account_id": "ACCT-A48E865CEA11", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.868 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 638, "timestamp": "2026-01-07T19:51:00Z", "transaction_amount_usd": 14372.72 }, { "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": 0.757, "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": 887.55, "financial_exposure_usd": 1553.96, "recoverable_pct": 0.722 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102009", "label": "fraudulent", "label_confidence": 0.963, "severity": "medium", "timestamp": "2026-01-02T09:29:00Z", "trace_id": "cdb959c1-ad67-8acf-f5d8-7c34774cd204" }
{ "account_age_days": 1983, "account_id": "ACCT-99B8929DB334", "baseline_risk_score": 0.308, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 499, "timestamp": "2026-01-02T09:29:00Z", "transaction_amount_usd": 21248.36 }, { "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": 0.766, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 988949.43, "financial_exposure_usd": 1100591.69, "recoverable_pct": 0.087 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106793", "label": "benign", "label_confidence": 0.562, "severity": "medium", "timestamp": "2026-01-05T17:13:00Z", "trace_id": "37652ecf-2173-ad41-78a9-001f0069b4cf" }
{ "account_age_days": 551, "account_id": "ACCT-E3E8EABF78AD", "baseline_risk_score": 0.137, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 673, "timestamp": "2026-01-05T17:13:00Z", "transaction_amount_usd": 7276.64 }, { "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": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 77.73, "financial_exposure_usd": 127.14, "recoverable_pct": 0.454 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101061", "label": "fraudulent", "label_confidence": 0.876, "severity": "critical", "timestamp": "2026-01-01T17:41:00Z", "trace_id": "58ea28fc-e91e-1b34-ce41-ae8b1c867c2e" }
{ "account_age_days": 1468, "account_id": "ACCT-17D47A400F8E", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.936 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 394, "timestamp": "2026-01-01T14:37:00Z", "transaction_amount_usd": 1.69 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.904, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1422995.37, "financial_exposure_usd": 1471225.8, "recoverable_pct": 0.534 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106825", "label": "benign", "label_confidence": 0.693, "severity": "low", "timestamp": "2026-01-05T17:45:00Z", "trace_id": "e3402fe1-04be-5de8-bc1f-91d58bae2d9b" }
{ "account_age_days": 345, "account_id": "ACCT-064FC6A0A872", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.442 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 139, "timestamp": "2026-01-05T17:45:00Z", "transaction_amount_usd": 11022.24 }, { "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": 0.798, "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": 2878.3, "financial_exposure_usd": 4112.67, "recoverable_pct": 0.736 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102443", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-02T16:43:00Z", "trace_id": "4459575d-6178-aa5d-ddc8-ccba82d4f826" }
{ "account_age_days": 569, "account_id": "ACCT-634CDA8F627B", "baseline_risk_score": 0.597, "kyc_tier": "tier_3", "session_entropy": 0.867 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 244, "timestamp": "2026-01-02T05:24:00Z", "transaction_amount_usd": 15.44 }, { "asset": "BTC", "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": 0.783, "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": 869250.56, "financial_exposure_usd": 1193224.55, "recoverable_pct": 0.462 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103604", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-03T12:04:00Z", "trace_id": "b1d2dbf0-9741-85c8-f0d2-37af65a9e331" }
{ "account_age_days": 1306, "account_id": "ACCT-090D417995D4", "baseline_risk_score": 0.185, "kyc_tier": "tier_3", "session_entropy": 0.335 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 232, "timestamp": "2026-01-03T05:14:00Z", "transaction_amount_usd": 6.22 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.456, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "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": 1114964.92, "financial_exposure_usd": 1729549.12, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107319", "label": "benign", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-06T01:59:00Z", "trace_id": "4d7cc8a3-624d-a68c-444f-760fc23e3be6" }
{ "account_age_days": 1799, "account_id": "ACCT-35A87CF303E3", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.414 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 99, "timestamp": "2026-01-05T18:36:00Z", "transaction_amount_usd": 20.06 }, { "asset": "BTC", "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": 0.509, "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": 305.12, "financial_exposure_usd": 441.73, "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-107184", "label": "benign", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-05T23:44:00Z", "trace_id": "f77c20fe-1f04-3647-f565-959f0ee6d29c" }
{ "account_age_days": 1354, "account_id": "ACCT-2FD74B76A790", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.423 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 617, "timestamp": "2026-01-05T23:44:00Z", "transaction_amount_usd": 14473.14 }, { "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": 0.643, "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": 6203.12, "financial_exposure_usd": 8540.12, "recoverable_pct": 0.662 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101607", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-02T02:47:00Z", "trace_id": "40d345b8-9339-e39c-2045-92f612ed45ff" }
{ "account_age_days": 1934, "account_id": "ACCT-B652E5E00CAB", "baseline_risk_score": 0.636, "kyc_tier": "tier_2", "session_entropy": 0.382 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 248, "timestamp": "2026-01-01T20:01:00Z", "transaction_amount_usd": 11.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 879046.93, "financial_exposure_usd": 941538.2, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105946", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-05T03:06:00Z", "trace_id": "e6152f4c-984b-2867-f343-486f71dec95d" }
{ "account_age_days": 903, "account_id": "ACCT-109F975978DE", "baseline_risk_score": 0.394, "kyc_tier": "tier_2", "session_entropy": 0.721 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 975, "timestamp": "2026-01-05T03:06:00Z", "transaction_amount_usd": 658522.07 }, { "asset": "USDT", "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": 0.461, "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": 2230264.39, "financial_exposure_usd": 4916738.55, "recoverable_pct": 0.497 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105063", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-04T12:23:00Z", "trace_id": "3003f060-5bec-8378-61e7-b49203008119" }
{ "account_age_days": 1117, "account_id": "ACCT-A47CCF093B33", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.576 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 161, "timestamp": "2026-01-04T12:23:00Z", "transaction_amount_usd": 994760.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.69, "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 AN...
{ "customer_funds_at_risk_usd": 3093787.98, "financial_exposure_usd": 5490783.43, "recoverable_pct": 0.624 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103518", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-03T10:38:00Z", "trace_id": "843852a8-85b2-0b23-fc52-cc9bca3009ed" }
{ "account_age_days": 1720, "account_id": "ACCT-C5577B523405", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.147 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1009, "timestamp": "2026-01-03T10:38:00Z", "transaction_amount_usd": 844878.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.496, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3600002.29, "financial_exposure_usd": 6845575.88, "recoverable_pct": 0.853 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101740", "label": "fraudulent", "label_confidence": 0.932, "severity": "high", "timestamp": "2026-01-02T05:00:00Z", "trace_id": "5eb7d741-f5e9-9f5f-17b3-50f9e4822d49" }
{ "account_age_days": 1576, "account_id": "ACCT-C45797F788C6", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.223 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 376, "timestamp": "2026-01-02T03:38:00Z", "transaction_amount_usd": 17.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.665, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 648629.19, "financial_exposure_usd": 1195439.44, "recoverable_pct": 0.671 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107851", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-06T10:51:00Z", "trace_id": "1306a5fc-da8a-0e5b-50df-1db652e6253f" }
{ "account_age_days": 1300, "account_id": "ACCT-A063AC26570C", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.571 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 487, "timestamp": "2026-01-06T10:51:00Z", "transaction_amount_usd": 2795.66 }, { "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": 0.738, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4816.06, "financial_exposure_usd": 6194.1, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108123", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-06T15:23:00Z", "trace_id": "f636ae3a-92f6-cf67-61aa-98fb9aad8b51" }
{ "account_age_days": 267, "account_id": "ACCT-A001ABACDB55", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 245, "timestamp": "2026-01-06T15:23:00Z", "transaction_amount_usd": 6972.9 }, { "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": 0.709, "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": 4507.06, "financial_exposure_usd": 6236.43, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103389", "label": "fraudulent", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-03T08:29:00Z", "trace_id": "6efbc92f-706d-b030-907f-112ec18f5028" }
{ "account_age_days": 1332, "account_id": "ACCT-4B6439F9D9EF", "baseline_risk_score": 0.331, "kyc_tier": "tier_3", "session_entropy": 0.228 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 614, "timestamp": "2026-01-03T08:29:00Z", "transaction_amount_usd": 2918468.79 }, { "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": 0.445, "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": 3435246.47, "financial_exposure_usd": 4418353.94, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108358", "label": "benign", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-06T19:18:00Z", "trace_id": "f910352c-e23d-8949-d75f-2a143cb99a34" }
{ "account_age_days": 1870, "account_id": "ACCT-EF5045C78F1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.228 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 275, "timestamp": "2026-01-06T15:58:00Z", "transaction_amount_usd": 2.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.748, "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": 3009.07, "financial_exposure_usd": 4068.8, "recoverable_pct": 0.677 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103528", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-03T10:48:00Z", "trace_id": "07852442-ec2c-0d30-915d-104cbd9ec712" }
{ "account_age_days": 1638, "account_id": "ACCT-93649F2A8E4E", "baseline_risk_score": 0.154, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 563, "timestamp": "2026-01-03T10:48:00Z", "transaction_amount_usd": 1328593.21 }, { "asset": "GBP", "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": 0.629, "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": 3700507.22, "financial_exposure_usd": 5165943.72, "recoverable_pct": 0.881 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105354", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-04T17:14:00Z", "trace_id": "9cb75963-a3e8-b906-f236-0a3e47b42b10" }
{ "account_age_days": 664, "account_id": "ACCT-9F103B751068", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 301, "timestamp": "2026-01-04T17:14:00Z", "transaction_amount_usd": 656110.49 }, { "asset": "USDT", "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": 0.647, "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": 3068086.82, "financial_exposure_usd": 3182778.9, "recoverable_pct": 0.958 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107001", "label": "benign", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-05T20:41:00Z", "trace_id": "d92b811e-0225-ff0e-c759-3a6da4be2d29" }
{ "account_age_days": 226, "account_id": "ACCT-3B70FD666780", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.938 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 824, "timestamp": "2026-01-05T20:41:00Z", "transaction_amount_usd": 9066.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2024.67, "financial_exposure_usd": 3334.64, "recoverable_pct": 0.88 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103588", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-03T11:48:00Z", "trace_id": "3e37335c-87cd-bb88-38a2-e2fa495a6713" }
{ "account_age_days": 991, "account_id": "ACCT-99CA2DF230A9", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.41 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 360, "timestamp": "2026-01-03T01:02:00Z", "transaction_amount_usd": 24.27 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 495041.11, "financial_exposure_usd": 919714.63, "recoverable_pct": 0.782 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104314", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-03T23:54:00Z", "trace_id": "8f3b3003-a8ce-e11e-8d0a-ba92d7e2cec1" }
{ "account_age_days": 748, "account_id": "ACCT-09D13A04C63F", "baseline_risk_score": 0.078, "kyc_tier": "tier_3", "session_entropy": 0.772 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 195, "timestamp": "2026-01-03T21:35:00Z", "transaction_amount_usd": 7.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.749, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2992383.66, "financial_exposure_usd": 3393357.61, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108466", "label": "benign", "label_confidence": 0.683, "severity": "high", "timestamp": "2026-01-06T21:06:00Z", "trace_id": "deeb7e79-1845-bd70-fb13-4e2c598bdaec" }
{ "account_age_days": 1846, "account_id": "ACCT-78F82FF2A831", "baseline_risk_score": 0.075, "kyc_tier": "tier_3", "session_entropy": 0.927 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 186, "timestamp": "2026-01-06T21:06:00Z", "transaction_amount_usd": 9565.03 }, { "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": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2181.21, "financial_exposure_usd": 3483.5, "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-104337", "label": "fraudulent", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-04T00:17:00Z", "trace_id": "94a6f5b3-f3bb-be4f-ab74-53fb9d3ccf0c" }
{ "account_age_days": 480, "account_id": "ACCT-92EAC30CD97D", "baseline_risk_score": 0.111, "kyc_tier": "tier_3", "session_entropy": 0.753 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 998, "timestamp": "2026-01-04T00:17:00Z", "transaction_amount_usd": 1544247.69 }, { "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": 0.672, "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": 2507552.7, "financial_exposure_usd": 2825058.65, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104751", "label": "fraudulent", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-04T07:11:00Z", "trace_id": "bcdf8b68-5787-5ac3-65c3-3c3f9a45e2fb" }
{ "account_age_days": 1857, "account_id": "ACCT-E40F93301E1B", "baseline_risk_score": 0.138, "kyc_tier": "tier_1", "session_entropy": 0.573 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 989, "timestamp": "2026-01-04T07:11:00Z", "transaction_amount_usd": 2039498.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.791, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2386023.56, "financial_exposure_usd": 4077258.03, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101178", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-01T19:38:00Z", "trace_id": "5844d3bf-ab5f-f349-1ee7-2b0058488d91" }
{ "account_age_days": 1635, "account_id": "ACCT-EDE3FAF392F3", "baseline_risk_score": 0.261, "kyc_tier": "tier_1", "session_entropy": 0.477 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 339, "timestamp": "2026-01-01T17:00:00Z", "transaction_amount_usd": 10.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.748, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 447418.46, "financial_exposure_usd": 793077.22, "recoverable_pct": 0.573 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106281", "label": "fraudulent", "label_confidence": 0.753, "severity": "low", "timestamp": "2026-01-05T08:41:00Z", "trace_id": "880236a1-ac93-9171-78da-23ee0e8db20e" }
{ "account_age_days": 1683, "account_id": "ACCT-DA3AC3BC3A63", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.312 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 792, "timestamp": "2026-01-05T08:41:00Z", "transaction_amount_usd": 2219760.19 }, { "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": 0.383, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3661404.96, "financial_exposure_usd": 4335048.72, "recoverable_pct": 0.449 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100932", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-01T15:32:00Z", "trace_id": "8d37a35e-7f0c-49b6-9dfc-5ace6b1e796c" }
{ "account_age_days": 1714, "account_id": "ACCT-19194CCE12CD", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.65 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 403, "timestamp": "2026-01-01T15:32:00Z", "transaction_amount_usd": 79004.16 }, { "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": 0.455, "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": 171057.91, "financial_exposure_usd": 230962.27, "recoverable_pct": 0.618 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100305", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-01T05:05:00Z", "trace_id": "046cf25d-340b-d8b6-a521-f3ae5b1bab8d" }
{ "account_age_days": 981, "account_id": "ACCT-98EC5B6A9C7C", "baseline_risk_score": 0.561, "kyc_tier": "tier_1", "session_entropy": 0.471 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 977, "timestamp": "2026-01-01T05:05:00Z", "transaction_amount_usd": 12102.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.909, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 410332.96, "financial_exposure_usd": 803720.16, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104295", "label": "fraudulent", "label_confidence": 0.903, "severity": "low", "timestamp": "2026-01-03T23:35:00Z", "trace_id": "da77791d-ddbe-c643-ea76-bcc0d2043243" }
{ "account_age_days": 1199, "account_id": "ACCT-5756555148EE", "baseline_risk_score": 0.078, "kyc_tier": "tier_1", "session_entropy": 0.21 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 311, "timestamp": "2026-01-03T23:35:00Z", "transaction_amount_usd": 2848385.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.811, "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": 3816276.72, "financial_exposure_usd": 4965320, "recoverable_pct": 0.783 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100467", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-01T07:47:00Z", "trace_id": "fc962f6f-7974-e151-aea4-320b4087a859" }
{ "account_age_days": 146, "account_id": "ACCT-1E6B8A766839", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.883 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 104, "timestamp": "2026-01-01T03:38:00Z", "transaction_amount_usd": 12.48 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.683, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 453552.3, "financial_exposure_usd": 941640.41, "recoverable_pct": 0.112 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107799", "label": "benign", "label_confidence": 0.58, "severity": "low", "timestamp": "2026-01-06T09:59:00Z", "trace_id": "1d0a7cad-12fb-f4b1-2782-66f08d3438bf" }
{ "account_age_days": 867, "account_id": "ACCT-6822C562F72A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.354 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 262, "timestamp": "2026-01-06T09:59:00Z", "transaction_amount_usd": 4168.87 }, { "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": 0.659, "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": 2123.31, "financial_exposure_usd": 2409.96, "recoverable_pct": 0.553 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105086", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-04T12:46:00Z", "trace_id": "562d0460-5391-e655-0a4a-3f18cdce14bf" }
{ "account_age_days": 184, "account_id": "ACCT-0E51795DF7C6", "baseline_risk_score": 0.242, "kyc_tier": "tier_1", "session_entropy": 0.265 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 602, "timestamp": "2026-01-04T12:46:00Z", "transaction_amount_usd": 1732105.1 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.439, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3042675.21, "financial_exposure_usd": 5942693.31, "recoverable_pct": 0.839 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107078", "label": "benign", "label_confidence": 0.524, "severity": "low", "timestamp": "2026-01-05T21:58:00Z", "trace_id": "24e26fa1-4ba8-73af-49a2-e6975c81464a" }
{ "account_age_days": 1969, "account_id": "ACCT-D7D73705A98B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.846 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1181, "timestamp": "2026-01-05T21:58:00Z", "transaction_amount_usd": 11132.67 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1163.58, "financial_exposure_usd": 1447.05, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101630", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-02T03:10:00Z", "trace_id": "38157d18-237e-c260-0207-9475ca1dac40" }
{ "account_age_days": 630, "account_id": "ACCT-48F6E2CB81AE", "baseline_risk_score": 0.422, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1169, "timestamp": "2026-01-02T03:10:00Z", "transaction_amount_usd": 63957.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.861, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 711647.99, "financial_exposure_usd": 1134211.42, "recoverable_pct": 0.257 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100576", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-01T09:36:00Z", "trace_id": "f23ef5f3-9720-c1ba-0171-771f98d47d41" }
{ "account_age_days": 434, "account_id": "ACCT-9AB8D0518DF1", "baseline_risk_score": 0.343, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 105, "timestamp": "2026-01-01T03:12:00Z", "transaction_amount_usd": 12.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.669, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 439588.02, "financial_exposure_usd": 629163.46, "recoverable_pct": 0.445 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104565", "label": "fraudulent", "label_confidence": 0.846, "severity": "low", "timestamp": "2026-01-04T04:05:00Z", "trace_id": "4d32e500-a2c5-f3a7-4d11-9e00526f32e2" }
{ "account_age_days": 270, "account_id": "ACCT-79C0D66BC462", "baseline_risk_score": 0.38, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 163, "timestamp": "2026-01-04T01:25:00Z", "transaction_amount_usd": 1.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.716, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "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": 3670504.92, "financial_exposure_usd": 3904212.45, "recoverable_pct": 0.615 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101942", "label": "fraudulent", "label_confidence": 0.97, "severity": "critical", "timestamp": "2026-01-02T08:22:00Z", "trace_id": "e3ef8e81-8969-b7be-501f-de5d1dc143e5" }
{ "account_age_days": 370, "account_id": "ACCT-A3D81A17D29C", "baseline_risk_score": 0.571, "kyc_tier": "tier_3", "session_entropy": 0.128 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1190, "timestamp": "2026-01-02T08:22:00Z", "transaction_amount_usd": 101225.88 }, { "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": 0.558, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 414643.26, "financial_exposure_usd": 911588.03, "recoverable_pct": 0.009 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106037", "label": "fraudulent", "label_confidence": 0.625, "severity": "medium", "timestamp": "2026-01-05T04:37:00Z", "trace_id": "ff3c33b0-feb3-dbb3-e4c3-57ef10681648" }
{ "account_age_days": 1123, "account_id": "ACCT-C0EFAD976E73", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.428 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 644, "timestamp": "2026-01-05T04:37:00Z", "transaction_amount_usd": 1316240.93 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.379, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3696966.26, "financial_exposure_usd": 4917538.78, "recoverable_pct": 0.424 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106235", "label": "fraudulent", "label_confidence": 0.794, "severity": "medium", "timestamp": "2026-01-05T07:55:00Z", "trace_id": "85568c41-28e1-96c2-0518-e8d3a4e374ee" }
{ "account_age_days": 385, "account_id": "ACCT-4928D366AA45", "baseline_risk_score": 0.334, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 946, "timestamp": "2026-01-05T07:55:00Z", "transaction_amount_usd": 1251352.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.625, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1394509.41, "financial_exposure_usd": 2258431.79, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100514", "label": "fraudulent", "label_confidence": 0.976, "severity": "low", "timestamp": "2026-01-01T08:34:00Z", "trace_id": "3160c612-5ae9-e8bb-6f34-623bf64e12e2" }
{ "account_age_days": 1689, "account_id": "ACCT-F8757DC39D98", "baseline_risk_score": 0.266, "kyc_tier": "tier_2", "session_entropy": 0.166 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1124, "timestamp": "2026-01-01T08:34:00Z", "transaction_amount_usd": 21719.81 }, { "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": 0.373, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 146195.12, "financial_exposure_usd": 307038.56, "recoverable_pct": 0.069 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103896", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-03T16:56:00Z", "trace_id": "9087f88b-97a2-68dd-4ea8-66e4dd0032c5" }
{ "account_age_days": 1677, "account_id": "ACCT-C53EF59714CB", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.198 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 595, "timestamp": "2026-01-03T16:56:00Z", "transaction_amount_usd": 447899.59 }, { "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": 0.704, "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": 2198826.4, "financial_exposure_usd": 3159726.51, "recoverable_pct": 0.641 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103193", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-03T05:13:00Z", "trace_id": "2122e532-eee0-87c8-d9a8-18d18095ded8" }
{ "account_age_days": 1079, "account_id": "ACCT-2DBD5E214340", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.208 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 342, "timestamp": "2026-01-03T05:13:00Z", "transaction_amount_usd": 86922.11 }, { "asset": "EUR", "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": 0.89, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 256953.86, "financial_exposure_usd": 503927.11, "recoverable_pct": 0.228 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109785", "label": "benign", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-07T19:05:00Z", "trace_id": "1f4e77d5-1f4f-3b57-539d-4e71cfe1aa16" }
{ "account_age_days": 853, "account_id": "ACCT-11AFB08ADBE6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.176 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 173, "timestamp": "2026-01-07T19:05:00Z", "transaction_amount_usd": 1763.26 }, { "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": 0.484, "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": 917.52, "financial_exposure_usd": 1784.82, "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-109455", "label": "benign", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-07T13:35:00Z", "trace_id": "4ceee4a4-7335-1dd8-4191-fcf8a2065dc7" }
{ "account_age_days": 1991, "account_id": "ACCT-36362F43E5AE", "baseline_risk_score": 0.099, "kyc_tier": "tier_3", "session_entropy": 0.258 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 108, "timestamp": "2026-01-07T13:35:00Z", "transaction_amount_usd": 14815.73 }, { "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": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1263.92, "financial_exposure_usd": 1511.66, "recoverable_pct": 0.443 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107551", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-06T05:51:00Z", "trace_id": "d6eb2368-d3fe-8c4d-0f8c-6a0410d90203" }
{ "account_age_days": 386, "account_id": "ACCT-3296B8CE2F50", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 740, "timestamp": "2026-01-06T05:51:00Z", "transaction_amount_usd": 8499.87 }, { "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": 0.691, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2400.58, "financial_exposure_usd": 5430.01, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106927", "label": "benign", "label_confidence": 0.481, "severity": "low", "timestamp": "2026-01-05T19:27:00Z", "trace_id": "9198633a-6e24-d562-e979-8232cbdb82b1" }
{ "account_age_days": 843, "account_id": "ACCT-ED425EFBE7CD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.828 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 301, "timestamp": "2026-01-05T19:27:00Z", "transaction_amount_usd": 4977.37 }, { "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": 0.759, "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": 1798.08, "financial_exposure_usd": 2320.79, "recoverable_pct": 0.929 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104601", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-04T04:41:00Z", "trace_id": "10b8a130-acda-675e-db2f-6095398c7ee0" }
{ "account_age_days": 1515, "account_id": "ACCT-CB5703BCD868", "baseline_risk_score": 0.053, "kyc_tier": "tier_2", "session_entropy": 0.392 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 954, "timestamp": "2026-01-04T04:41:00Z", "transaction_amount_usd": 177739.77 }, { "asset": "SOL", "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": 0.627, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1279522.24, "financial_exposure_usd": 1395468.76, "recoverable_pct": 0.618 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107735", "label": "benign", "label_confidence": 0.734, "severity": "high", "timestamp": "2026-01-06T08:55:00Z", "trace_id": "fdc075be-7e4b-753a-b923-d15cc670f68f" }
{ "account_age_days": 903, "account_id": "ACCT-2B7DFDACC2B0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.648 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 149, "timestamp": "2026-01-06T08:15:00Z", "transaction_amount_usd": 17.06 }, { "asset": "JPY", "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": 0.541, "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": 1418.15, "financial_exposure_usd": 2287.28, "recoverable_pct": 0.986 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105919", "label": "fraudulent", "label_confidence": 0.639, "severity": "medium", "timestamp": "2026-01-05T02:39:00Z", "trace_id": "3b5159ba-268f-1c01-b210-3680b79b982d" }
{ "account_age_days": 1503, "account_id": "ACCT-5A488DFA106A", "baseline_risk_score": 0.226, "kyc_tier": "tier_2", "session_entropy": 0.724 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 222, "timestamp": "2026-01-05T02:39:00Z", "transaction_amount_usd": 1825320.77 }, { "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": 0.498, "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": 6373658.34, "financial_exposure_usd": 7029776.75, "recoverable_pct": 0.847 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106260", "label": "fraudulent", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-05T08:20:00Z", "trace_id": "8204aea6-f40b-e524-4308-1eaed2aea54d" }
{ "account_age_days": 898, "account_id": "ACCT-CC84A0C8FEE4", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 944, "timestamp": "2026-01-05T08:20:00Z", "transaction_amount_usd": 2354878.68 }, { "asset": "EUR", "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": 0.852, "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": 6064071.4, "financial_exposure_usd": 9648413.89, "recoverable_pct": 0.905 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101895", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-02T07:35:00Z", "trace_id": "a006b701-f14b-a25a-e36b-f6367a2e4d22" }
{ "account_age_days": 439, "account_id": "ACCT-3F10361694ED", "baseline_risk_score": 0.574, "kyc_tier": "tier_3", "session_entropy": 0.675 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 363, "timestamp": "2026-01-02T07:35:00Z", "transaction_amount_usd": 116474.17 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.775, "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": 346374.72, "financial_exposure_usd": 582434.61, "recoverable_pct": 0.572 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103692", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-03T13:32:00Z", "trace_id": "3d180651-7766-bb24-fd27-a2b49d952178" }
{ "account_age_days": 1553, "account_id": "ACCT-43912EAFDD57", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.315 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 156, "timestamp": "2026-01-03T08:57:00Z", "transaction_amount_usd": 5.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.63, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2613222.93, "financial_exposure_usd": 3445777.12, "recoverable_pct": 0.789 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100851", "label": "fraudulent", "label_confidence": 0.876, "severity": "medium", "timestamp": "2026-01-01T14:11:00Z", "trace_id": "cbde1252-b7ea-1118-fd36-9f59c5621922" }
{ "account_age_days": 1753, "account_id": "ACCT-31ED8DFAB141", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.347 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 192, "timestamp": "2026-01-01T07:28:00Z", "transaction_amount_usd": 10.09 }, { "asset": "GBP", "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": 0.631, "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": 698334.1, "financial_exposure_usd": 924047.15, "recoverable_pct": 0.258 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102655", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-02T20:15:00Z", "trace_id": "a458021b-83f2-5a51-6c6c-dfabdb7ab89a" }
{ "account_age_days": 1473, "account_id": "ACCT-FEA84306F333", "baseline_risk_score": 0.494, "kyc_tier": "tier_2", "session_entropy": 0.696 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 284, "timestamp": "2026-01-02T16:33:00Z", "transaction_amount_usd": 18.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.854, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 97264.43, "financial_exposure_usd": 211168.88, "recoverable_pct": 0.663 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101287", "label": "fraudulent", "label_confidence": 0.91, "severity": "medium", "timestamp": "2026-01-01T21:27:00Z", "trace_id": "a5d43b3b-5d9a-6e46-8398-11e88034842b" }
{ "account_age_days": 250, "account_id": "ACCT-D7A9F561FE82", "baseline_risk_score": 0.564, "kyc_tier": "tier_2", "session_entropy": 0.466 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 336, "timestamp": "2026-01-01T11:44:00Z", "transaction_amount_usd": 1.49 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 361198.59, "financial_exposure_usd": 634895.38, "recoverable_pct": 0.004 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107515", "label": "benign", "label_confidence": 0.549, "severity": "high", "timestamp": "2026-01-06T05:15:00Z", "trace_id": "dec17200-563c-4f56-4d10-e81f64b0f1d2" }
{ "account_age_days": 1708, "account_id": "ACCT-34513373736B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.484 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 182, "timestamp": "2026-01-06T01:18:00Z", "transaction_amount_usd": 22.05 }, { "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": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2916.59, "financial_exposure_usd": 3575.52, "recoverable_pct": 0.458 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104130", "label": "fraudulent", "label_confidence": 0.655, "severity": "high", "timestamp": "2026-01-03T20:50:00Z", "trace_id": "7fde97e4-8422-73f4-e7ce-97fd96403ce7" }
{ "account_age_days": 1254, "account_id": "ACCT-4FFB25C798D8", "baseline_risk_score": 0.115, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 952, "timestamp": "2026-01-03T20:50:00Z", "transaction_amount_usd": 2123254.93 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.551, "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": 9692534.09, "financial_exposure_usd": 9756597.63, "recoverable_pct": 0.737 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109567", "label": "benign", "label_confidence": 0.561, "severity": "low", "timestamp": "2026-01-07T15:27:00Z", "trace_id": "4acfbf48-e93d-9612-c5dc-a55d7dea2a73" }
{ "account_age_days": 1273, "account_id": "ACCT-914C2A302E81", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 384, "timestamp": "2026-01-07T03:56:00Z", "transaction_amount_usd": 4.81 }, { "asset": "BTC", "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": 0.475, "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": 1145.56, "financial_exposure_usd": 1485.79, "recoverable_pct": 0.904 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108608", "label": "benign", "label_confidence": 0.644, "severity": "medium", "timestamp": "2026-01-06T23:28:00Z", "trace_id": "5474f9e2-4e6c-cca2-d2f9-89c9bd80a4fe" }
{ "account_age_days": 711, "account_id": "ACCT-C781CB8C8370", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.121 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 156, "timestamp": "2026-01-06T23:28:00Z", "transaction_amount_usd": 11710.46 }, { "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": 0.692, "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": 2378.45, "financial_exposure_usd": 2564.87, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105744", "label": "fraudulent", "label_confidence": 0.667, "severity": "high", "timestamp": "2026-01-04T23:44:00Z", "trace_id": "257a570a-ea9a-e091-d211-916ec54113ac" }
{ "account_age_days": 1116, "account_id": "ACCT-94A13DE0AB3B", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.588 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 713, "timestamp": "2026-01-04T23:44:00Z", "transaction_amount_usd": 162636.22 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.813, "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": 1141399.68, "financial_exposure_usd": 1600328.57, "recoverable_pct": 0.592 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109251", "label": "benign", "label_confidence": 0.553, "severity": "medium", "timestamp": "2026-01-07T10:11:00Z", "trace_id": "c5f53fc6-7aca-5ef9-3cfe-f280f88cc546" }
{ "account_age_days": 779, "account_id": "ACCT-225EB24AEE9C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.26 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 126, "timestamp": "2026-01-07T00:54:00Z", "transaction_amount_usd": 6.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.542, "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": 4898.65, "financial_exposure_usd": 5073.73, "recoverable_pct": 0.585 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100921", "label": "fraudulent", "label_confidence": 0.916, "severity": "critical", "timestamp": "2026-01-01T15:21:00Z", "trace_id": "bfbe6c20-48c5-a974-db4f-2cd5ddabe68c" }
{ "account_age_days": 704, "account_id": "ACCT-8D8C22DB326E", "baseline_risk_score": 0.575, "kyc_tier": "tier_3", "session_entropy": 0.835 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 386, "timestamp": "2026-01-01T15:21:00Z", "transaction_amount_usd": 2537.27 }, { "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": 0.78, "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": 938102.65, "financial_exposure_usd": 1193653.76, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100255", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-01T04:15:00Z", "trace_id": "6d987038-b174-429c-cffa-9e4d153e09ba" }
{ "account_age_days": 1674, "account_id": "ACCT-B52308212C41", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.562 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 197, "timestamp": "2025-12-31T21:27:00Z", "transaction_amount_usd": 20.04 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.464, "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": 605177.82, "financial_exposure_usd": 1271977.2, "recoverable_pct": 0.516 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102642", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-02T20:02:00Z", "trace_id": "075b8242-1053-a7a5-e137-3a9625004f74" }
{ "account_age_days": 97, "account_id": "ACCT-74433051BE2D", "baseline_risk_score": 0.555, "kyc_tier": "tier_3", "session_entropy": 0.818 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 152, "timestamp": "2026-01-02T20:02:00Z", "transaction_amount_usd": 50207.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.675, "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": 588771.03, "financial_exposure_usd": 607631.58, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100418", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-01T06:58:00Z", "trace_id": "963cae6e-8563-e2f8-fea9-c616db59ba43" }
{ "account_age_days": 1559, "account_id": "ACCT-8959765BB787", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.866 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 230, "timestamp": "2026-01-01T06:58:00Z", "transaction_amount_usd": 67434.28 }, { "asset": "USDT", "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": 0.481, "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": 426614.97, "financial_exposure_usd": 683557.37, "recoverable_pct": 0.035 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100213", "label": "fraudulent", "label_confidence": 0.835, "severity": "critical", "timestamp": "2026-01-01T03:33:00Z", "trace_id": "c1315e84-1784-1919-3c29-d9edb6bf1f51" }
{ "account_age_days": 1101, "account_id": "ACCT-65ADAFAB2A07", "baseline_risk_score": 0.483, "kyc_tier": "tier_1", "session_entropy": 0.281 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 900, "timestamp": "2026-01-01T03:33:00Z", "transaction_amount_usd": 40909.89 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.519, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 315012.99, "financial_exposure_usd": 445860.73, "recoverable_pct": 0.136 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100906", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-01T15:06:00Z", "trace_id": "d3e666eb-73f3-87c3-7d6b-ed39be967bc1" }
{ "account_age_days": 841, "account_id": "ACCT-8FC001385C01", "baseline_risk_score": 0.415, "kyc_tier": "tier_1", "session_entropy": 0.468 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 202, "timestamp": "2026-01-01T07:03:00Z", "transaction_amount_usd": 9.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.563, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 507880.42, "financial_exposure_usd": 571541.82, "recoverable_pct": 0.254 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103126", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-03T04:06:00Z", "trace_id": "2c18a6ba-d063-594c-80ec-41c94b0c8603" }
{ "account_age_days": 1176, "account_id": "ACCT-E73DF33C02BA", "baseline_risk_score": 0.416, "kyc_tier": "tier_3", "session_entropy": 0.265 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 984, "timestamp": "2026-01-03T04:06:00Z", "transaction_amount_usd": 6034.8 }, { "asset": "JPY", "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": 0.577, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 648148.42, "financial_exposure_usd": 1252860.2, "recoverable_pct": 0.048 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109826", "label": "benign", "label_confidence": 0.493, "severity": "low", "timestamp": "2026-01-07T19:46:00Z", "trace_id": "bbb929d2-cad6-bf15-89a6-0e0b8f6f7970" }
{ "account_age_days": 1305, "account_id": "ACCT-DD08ADF8C4F8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.15 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1080, "timestamp": "2026-01-07T19:46:00Z", "transaction_amount_usd": 5251.93 }, { "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": 0.604, "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": 1002.8, "financial_exposure_usd": 2059.31, "recoverable_pct": 0.957 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107295", "label": "benign", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-06T01:35:00Z", "trace_id": "f68e65d7-9651-056f-6565-e4d524601b2f" }
{ "account_age_days": 704, "account_id": "ACCT-8EC1E2A03E53", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.718 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 760, "timestamp": "2026-01-06T01:35:00Z", "transaction_amount_usd": 3681.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.787, "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": 2126.39, "financial_exposure_usd": 4208.44, "recoverable_pct": 0.845 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105912", "label": "fraudulent", "label_confidence": 0.722, "severity": "critical", "timestamp": "2026-01-05T02:32:00Z", "trace_id": "4c0ead96-a516-62ee-0e3f-f48b6ae482aa" }
{ "account_age_days": 831, "account_id": "ACCT-B91B187AD9F1", "baseline_risk_score": 0.419, "kyc_tier": "tier_2", "session_entropy": 0.824 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 373, "timestamp": "2026-01-05T02:32:00Z", "transaction_amount_usd": 2547547.39 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.677, "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": 5597132.55, "financial_exposure_usd": 5786313.81, "recoverable_pct": 0.968 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107776", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-06T09:36:00Z", "trace_id": "f4fe264c-41f8-4912-dc0a-ff0a4c52bf12" }
{ "account_age_days": 1500, "account_id": "ACCT-313057E5274C", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.184 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 177, "timestamp": "2026-01-06T09:36:00Z", "transaction_amount_usd": 1850.92 }, { "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": 0.627, "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": 808.24, "financial_exposure_usd": 1566.88, "recoverable_pct": 0.722 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108150", "label": "benign", "label_confidence": 0.552, "severity": "medium", "timestamp": "2026-01-06T15:50:00Z", "trace_id": "1f0163f8-36f0-7bd5-7b64-80cb44e04151" }
{ "account_age_days": 1317, "account_id": "ACCT-E4FC0CED41FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.514 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 191, "timestamp": "2026-01-06T05:12:00Z", "transaction_amount_usd": 2.78 }, { "asset": "JPY", "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": 0.535, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 67.29, "financial_exposure_usd": 136.57, "recoverable_pct": 0.479 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106898", "label": "benign", "label_confidence": 0.524, "severity": "high", "timestamp": "2026-01-05T18:58:00Z", "trace_id": "c1643321-4766-b120-6097-83b7a5f83786" }
{ "account_age_days": 1769, "account_id": "ACCT-8B92D76817C2", "baseline_risk_score": 0.197, "kyc_tier": "tier_1", "session_entropy": 0.373 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 788, "timestamp": "2026-01-05T18:58:00Z", "transaction_amount_usd": 14683.13 }, { "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": 0.588, "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": 1759.05, "financial_exposure_usd": 3504.22, "recoverable_pct": 0.799 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103975", "label": "fraudulent", "label_confidence": 0.934, "severity": "medium", "timestamp": "2026-01-03T18:15:00Z", "trace_id": "24e5008d-d923-9c5f-3d07-7daa6bab5ef7" }
{ "account_age_days": 1931, "account_id": "ACCT-A1CA40669756", "baseline_risk_score": 0.12, "kyc_tier": "tier_1", "session_entropy": 0.91 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 174, "timestamp": "2026-01-03T18:15:00Z", "transaction_amount_usd": 268999.1 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.4, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 5790849.43, "financial_exposure_usd": 5814484.99, "recoverable_pct": 0.906 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100364", "label": "fraudulent", "label_confidence": 0.956, "severity": "critical", "timestamp": "2026-01-01T06:04:00Z", "trace_id": "20c4ff5d-d699-f908-d95a-017ccb1e7a8c" }
{ "account_age_days": 1312, "account_id": "ACCT-9528688E5B23", "baseline_risk_score": 0.507, "kyc_tier": "tier_1", "session_entropy": 0.744 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 228, "timestamp": "2026-01-01T06:04:00Z", "transaction_amount_usd": 117472.38 }, { "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": 0.761, "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": 853231.43, "financial_exposure_usd": 937117.8, "recoverable_pct": 0.223 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107864", "label": "benign", "label_confidence": 0.642, "severity": "low", "timestamp": "2026-01-06T11:04:00Z", "trace_id": "f96bb5bf-3eed-2181-5fb6-f0bd1c49476a" }
{ "account_age_days": 555, "account_id": "ACCT-CF43C732CF28", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.461 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 801, "timestamp": "2026-01-06T11:04:00Z", "transaction_amount_usd": 10902.46 }, { "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": 0.477, "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": 387.92, "financial_exposure_usd": 744.5, "recoverable_pct": 0.85 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102424", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-02T16:24:00Z", "trace_id": "153d332f-2d61-6a10-b7c6-6954492b652d" }
{ "account_age_days": 1061, "account_id": "ACCT-57F6F69EF1EF", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.52 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 179, "timestamp": "2026-01-02T16:24:00Z", "transaction_amount_usd": 24908.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.809, "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": 514536.87, "financial_exposure_usd": 815344.6, "recoverable_pct": 0.034 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102478", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-02T17:18:00Z", "trace_id": "bd0a5c53-a9d9-9565-8e91-3ffa9bb2ac2a" }
{ "account_age_days": 1742, "account_id": "ACCT-8729F2BBB2C1", "baseline_risk_score": 0.609, "kyc_tier": "tier_3", "session_entropy": 0.662 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 217, "timestamp": "2026-01-02T17:18:00Z", "transaction_amount_usd": 41794.06 }, { "asset": "JPY", "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": 0.4, "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 H...
{ "customer_funds_at_risk_usd": 237350.57, "financial_exposure_usd": 371162.98, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101742", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-02T05:02:00Z", "trace_id": "8d984d28-cd6b-d3e2-8415-4256b631db48" }
{ "account_age_days": 1467, "account_id": "ACCT-90E10C0552C5", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.86 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1104, "timestamp": "2026-01-02T05:02:00Z", "transaction_amount_usd": 33562.03 }, { "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": 0.408, "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": 417078.56, "financial_exposure_usd": 853772.62, "recoverable_pct": 0.264 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105615", "label": "fraudulent", "label_confidence": 0.629, "severity": "critical", "timestamp": "2026-01-04T21:35:00Z", "trace_id": "92aba3fa-5880-0932-8753-8c5551af2fbb" }
{ "account_age_days": 1295, "account_id": "ACCT-CD5204CEE2BD", "baseline_risk_score": 0.216, "kyc_tier": "tier_1", "session_entropy": 0.328 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 252, "timestamp": "2026-01-04T14:38:00Z", "transaction_amount_usd": 10.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.761, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3524937.52, "financial_exposure_usd": 4998292.47, "recoverable_pct": 0.801 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108614", "label": "benign", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-06T23:34:00Z", "trace_id": "3500ac83-cb4f-96e9-cf30-35efeb6ee936" }
{ "account_age_days": 1073, "account_id": "ACCT-C3B0F23A067F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.845 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 898, "timestamp": "2026-01-06T23:34:00Z", "transaction_amount_usd": 13641.53 }, { "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": 0.741, "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": 1566.01, "financial_exposure_usd": 1969.88, "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-102627", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-02T19:47:00Z", "trace_id": "c206f309-d60f-aa02-0273-6537cdd841f5" }
{ "account_age_days": 1494, "account_id": "ACCT-0AC54901DF29", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.397 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 340, "timestamp": "2026-01-02T08:58:00Z", "transaction_amount_usd": 19.06 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.736, "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": 226384.83, "financial_exposure_usd": 525777.43, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108445", "label": "benign", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-06T20:45:00Z", "trace_id": "ff7b64de-b8ed-53f5-df4d-4297aa7fa16d" }
{ "account_age_days": 1046, "account_id": "ACCT-3A9E0D7BC6A1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.151 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 393, "timestamp": "2026-01-06T08:43:00Z", "transaction_amount_usd": 22.14 }, { "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": 0.486, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 658.01, "financial_exposure_usd": 805.05, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102114", "label": "fraudulent", "label_confidence": 0.838, "severity": "critical", "timestamp": "2026-01-02T11:14:00Z", "trace_id": "3e75a8af-7f5f-19ce-828f-79b45e4368a0" }
{ "account_age_days": 601, "account_id": "ACCT-9EBFD4FB955C", "baseline_risk_score": 0.36, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1024, "timestamp": "2026-01-02T11:14:00Z", "transaction_amount_usd": 4375.41 }, { "asset": "GBP", "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": 0.812, "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": 451024.79, "financial_exposure_usd": 724896.71, "recoverable_pct": 0.505 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107697", "label": "benign", "label_confidence": 0.573, "severity": "low", "timestamp": "2026-01-06T08:17:00Z", "trace_id": "3d499fbb-668f-9d91-1e88-47a754bca8a5" }
{ "account_age_days": 1510, "account_id": "ACCT-9DB3747FFEB4", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.417 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 627, "timestamp": "2026-01-06T08:17:00Z", "transaction_amount_usd": 5734.48 }, { "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": 0.482, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1139.91, "financial_exposure_usd": 2236.01, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102489", "label": "fraudulent", "label_confidence": 0.886, "severity": "critical", "timestamp": "2026-01-02T17:29:00Z", "trace_id": "db924385-bf21-2909-f1a9-8e96c825b592" }
{ "account_age_days": 1791, "account_id": "ACCT-32265DED138D", "baseline_risk_score": 0.557, "kyc_tier": "tier_1", "session_entropy": 0.632 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 595, "timestamp": "2026-01-02T17:29:00Z", "transaction_amount_usd": 43402.02 }, { "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": 0.43, "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 HAVING...
{ "customer_funds_at_risk_usd": 308441.63, "financial_exposure_usd": 432427.3, "recoverable_pct": 0.03 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107908", "label": "benign", "label_confidence": 0.514, "severity": "low", "timestamp": "2026-01-06T11:48:00Z", "trace_id": "83a788ea-3bbe-cc31-9f99-6e34630f1093" }
{ "account_age_days": 1500, "account_id": "ACCT-14D2B2B46AF0", "baseline_risk_score": 0.142, "kyc_tier": "tier_1", "session_entropy": 0.792 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1111, "timestamp": "2026-01-06T11:48:00Z", "transaction_amount_usd": 7433.3 }, { "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": 0.653, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3669.83, "financial_exposure_usd": 6661.08, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105436", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-04T18:36:00Z", "trace_id": "6e7cc25e-3e56-796a-ba0b-cbfc98ef937b" }
{ "account_age_days": 570, "account_id": "ACCT-73E52F49AFCB", "baseline_risk_score": 0.335, "kyc_tier": "tier_2", "session_entropy": 0.929 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 159, "timestamp": "2026-01-04T15:20:00Z", "transaction_amount_usd": 1.85 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.73, "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 AN...
{ "customer_funds_at_risk_usd": 3064743.94, "financial_exposure_usd": 3676833.5, "recoverable_pct": 0.967 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104662", "label": "fraudulent", "label_confidence": 0.79, "severity": "high", "timestamp": "2026-01-04T05:42:00Z", "trace_id": "c0e567f7-d055-56df-9931-d8e388d5c3a0" }
{ "account_age_days": 441, "account_id": "ACCT-911A3064CEFF", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.559 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 180, "timestamp": "2026-01-04T02:14:00Z", "transaction_amount_usd": 13.51 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.597, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2197137.61, "financial_exposure_usd": 3879111.8, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105904", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-05T02:24:00Z", "trace_id": "f06bed48-7e50-4d04-9371-5e13bc411f42" }
{ "account_age_days": 313, "account_id": "ACCT-F48588CBA7AE", "baseline_risk_score": 0.315, "kyc_tier": "tier_2", "session_entropy": 0.125 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 346, "timestamp": "2026-01-04T15:05:00Z", "transaction_amount_usd": 16.04 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.609, "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": 4449379.48, "financial_exposure_usd": 6677863.57, "recoverable_pct": 0.816 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101326", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-01T22:06:00Z", "trace_id": "b359465e-5372-ec22-ff10-754ba7813d1f" }
{ "account_age_days": 105, "account_id": "ACCT-33ABB3247947", "baseline_risk_score": 0.579, "kyc_tier": "tier_1", "session_entropy": 0.121 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 661, "timestamp": "2026-01-01T22:06:00Z", "transaction_amount_usd": 40819.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.369, "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": 585898.67, "financial_exposure_usd": 759644.81, "recoverable_pct": 0.81 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }