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-107204", "label": "benign", "label_confidence": 0.456, "severity": "medium", "timestamp": "2026-01-06T00:04:00Z", "trace_id": "0b787943-6af9-0abc-7b9d-4b4fb74f338c" }
{ "account_age_days": 1415, "account_id": "ACCT-43366AF61F12", "baseline_risk_score": 0.058, "kyc_tier": "tier_2", "session_entropy": 0.139 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 357, "timestamp": "2026-01-06T00:04:00Z", "transaction_amount_usd": 12027.73 }, { "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": 0.752, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1687.92, "financial_exposure_usd": 2558.98, "recoverable_pct": 0.934 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109830", "label": "benign", "label_confidence": 0.533, "severity": "medium", "timestamp": "2026-01-07T19:50:00Z", "trace_id": "66e25708-4aca-047a-e366-123978503b27" }
{ "account_age_days": 1101, "account_id": "ACCT-B466075D88F6", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.932 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 311, "timestamp": "2026-01-07T13:40:00Z", "transaction_amount_usd": 19.89 }, { "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": 0.524, "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": 815.06, "financial_exposure_usd": 1263.46, "recoverable_pct": 0.447 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100703", "label": "fraudulent", "label_confidence": 0.765, "severity": "critical", "timestamp": "2026-01-01T11:43:00Z", "trace_id": "0d35c979-6107-5f58-3194-cdf0d1636e46" }
{ "account_age_days": 1735, "account_id": "ACCT-5ED9B3C30514", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 397, "timestamp": "2026-01-01T11:43:00Z", "transaction_amount_usd": 116664.96 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.387, "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": 1118233.77, "financial_exposure_usd": 1169868.94, "recoverable_pct": 0.528 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108846", "label": "benign", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-07T03:26:00Z", "trace_id": "b365ac96-ac5e-7266-ca8b-4c4669259f38" }
{ "account_age_days": 953, "account_id": "ACCT-232C66537B00", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.448 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 244, "timestamp": "2026-01-07T03:26:00Z", "transaction_amount_usd": 14900.27 }, { "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": 0.486, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1232.93, "financial_exposure_usd": 1922.94, "recoverable_pct": 0.727 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104748", "label": "fraudulent", "label_confidence": 0.751, "severity": "medium", "timestamp": "2026-01-04T07:08:00Z", "trace_id": "53d21187-ef2a-a68b-a601-cc4f8118a600" }
{ "account_age_days": 994, "account_id": "ACCT-24F2BBCD3665", "baseline_risk_score": 0.087, "kyc_tier": "tier_1", "session_entropy": 0.823 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 336, "timestamp": "2026-01-04T04:01:00Z", "transaction_amount_usd": 9.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.695, "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": 817218.76, "financial_exposure_usd": 1948431.43, "recoverable_pct": 0.549 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108167", "label": "benign", "label_confidence": 0.529, "severity": "medium", "timestamp": "2026-01-06T16:07:00Z", "trace_id": "b5ceb40b-7614-6fac-384b-421fed45eca2" }
{ "account_age_days": 853, "account_id": "ACCT-156E7A511635", "baseline_risk_score": 0.076, "kyc_tier": "tier_2", "session_entropy": 0.426 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1108, "timestamp": "2026-01-06T16:07:00Z", "transaction_amount_usd": 853.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.693, "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": 233.54, "financial_exposure_usd": 349.14, "recoverable_pct": 0.889 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102488", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-02T17:28:00Z", "trace_id": "99ac05ff-228d-b914-9108-99e44aa982de" }
{ "account_age_days": 432, "account_id": "ACCT-2FFC73DFB41E", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.87 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 478, "timestamp": "2026-01-02T17:28:00Z", "transaction_amount_usd": 6430.1 }, { "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": 0.686, "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": 798069.96, "financial_exposure_usd": 824221.31, "recoverable_pct": 0.777 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104917", "label": "fraudulent", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-04T09:57:00Z", "trace_id": "b05fa78e-a952-0b15-afba-faf4bcd0f7f8" }
{ "account_age_days": 138, "account_id": "ACCT-29717CC88FA3", "baseline_risk_score": 0.408, "kyc_tier": "tier_3", "session_entropy": 0.67 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 167, "timestamp": "2026-01-04T01:03:00Z", "transaction_amount_usd": 9.1 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.715, "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": 3932853.03, "financial_exposure_usd": 5702297.72, "recoverable_pct": 0.863 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104257", "label": "fraudulent", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-03T22:57:00Z", "trace_id": "23659c23-c24f-c520-1ea2-770a20183532" }
{ "account_age_days": 1030, "account_id": "ACCT-24C5B671DEC9", "baseline_risk_score": 0.241, "kyc_tier": "tier_3", "session_entropy": 0.516 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 344, "timestamp": "2026-01-03T19:35:00Z", "transaction_amount_usd": 21.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.741, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2719446.48, "financial_exposure_usd": 3855347.47, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105773", "label": "fraudulent", "label_confidence": 0.75, "severity": "medium", "timestamp": "2026-01-05T00:13:00Z", "trace_id": "bdbf1eb5-2702-ed11-3a7a-7d32b1bca157" }
{ "account_age_days": 74, "account_id": "ACCT-1E778585724E", "baseline_risk_score": 0.21, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1008, "timestamp": "2026-01-05T00:13:00Z", "transaction_amount_usd": 1839282.21 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1733361.93, "financial_exposure_usd": 2461558.93, "recoverable_pct": 0.623 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109925", "label": "benign", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-07T21:25:00Z", "trace_id": "a42ef16f-717f-60d1-d877-316354d8d4bd" }
{ "account_age_days": 96, "account_id": "ACCT-75B999E9797A", "baseline_risk_score": 0.181, "kyc_tier": "tier_2", "session_entropy": 0.929 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 724, "timestamp": "2026-01-07T21:25:00Z", "transaction_amount_usd": 5884.35 }, { "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": 0.792, "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": 3202.49, "financial_exposure_usd": 3252.7, "recoverable_pct": 0.8 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105188", "label": "fraudulent", "label_confidence": 0.793, "severity": "low", "timestamp": "2026-01-04T14:28:00Z", "trace_id": "3cf45b37-4fbd-2df0-7ae1-5f5929aa34b7" }
{ "account_age_days": 95, "account_id": "ACCT-BDC4A4B8591E", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.38 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 97, "timestamp": "2026-01-04T14:28:00Z", "transaction_amount_usd": 490673.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.394, "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": 1283983.51, "financial_exposure_usd": 2073017.83, "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-102303", "label": "fraudulent", "label_confidence": 0.903, "severity": "low", "timestamp": "2026-01-02T14:23:00Z", "trace_id": "c547cb92-efd9-e6ed-eedc-7f9af7e89039" }
{ "account_age_days": 409, "account_id": "ACCT-8A75D694C9D3", "baseline_risk_score": 0.559, "kyc_tier": "tier_1", "session_entropy": 0.331 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 263, "timestamp": "2026-01-02T14:23:00Z", "transaction_amount_usd": 74032.81 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.597, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 500317.52, "financial_exposure_usd": 519990.81, "recoverable_pct": 0.55 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108730", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T01:30:00Z", "trace_id": "cde59a5f-9a7f-2b8a-42db-4e0c4c904b0b" }
{ "account_age_days": 1787, "account_id": "ACCT-88A9EA7DDD47", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.365 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1057, "timestamp": "2026-01-07T01:30:00Z", "transaction_amount_usd": 11277.03 }, { "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": 0.47, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1281.89, "financial_exposure_usd": 2790.26, "recoverable_pct": 0.963 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104617", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-04T04:57:00Z", "trace_id": "8ea4d0a5-0243-960f-360c-183e0d4e2800" }
{ "account_age_days": 762, "account_id": "ACCT-8EB5A22BB65C", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 295, "timestamp": "2026-01-04T04:57:00Z", "transaction_amount_usd": 1470614.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.566, "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": 4450237.31, "financial_exposure_usd": 5567460.29, "recoverable_pct": 0.879 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102377", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-02T15:37:00Z", "trace_id": "277e00b1-5bf5-6ff0-46ce-b302bd36923b" }
{ "account_age_days": 124, "account_id": "ACCT-F8F039E55BF2", "baseline_risk_score": 0.479, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 318, "timestamp": "2026-01-02T13:05:00Z", "transaction_amount_usd": 6.77 }, { "asset": "SOL", "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": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 657731.53, "financial_exposure_usd": 1121057.75, "recoverable_pct": 0.697 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102152", "label": "fraudulent", "label_confidence": 0.791, "severity": "critical", "timestamp": "2026-01-02T11:52:00Z", "trace_id": "2c1b0d85-4b34-2601-02c6-6759fccf9a32" }
{ "account_age_days": 1401, "account_id": "ACCT-958B442574B5", "baseline_risk_score": 0.357, "kyc_tier": "tier_1", "session_entropy": 0.371 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 753, "timestamp": "2026-01-02T11:52:00Z", "transaction_amount_usd": 39436.28 }, { "asset": "EUR", "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": 0.848, "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": 462796.4, "financial_exposure_usd": 953590.36, "recoverable_pct": 0.06 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100747", "label": "fraudulent", "label_confidence": 0.857, "severity": "low", "timestamp": "2026-01-01T12:27:00Z", "trace_id": "d0b79f3f-8755-792b-ca18-67a67413f788" }
{ "account_age_days": 904, "account_id": "ACCT-5617BE7B7A0D", "baseline_risk_score": 0.491, "kyc_tier": "tier_2", "session_entropy": 0.339 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 367, "timestamp": "2026-01-01T12:27:00Z", "transaction_amount_usd": 548.84 }, { "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": 0.729, "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": 439967.34, "financial_exposure_usd": 970357.46, "recoverable_pct": 0.11 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102099", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-02T10:59:00Z", "trace_id": "aa8bc2ff-f935-d06e-d451-25d4b54f9ae7" }
{ "account_age_days": 745, "account_id": "ACCT-87CC18E8BCF2", "baseline_risk_score": 0.422, "kyc_tier": "tier_1", "session_entropy": 0.53 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 98, "timestamp": "2026-01-02T10:59:00Z", "transaction_amount_usd": 110313.39 }, { "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": 0.894, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 568383.16, "financial_exposure_usd": 582232.54, "recoverable_pct": 0.378 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103593", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-03T11:53:00Z", "trace_id": "2249bbdd-84ec-cebf-e247-dc07bd1acac3" }
{ "account_age_days": 311, "account_id": "ACCT-B9347B36BB89", "baseline_risk_score": 0.446, "kyc_tier": "tier_3", "session_entropy": 0.719 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 546, "timestamp": "2026-01-03T11:53:00Z", "transaction_amount_usd": 377849.38 }, { "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": 0.889, "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": 5033506.26, "financial_exposure_usd": 5685416.63, "recoverable_pct": 0.908 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108937", "label": "benign", "label_confidence": 0.466, "severity": "high", "timestamp": "2026-01-07T04:57:00Z", "trace_id": "9d79fbab-d9aa-7abd-ce60-1fccbaecc313" }
{ "account_age_days": 419, "account_id": "ACCT-5E8CC2084073", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.848 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 213, "timestamp": "2026-01-07T04:57:00Z", "transaction_amount_usd": 3853.51 }, { "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": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2522.06, "financial_exposure_usd": 3905.85, "recoverable_pct": 0.831 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109603", "label": "benign", "label_confidence": 0.482, "severity": "high", "timestamp": "2026-01-07T16:03:00Z", "trace_id": "649b7012-0582-12ad-0664-0f52169b16dd" }
{ "account_age_days": 1767, "account_id": "ACCT-BD873967CF4E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.524 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 208, "timestamp": "2026-01-07T16:03:00Z", "transaction_amount_usd": 14092.42 }, { "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": 0.759, "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": 623.71, "financial_exposure_usd": 1147.39, "recoverable_pct": 0.649 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108871", "label": "benign", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-07T03:51:00Z", "trace_id": "8349dac8-3991-5bff-6619-97c2c2b16b3c" }
{ "account_age_days": 839, "account_id": "ACCT-208102D023B6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.544 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 166, "timestamp": "2026-01-07T03:51:00Z", "transaction_amount_usd": 11114.19 }, { "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": 0.615, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2547.78, "financial_exposure_usd": 3717.08, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105508", "label": "fraudulent", "label_confidence": 0.885, "severity": "high", "timestamp": "2026-01-04T19:48:00Z", "trace_id": "ea1b2b20-3121-c57b-8655-2786035e46a6" }
{ "account_age_days": 1921, "account_id": "ACCT-5E2018DF5541", "baseline_risk_score": 0.397, "kyc_tier": "tier_2", "session_entropy": 0.243 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1040, "timestamp": "2026-01-04T19:48:00Z", "transaction_amount_usd": 2240668.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.582, "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": 3468102.76, "financial_exposure_usd": 3977522.61, "recoverable_pct": 0.956 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106314", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-05T09:14:00Z", "trace_id": "7e863843-3bfd-0896-625d-2064192eebde" }
{ "account_age_days": 189, "account_id": "ACCT-F7FBFBE4411E", "baseline_risk_score": 0.173, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 515, "timestamp": "2026-01-05T09:14:00Z", "transaction_amount_usd": 2639479.89 }, { "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": 0.884, "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": 1400482.29, "financial_exposure_usd": 3143750.47, "recoverable_pct": 0.87 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105979", "label": "fraudulent", "label_confidence": 0.623, "severity": "medium", "timestamp": "2026-01-05T03:39:00Z", "trace_id": "374d8079-d041-25ad-a820-afc06be913ca" }
{ "account_age_days": 1613, "account_id": "ACCT-AE649738E655", "baseline_risk_score": 0.147, "kyc_tier": "tier_1", "session_entropy": 0.548 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 598, "timestamp": "2026-01-05T03:39:00Z", "transaction_amount_usd": 2451036.08 }, { "asset": "GBP", "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": 0.483, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2208525.33, "financial_exposure_usd": 5511145.52, "recoverable_pct": 0.9 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107820", "label": "benign", "label_confidence": 0.505, "severity": "medium", "timestamp": "2026-01-06T10:20:00Z", "trace_id": "5aa2d977-8b37-ea77-1f14-a512cb52b219" }
{ "account_age_days": 1367, "account_id": "ACCT-A98E7C4D2B32", "baseline_risk_score": 0.102, "kyc_tier": "tier_2", "session_entropy": 0.913 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 488, "timestamp": "2026-01-06T10:20:00Z", "transaction_amount_usd": 8121.36 }, { "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": 0.609, "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": 2947.11, "financial_exposure_usd": 6906.35, "recoverable_pct": 0.415 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108991", "label": "benign", "label_confidence": 0.648, "severity": "high", "timestamp": "2026-01-07T05:51:00Z", "trace_id": "0fcabf8b-0ddc-8f5b-77c1-f34db6346f3b" }
{ "account_age_days": 863, "account_id": "ACCT-59406796471B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 358, "timestamp": "2026-01-06T20:04:00Z", "transaction_amount_usd": 18.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.763, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2160.44, "financial_exposure_usd": 2260.45, "recoverable_pct": 0.621 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106702", "label": "benign", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-05T15:42:00Z", "trace_id": "d2a0155b-dbc8-4973-96cf-3e35bfd76512" }
{ "account_age_days": 1346, "account_id": "ACCT-FA17A4D667D0", "baseline_risk_score": 0.07, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 318, "timestamp": "2026-01-05T15:42:00Z", "transaction_amount_usd": 2741.68 }, { "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": 0.614, "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": 2635.84, "financial_exposure_usd": 4025.46, "recoverable_pct": 0.429 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101317", "label": "fraudulent", "label_confidence": 0.978, "severity": "high", "timestamp": "2026-01-01T21:57:00Z", "trace_id": "89fc1310-9e34-daf9-128a-743da012dcc2" }
{ "account_age_days": 1324, "account_id": "ACCT-ED79E7C76AAE", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.662 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1176, "timestamp": "2026-01-01T21:57:00Z", "transaction_amount_usd": 93164.28 }, { "asset": "SOL", "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": 0.704, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "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": 849888.4, "financial_exposure_usd": 906665.05, "recoverable_pct": 0.347 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108012", "label": "benign", "label_confidence": 0.564, "severity": "medium", "timestamp": "2026-01-06T13:32:00Z", "trace_id": "278299cb-d1c0-57bd-3314-d0367a247167" }
{ "account_age_days": 660, "account_id": "ACCT-8753428A707E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.539 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1009, "timestamp": "2026-01-06T13:32:00Z", "transaction_amount_usd": 3273.91 }, { "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": 0.557, "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": 5485.09, "financial_exposure_usd": 9016.58, "recoverable_pct": 0.545 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100865", "label": "fraudulent", "label_confidence": 0.862, "severity": "critical", "timestamp": "2026-01-01T14:25:00Z", "trace_id": "098acba1-f76c-3b2e-96fe-bf1df8624c2b" }
{ "account_age_days": 1058, "account_id": "ACCT-D7EA6028E56C", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 228, "timestamp": "2026-01-01T10:57:00Z", "transaction_amount_usd": 8.16 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.361, "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": 660978.42, "financial_exposure_usd": 670196.56, "recoverable_pct": 0.837 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105295", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-04T16:15:00Z", "trace_id": "1f99f64f-3498-82b8-8db5-0910a7665861" }
{ "account_age_days": 566, "account_id": "ACCT-BB18DCD54F3A", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.776 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 597, "timestamp": "2026-01-04T16:15:00Z", "transaction_amount_usd": 221063.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.948, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2807240.49, "financial_exposure_usd": 3976464.38, "recoverable_pct": 0.604 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108722", "label": "benign", "label_confidence": 0.558, "severity": "medium", "timestamp": "2026-01-07T01:22:00Z", "trace_id": "c3359d46-1174-ff9e-1049-6f1f84d322c6" }
{ "account_age_days": 1100, "account_id": "ACCT-BB4D171BA4C1", "baseline_risk_score": 0.184, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 246, "timestamp": "2026-01-07T01:22:00Z", "transaction_amount_usd": 1615.4 }, { "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": 0.575, "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": 5960.39, "financial_exposure_usd": 8207.97, "recoverable_pct": 0.641 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103086", "label": "fraudulent", "label_confidence": 0.91, "severity": "critical", "timestamp": "2026-01-03T03:26:00Z", "trace_id": "7e01225d-ac78-4c38-5661-2ec2745992fc" }
{ "account_age_days": 1652, "account_id": "ACCT-599CB9A1942E", "baseline_risk_score": 0.356, "kyc_tier": "tier_1", "session_entropy": 0.101 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 157, "timestamp": "2026-01-02T19:24:00Z", "transaction_amount_usd": 5.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.357, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 768030.11, "financial_exposure_usd": 1013986.57, "recoverable_pct": 0.562 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108277", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-06T17:57:00Z", "trace_id": "f04b15ab-c4da-d75f-0748-83f2fcfd4a08" }
{ "account_age_days": 1783, "account_id": "ACCT-CE4E95D215FA", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 98, "timestamp": "2026-01-06T17:57:00Z", "transaction_amount_usd": 1105.04 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2317.99, "financial_exposure_usd": 3881.35, "recoverable_pct": 0.689 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101940", "label": "fraudulent", "label_confidence": 0.896, "severity": "low", "timestamp": "2026-01-02T08:20:00Z", "trace_id": "4782d4f4-82a7-f23d-0838-f55341f6ddd0" }
{ "account_age_days": 538, "account_id": "ACCT-0BBEC01042ED", "baseline_risk_score": 0.389, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 476, "timestamp": "2026-01-02T08:20:00Z", "transaction_amount_usd": 2491.55 }, { "asset": "GBP", "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": 0.84, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 676627.67, "financial_exposure_usd": 859594.19, "recoverable_pct": 0.475 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109703", "label": "benign", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-07T17:43:00Z", "trace_id": "be57c824-7581-0844-b6fd-449abf131aa7" }
{ "account_age_days": 492, "account_id": "ACCT-9CEDC4F87551", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 221, "timestamp": "2026-01-07T07:19:00Z", "transaction_amount_usd": 9.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.599, "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": 2952.44, "financial_exposure_usd": 7243.18, "recoverable_pct": 0.599 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102243", "label": "fraudulent", "label_confidence": 0.847, "severity": "critical", "timestamp": "2026-01-02T13:23:00Z", "trace_id": "4576b8bf-91c8-4011-5ba2-6db058254136" }
{ "account_age_days": 632, "account_id": "ACCT-820915D25DCE", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.442 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 688, "timestamp": "2026-01-02T13:23:00Z", "transaction_amount_usd": 6795.73 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.824, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 398722.89, "financial_exposure_usd": 593589.63, "recoverable_pct": 0.606 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107970", "label": "benign", "label_confidence": 0.74, "severity": "low", "timestamp": "2026-01-06T12:50:00Z", "trace_id": "380db787-9298-3c83-c12c-c823cdfbb7bd" }
{ "account_age_days": 761, "account_id": "ACCT-6D24C07C7B01", "baseline_risk_score": 0.129, "kyc_tier": "tier_1", "session_entropy": 0.299 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 487, "timestamp": "2026-01-06T12:50:00Z", "transaction_amount_usd": 6474.77 }, { "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": 0.772, "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": 6119.02, "financial_exposure_usd": 7781.91, "recoverable_pct": 0.463 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109847", "label": "benign", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-07T20:07:00Z", "trace_id": "76d7529d-e0a5-bfac-fad7-42ddf88eecb9" }
{ "account_age_days": 289, "account_id": "ACCT-7B2527814038", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 357, "timestamp": "2026-01-07T11:38:00Z", "transaction_amount_usd": 8.58 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.761, "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": 3292.12, "financial_exposure_usd": 3615.71, "recoverable_pct": 0.837 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103240", "label": "fraudulent", "label_confidence": 0.815, "severity": "medium", "timestamp": "2026-01-03T06:00:00Z", "trace_id": "d44ae725-3948-b0b3-9247-8e7c05719699" }
{ "account_age_days": 1834, "account_id": "ACCT-D7F2BF059AEE", "baseline_risk_score": 0.578, "kyc_tier": "tier_1", "session_entropy": 0.375 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 880, "timestamp": "2026-01-03T06:00:00Z", "transaction_amount_usd": 45677.54 }, { "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": 0.949, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 998659.6, "financial_exposure_usd": 1101389.32, "recoverable_pct": 0.04 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105991", "label": "fraudulent", "label_confidence": 0.868, "severity": "critical", "timestamp": "2026-01-05T03:51:00Z", "trace_id": "3c380841-53f9-47b6-7c18-473ca2705780" }
{ "account_age_days": 1864, "account_id": "ACCT-4BBFD2B5D15F", "baseline_risk_score": 0.059, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 504, "timestamp": "2026-01-05T03:51:00Z", "transaction_amount_usd": 2598342.48 }, { "asset": "USDC", "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": 0.501, "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": 3183754.19, "financial_exposure_usd": 4088306.13, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109163", "label": "benign", "label_confidence": 0.648, "severity": "low", "timestamp": "2026-01-07T08:43:00Z", "trace_id": "40fd1d50-0043-ed4a-5608-d117a10de915" }
{ "account_age_days": 433, "account_id": "ACCT-8D17DD40185F", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 233, "timestamp": "2026-01-07T06:34:00Z", "transaction_amount_usd": 3.42 }, { "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": 0.64, "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 pr...
{ "customer_funds_at_risk_usd": 439.31, "financial_exposure_usd": 1076.33, "recoverable_pct": 0.943 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105270", "label": "fraudulent", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-04T15:50:00Z", "trace_id": "9b6e83f8-be06-2fff-5654-1f4c6d11ab8c" }
{ "account_age_days": 1958, "account_id": "ACCT-3B043EEEBC83", "baseline_risk_score": 0.395, "kyc_tier": "tier_1", "session_entropy": 0.497 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 94, "timestamp": "2026-01-04T09:32:00Z", "transaction_amount_usd": 20.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.664, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3640181.37, "financial_exposure_usd": 5311802.55, "recoverable_pct": 0.4 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103111", "label": "fraudulent", "label_confidence": 0.892, "severity": "high", "timestamp": "2026-01-03T03:51:00Z", "trace_id": "d5e8c055-73d8-f39d-6ab8-562170f9da70" }
{ "account_age_days": 67, "account_id": "ACCT-9830F30105A8", "baseline_risk_score": 0.644, "kyc_tier": "tier_2", "session_entropy": 0.863 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 114, "timestamp": "2026-01-02T17:15:00Z", "transaction_amount_usd": 8.58 }, { "asset": "USDC", "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": 0.903, "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": 345206.89, "financial_exposure_usd": 370458.1, "recoverable_pct": 0.753 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100008", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-01T00:08:00Z", "trace_id": "d72b6108-2a40-5f12-b963-f37f67814c1f" }
{ "account_age_days": 1467, "account_id": "ACCT-60141DE9F54A", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 135, "timestamp": "2026-01-01T00:08:00Z", "transaction_amount_usd": 117696.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.705, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 239440.81, "financial_exposure_usd": 519235.82, "recoverable_pct": 0.657 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105621", "label": "fraudulent", "label_confidence": 0.902, "severity": "low", "timestamp": "2026-01-04T21:41:00Z", "trace_id": "aaade391-f4e0-3306-5b4b-11bb490e4c38" }
{ "account_age_days": 1284, "account_id": "ACCT-AD84691762D2", "baseline_risk_score": 0.33, "kyc_tier": "tier_2", "session_entropy": 0.646 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 592, "timestamp": "2026-01-04T21:41:00Z", "transaction_amount_usd": 1934851.66 }, { "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": 0.518, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2324233.67, "financial_exposure_usd": 3958677.07, "recoverable_pct": 0.564 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106417", "label": "fraudulent", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-05T10:57:00Z", "trace_id": "efd11970-78f5-a794-8c9a-ee0e1989025b" }
{ "account_age_days": 1355, "account_id": "ACCT-8D988CBF8FEF", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.557 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 187, "timestamp": "2026-01-05T01:42:00Z", "transaction_amount_usd": 17.02 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3274533.04, "financial_exposure_usd": 7575385.1, "recoverable_pct": 0.732 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105881", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-05T02:01:00Z", "trace_id": "2863fe9a-fc77-f178-08d4-731abc3cf479" }
{ "account_age_days": 1437, "account_id": "ACCT-7C364F22B0BA", "baseline_risk_score": 0.284, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 868, "timestamp": "2026-01-05T02:01:00Z", "transaction_amount_usd": 2458911.75 }, { "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": 0.689, "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": 3574411.03, "financial_exposure_usd": 3632517.31, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101120", "label": "fraudulent", "label_confidence": 0.76, "severity": "medium", "timestamp": "2026-01-01T18:40:00Z", "trace_id": "b35f0786-0460-3c24-e183-5b7a68a52c22" }
{ "account_age_days": 1305, "account_id": "ACCT-F79FBD79F98E", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 118, "timestamp": "2026-01-01T18:40:00Z", "transaction_amount_usd": 58434.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.688, "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": 670043.71, "financial_exposure_usd": 732907.63, "recoverable_pct": 0.086 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105129", "label": "fraudulent", "label_confidence": 0.688, "severity": "high", "timestamp": "2026-01-04T13:29:00Z", "trace_id": "e0d9e00f-8314-f303-835b-abfef952c9a8" }
{ "account_age_days": 1491, "account_id": "ACCT-68814AE7A922", "baseline_risk_score": 0.232, "kyc_tier": "tier_3", "session_entropy": 0.186 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 719, "timestamp": "2026-01-04T13:29:00Z", "transaction_amount_usd": 156410.95 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.593, "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": 3458417.05, "financial_exposure_usd": 3834817.09, "recoverable_pct": 0.741 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106700", "label": "benign", "label_confidence": 0.553, "severity": "medium", "timestamp": "2026-01-05T15:40:00Z", "trace_id": "e6e5da48-6955-7b2e-a88b-0d814dcfecf3" }
{ "account_age_days": 1664, "account_id": "ACCT-1F82AD89A73D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.797 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 579, "timestamp": "2026-01-05T15:40:00Z", "transaction_amount_usd": 9458.57 }, { "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": 0.628, "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": 3702.62, "financial_exposure_usd": 5788.2, "recoverable_pct": 0.852 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108484", "label": "benign", "label_confidence": 0.728, "severity": "low", "timestamp": "2026-01-06T21:24:00Z", "trace_id": "f94a3916-9312-260d-74ee-167bb56bf2f6" }
{ "account_age_days": 965, "account_id": "ACCT-AF6FB08AC2BB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.593 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 192, "timestamp": "2026-01-06T15:47:00Z", "transaction_amount_usd": 23.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.593, "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": 1895.42, "financial_exposure_usd": 3702.48, "recoverable_pct": 0.954 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101913", "label": "fraudulent", "label_confidence": 0.8, "severity": "medium", "timestamp": "2026-01-02T07:53:00Z", "trace_id": "49e760df-a8cc-1700-519c-63802d1ae488" }
{ "account_age_days": 1504, "account_id": "ACCT-5F0F6E44558C", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.736 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 298, "timestamp": "2026-01-02T07:53:00Z", "transaction_amount_usd": 42466.99 }, { "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": 0.904, "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": 617729.23, "financial_exposure_usd": 776018.53, "recoverable_pct": 0.039 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109122", "label": "benign", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-07T08:02:00Z", "trace_id": "5e1e3bda-cad9-0530-25dc-d53ea2ee2467" }
{ "account_age_days": 1248, "account_id": "ACCT-BD0B2365F7C6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.792 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 356, "timestamp": "2026-01-06T20:37:00Z", "transaction_amount_usd": 9.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.586, "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": 1369.88, "financial_exposure_usd": 1667.21, "recoverable_pct": 0.689 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109947", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-07T21:47:00Z", "trace_id": "9908d723-0c7e-5179-1d14-7ad6292b1c5a" }
{ "account_age_days": 145, "account_id": "ACCT-106E1DC340AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.573 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 890, "timestamp": "2026-01-07T21:47:00Z", "transaction_amount_usd": 14244.8 }, { "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": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2847.78, "financial_exposure_usd": 4609.31, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101293", "label": "fraudulent", "label_confidence": 0.95, "severity": "medium", "timestamp": "2026-01-01T21:33:00Z", "trace_id": "493c34c2-9773-b290-7b85-71fe161fbd91" }
{ "account_age_days": 1750, "account_id": "ACCT-B4AE37AB6860", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 238, "timestamp": "2026-01-01T13:37:00Z", "transaction_amount_usd": 16.5 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.457, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1240949.4, "financial_exposure_usd": 1551314.12, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108234", "label": "benign", "label_confidence": 0.697, "severity": "critical", "timestamp": "2026-01-06T17:14:00Z", "trace_id": "395ae796-98e6-d450-93bb-92214921ac51" }
{ "account_age_days": 1083, "account_id": "ACCT-F172A0B1A097", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.578 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1136, "timestamp": "2026-01-06T17:14:00Z", "transaction_amount_usd": 14919.49 }, { "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": 0.535, "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": 2109.54, "financial_exposure_usd": 3249.41, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107142", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-05T23:02:00Z", "trace_id": "a7236b57-262f-1e27-51be-9e43ea80ee7c" }
{ "account_age_days": 264, "account_id": "ACCT-644E70D8B8BB", "baseline_risk_score": 0.087, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 297, "timestamp": "2026-01-05T23:02:00Z", "transaction_amount_usd": 7616.27 }, { "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 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": 3807.29, "financial_exposure_usd": 3858.26, "recoverable_pct": 0.997 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105400", "label": "fraudulent", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-04T18:00:00Z", "trace_id": "37893bc1-55f8-1cc4-92f7-32c7a80117f3" }
{ "account_age_days": 346, "account_id": "ACCT-D9BAA1730DA6", "baseline_risk_score": 0.196, "kyc_tier": "tier_1", "session_entropy": 0.327 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 147, "timestamp": "2026-01-04T18:00:00Z", "transaction_amount_usd": 1915631.98 }, { "asset": "BTC", "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": 0.843, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3161458.57, "financial_exposure_usd": 4993143.33, "recoverable_pct": 0.956 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109559", "label": "benign", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-07T15:19:00Z", "trace_id": "2a40175f-3f9a-c07e-8957-d73a58d36868" }
{ "account_age_days": 384, "account_id": "ACCT-AF9EB3A0F060", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.806 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 206, "timestamp": "2026-01-07T15:19:00Z", "transaction_amount_usd": 9895.03 }, { "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": 0.555, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 44.13, "financial_exposure_usd": 89.76, "recoverable_pct": 0.408 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100230", "label": "fraudulent", "label_confidence": 0.89, "severity": "critical", "timestamp": "2026-01-01T03:50:00Z", "trace_id": "910aa60d-c063-3a98-ea5d-c3def543c14d" }
{ "account_age_days": 923, "account_id": "ACCT-D5B5984B50AF", "baseline_risk_score": 0.616, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 155, "timestamp": "2025-12-31T23:48:00Z", "transaction_amount_usd": 12.17 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.885, "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": 808203.17, "financial_exposure_usd": 908050.84, "recoverable_pct": 0.568 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108103", "label": "benign", "label_confidence": 0.591, "severity": "low", "timestamp": "2026-01-06T15:03:00Z", "trace_id": "c3789984-1ccb-b6d0-e02a-33b6dbc58796" }
{ "account_age_days": 552, "account_id": "ACCT-78CC98714C13", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 149, "timestamp": "2026-01-06T05:04:00Z", "transaction_amount_usd": 22.19 }, { "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": 0.6, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tra...
{ "customer_funds_at_risk_usd": 1916.11, "financial_exposure_usd": 1966.14, "recoverable_pct": 0.536 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101473", "label": "fraudulent", "label_confidence": 0.936, "severity": "critical", "timestamp": "2026-01-02T00:33:00Z", "trace_id": "979189e8-b0c2-49d7-5a1c-cc4967cb0988" }
{ "account_age_days": 921, "account_id": "ACCT-3B80D8F34F30", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.567 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 221, "timestamp": "2026-01-02T00:33:00Z", "transaction_amount_usd": 57693.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.521, "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": 284679.93, "financial_exposure_usd": 573377.56, "recoverable_pct": 0.242 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104992", "label": "fraudulent", "label_confidence": 0.832, "severity": "low", "timestamp": "2026-01-04T11:12:00Z", "trace_id": "82b485ae-1c96-fa9b-1a27-2a20c64a06b3" }
{ "account_age_days": 1282, "account_id": "ACCT-1F788F85A47D", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 819, "timestamp": "2026-01-04T11:12:00Z", "transaction_amount_usd": 866480.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.421, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 883905.27, "financial_exposure_usd": 2084940.91, "recoverable_pct": 0.665 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104334", "label": "fraudulent", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-04T00:14:00Z", "trace_id": "096f5e77-8ff7-001c-3fc8-481a32d27beb" }
{ "account_age_days": 170, "account_id": "ACCT-C9D60C40D280", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.837 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 775, "timestamp": "2026-01-04T00:14:00Z", "transaction_amount_usd": 1756757.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.553, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 619572.59, "financial_exposure_usd": 891347.18, "recoverable_pct": 0.896 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100517", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-01T08:37:00Z", "trace_id": "55968559-c8bc-2c98-8740-04dabff7e290" }
{ "account_age_days": 1843, "account_id": "ACCT-9F558BB0DFB2", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.244 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 150, "timestamp": "2026-01-01T08:37:00Z", "transaction_amount_usd": 40044.66 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 662274.83, "financial_exposure_usd": 1453885.13, "recoverable_pct": 0.546 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107153", "label": "benign", "label_confidence": 0.623, "severity": "medium", "timestamp": "2026-01-05T23:13:00Z", "trace_id": "74a17ddc-17c2-5922-e996-dc070e992633" }
{ "account_age_days": 135, "account_id": "ACCT-2EC9AE1EC320", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.335 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 293, "timestamp": "2026-01-05T23:13:00Z", "transaction_amount_usd": 10276.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 851.81, "financial_exposure_usd": 974.84, "recoverable_pct": 0.469 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102689", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-02T20:49:00Z", "trace_id": "a179edd3-553b-205b-8a57-a5d97f2f2566" }
{ "account_age_days": 1092, "account_id": "ACCT-7D10D519D297", "baseline_risk_score": 0.37, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 132, "timestamp": "2026-01-02T12:30:00Z", "transaction_amount_usd": 21.01 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.609, "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": 1183842.72, "financial_exposure_usd": 1583160.85, "recoverable_pct": 0.304 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100121", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-01T02:01:00Z", "trace_id": "5804550b-6c0c-32f9-0dfa-be46dbd3e865" }
{ "account_age_days": 47, "account_id": "ACCT-3EF7839F8DF4", "baseline_risk_score": 0.604, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1054, "timestamp": "2026-01-01T02:01:00Z", "transaction_amount_usd": 77046.3 }, { "asset": "EUR", "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": 0.896, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1022127.75, "financial_exposure_usd": 1137128.46, "recoverable_pct": 0.117 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105533", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-04T20:13:00Z", "trace_id": "6ba75004-6757-d9cd-bcd7-e03873b9fdd2" }
{ "account_age_days": 85, "account_id": "ACCT-8AA8E34DA8C6", "baseline_risk_score": 0.32, "kyc_tier": "tier_2", "session_entropy": 0.54 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 352, "timestamp": "2026-01-04T13:24:00Z", "transaction_amount_usd": 18.84 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.774, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2124347.33, "financial_exposure_usd": 4588703.25, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100296", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-01T04:56:00Z", "trace_id": "c03b3a8e-58ed-7798-9c26-6a1b9c137f71" }
{ "account_age_days": 963, "account_id": "ACCT-277230DE70D2", "baseline_risk_score": 0.506, "kyc_tier": "tier_3", "session_entropy": 0.77 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 120, "timestamp": "2025-12-31T22:35:00Z", "transaction_amount_usd": 9.25 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.554, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 618514.07, "financial_exposure_usd": 1217721.83, "recoverable_pct": 0.269 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107359", "label": "benign", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-06T02:39:00Z", "trace_id": "613fb5c1-6e44-7050-83c7-7da118cfa21b" }
{ "account_age_days": 50, "account_id": "ACCT-F6DAE8B886D8", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 257, "timestamp": "2026-01-05T23:04:00Z", "transaction_amount_usd": 2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_c...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.584, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2682.18, "financial_exposure_usd": 4007.6, "recoverable_pct": 0.591 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104959", "label": "fraudulent", "label_confidence": 0.681, "severity": "critical", "timestamp": "2026-01-04T10:39:00Z", "trace_id": "056598a3-8e2d-4027-3381-006c5062640a" }
{ "account_age_days": 493, "account_id": "ACCT-4C9D2E9691E3", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 877, "timestamp": "2026-01-04T10:39:00Z", "transaction_amount_usd": 2885321.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.859, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3022169.43, "financial_exposure_usd": 6579410.66, "recoverable_pct": 0.732 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103216", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-03T05:36:00Z", "trace_id": "28b3e484-2c69-bae9-746d-be4dee2c1265" }
{ "account_age_days": 47, "account_id": "ACCT-2068AE17E8F6", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.187 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 884, "timestamp": "2026-01-03T05:36:00Z", "transaction_amount_usd": 118085.28 }, { "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": 0.372, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 294137.33, "financial_exposure_usd": 639487.75, "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-106836", "label": "benign", "label_confidence": 0.586, "severity": "low", "timestamp": "2026-01-05T17:56:00Z", "trace_id": "a2322e6c-7681-ee78-9356-4a8a967d990f" }
{ "account_age_days": 779, "account_id": "ACCT-E25D7F73626F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.346 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 125, "timestamp": "2026-01-05T13:42:00Z", "transaction_amount_usd": 8.87 }, { "asset": "USDC", "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": 0.483, "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": 1541.47, "financial_exposure_usd": 1717.18, "recoverable_pct": 0.852 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108834", "label": "benign", "label_confidence": 0.483, "severity": "high", "timestamp": "2026-01-07T03:14:00Z", "trace_id": "57f52616-d09f-51e1-b2c3-8b72e40e36a2" }
{ "account_age_days": 1250, "account_id": "ACCT-2DDA7D36E95B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.879 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1018, "timestamp": "2026-01-07T03:14:00Z", "transaction_amount_usd": 12370.29 }, { "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": 0.759, "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": 3391.92, "financial_exposure_usd": 7420.11, "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-102383", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-02T15:43:00Z", "trace_id": "6ca6b433-6660-1f8c-292d-8eb7dd79011a" }
{ "account_age_days": 1593, "account_id": "ACCT-F97E1807DCF0", "baseline_risk_score": 0.572, "kyc_tier": "tier_1", "session_entropy": 0.561 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 762, "timestamp": "2026-01-02T15:43:00Z", "transaction_amount_usd": 73936.99 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.811, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 599062.83, "financial_exposure_usd": 777734.46, "recoverable_pct": 0.148 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104319", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-03T23:59:00Z", "trace_id": "fa50c72c-91fe-c50a-3bc9-2c7d4762bc33" }
{ "account_age_days": 594, "account_id": "ACCT-38A6CE24F9C6", "baseline_risk_score": 0.339, "kyc_tier": "tier_2", "session_entropy": 0.316 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1084, "timestamp": "2026-01-03T23:59:00Z", "transaction_amount_usd": 488429.83 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.612, "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": 5139721.4, "financial_exposure_usd": 5931023.55, "recoverable_pct": 0.999 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103748", "label": "fraudulent", "label_confidence": 0.738, "severity": "high", "timestamp": "2026-01-03T14:28:00Z", "trace_id": "d0a8b14d-a7b3-11f9-c9af-e5c84cd7e42e" }
{ "account_age_days": 321, "account_id": "ACCT-59603A0A01AB", "baseline_risk_score": 0.364, "kyc_tier": "tier_1", "session_entropy": 0.487 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 578, "timestamp": "2026-01-03T14:28:00Z", "transaction_amount_usd": 2650265.2 }, { "asset": "SOL", "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": 0.732, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1587379.05, "financial_exposure_usd": 2328198.41, "recoverable_pct": 0.716 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101109", "label": "fraudulent", "label_confidence": 0.829, "severity": "medium", "timestamp": "2026-01-01T18:29:00Z", "trace_id": "3631ea1d-b8aa-8b24-715d-de6ac65b438a" }
{ "account_age_days": 1380, "account_id": "ACCT-BA1717E1ECF3", "baseline_risk_score": 0.623, "kyc_tier": "tier_3", "session_entropy": 0.425 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 535, "timestamp": "2026-01-01T18:29:00Z", "transaction_amount_usd": 89729.88 }, { "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": 0.426, "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": 567377.51, "financial_exposure_usd": 931365.31, "recoverable_pct": 0.051 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109157", "label": "benign", "label_confidence": 0.723, "severity": "medium", "timestamp": "2026-01-07T08:37:00Z", "trace_id": "755a0e25-be9b-5dd1-5cdb-a500f5a54ade" }
{ "account_age_days": 1584, "account_id": "ACCT-FF528A493506", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.704 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 858, "timestamp": "2026-01-07T08:37:00Z", "transaction_amount_usd": 4162.22 }, { "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": 0.713, "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": 298.24, "financial_exposure_usd": 518.03, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107126", "label": "benign", "label_confidence": 0.499, "severity": "medium", "timestamp": "2026-01-05T22:46:00Z", "trace_id": "092db693-3bb0-9d68-9db7-58f91887d09f" }
{ "account_age_days": 245, "account_id": "ACCT-948AEB4E827D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.85 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 85, "timestamp": "2026-01-05T22:46:00Z", "transaction_amount_usd": 662.99 }, { "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": 0.487, "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": 2058.72, "financial_exposure_usd": 2797, "recoverable_pct": 0.928 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108381", "label": "benign", "label_confidence": 0.579, "severity": "medium", "timestamp": "2026-01-06T19:41:00Z", "trace_id": "4611e8ae-d7cb-df85-9f10-7d6855f1654e" }
{ "account_age_days": 1138, "account_id": "ACCT-5CC52D5A8F59", "baseline_risk_score": 0.104, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 382, "timestamp": "2026-01-06T19:41:00Z", "transaction_amount_usd": 9078.93 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1258.23, "financial_exposure_usd": 2427.79, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106871", "label": "benign", "label_confidence": 0.56, "severity": "high", "timestamp": "2026-01-05T18:31:00Z", "trace_id": "34eea16a-581f-9b30-1326-157b04bbc58d" }
{ "account_age_days": 1056, "account_id": "ACCT-EEAAB7DAA3BE", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 932, "timestamp": "2026-01-05T18:31:00Z", "transaction_amount_usd": 3840.01 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.769, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1585.21, "financial_exposure_usd": 3328.59, "recoverable_pct": 0.492 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107732", "label": "benign", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-06T08:52:00Z", "trace_id": "fcbddefc-c03b-7119-6296-cc46808ff097" }
{ "account_age_days": 735, "account_id": "ACCT-E7B098B25B74", "baseline_risk_score": 0.101, "kyc_tier": "tier_2", "session_entropy": 0.722 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 990, "timestamp": "2026-01-06T08:52:00Z", "transaction_amount_usd": 12895.81 }, { "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": 0.711, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 619.26, "financial_exposure_usd": 907.3, "recoverable_pct": 0.985 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100767", "label": "fraudulent", "label_confidence": 0.954, "severity": "high", "timestamp": "2026-01-01T12:47:00Z", "trace_id": "e4753071-5e85-c0dc-bf93-ed8db7e0c16f" }
{ "account_age_days": 1836, "account_id": "ACCT-1B8672851BBA", "baseline_risk_score": 0.561, "kyc_tier": "tier_3", "session_entropy": 0.819 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 618, "timestamp": "2026-01-01T12:47:00Z", "transaction_amount_usd": 77564.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.758, "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": 569662.55, "financial_exposure_usd": 645820.14, "recoverable_pct": 0.351 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101503", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-02T01:03:00Z", "trace_id": "3d70e409-34ea-4fe7-b93c-2b9b1874779b" }
{ "account_age_days": 1878, "account_id": "ACCT-CEEA9636D201", "baseline_risk_score": 0.415, "kyc_tier": "tier_3", "session_entropy": 0.522 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 197, "timestamp": "2026-01-02T01:03:00Z", "transaction_amount_usd": 44225.63 }, { "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": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 289410.96, "financial_exposure_usd": 706711.53, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109733", "label": "benign", "label_confidence": 0.491, "severity": "low", "timestamp": "2026-01-07T18:13:00Z", "trace_id": "12d76c86-e35e-d29b-b4b6-792980021127" }
{ "account_age_days": 636, "account_id": "ACCT-DA0ADB25B4C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.724 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 336, "timestamp": "2026-01-07T10:38:00Z", "transaction_amount_usd": 22.49 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.595, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 2973.09, "financial_exposure_usd": 3240.96, "recoverable_pct": 0.861 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108274", "label": "benign", "label_confidence": 0.595, "severity": "low", "timestamp": "2026-01-06T17:54:00Z", "trace_id": "17ac0291-f799-7eb3-1ec7-59f5c1ed87e0" }
{ "account_age_days": 189, "account_id": "ACCT-B2C4A1483EB1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.12 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 916, "timestamp": "2026-01-06T17:54:00Z", "transaction_amount_usd": 2019.83 }, { "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": 0.715, "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": 1665.28, "financial_exposure_usd": 1747.49, "recoverable_pct": 0.729 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103533", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-03T10:53:00Z", "trace_id": "1c83a2b3-f90d-bc9e-e7e7-eb7c32a21949" }
{ "account_age_days": 222, "account_id": "ACCT-91DC8E5E93CA", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.286 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 341, "timestamp": "2026-01-03T10:53:00Z", "transaction_amount_usd": 95816.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.829, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5042341.06, "financial_exposure_usd": 7896968.15, "recoverable_pct": 0.748 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100200", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-01T03:20:00Z", "trace_id": "73bd980f-a96b-c761-3717-9e4565706108" }
{ "account_age_days": 195, "account_id": "ACCT-56F7E6BB14E1", "baseline_risk_score": 0.33, "kyc_tier": "tier_3", "session_entropy": 0.484 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1120, "timestamp": "2026-01-01T03:20:00Z", "transaction_amount_usd": 81122.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.362, "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": 568443.48, "financial_exposure_usd": 574646.17, "recoverable_pct": 0.05 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103673", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-03T13:13:00Z", "trace_id": "5de74eae-8149-acdf-7ef9-707c90b8f53f" }
{ "account_age_days": 1728, "account_id": "ACCT-F91057776CF3", "baseline_risk_score": 0.401, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 670, "timestamp": "2026-01-03T13:13:00Z", "transaction_amount_usd": 1040137.6 }, { "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": 0.655, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1979458.37, "financial_exposure_usd": 2656563.43, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105437", "label": "fraudulent", "label_confidence": 0.867, "severity": "high", "timestamp": "2026-01-04T18:37:00Z", "trace_id": "b2421416-02b7-1a57-55ed-500261cbc74c" }
{ "account_age_days": 581, "account_id": "ACCT-7AB4F9356001", "baseline_risk_score": 0.183, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 673, "timestamp": "2026-01-04T18:37:00Z", "transaction_amount_usd": 1479248.35 }, { "asset": "EUR", "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": 0.589, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2677182.22, "financial_exposure_usd": 3005968.5, "recoverable_pct": 0.712 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104224", "label": "fraudulent", "label_confidence": 0.934, "severity": "critical", "timestamp": "2026-01-03T22:24:00Z", "trace_id": "2c6fff18-52d6-882e-bf39-c30c8ac1fff0" }
{ "account_age_days": 1774, "account_id": "ACCT-EAC8D2299355", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.559 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 598, "timestamp": "2026-01-03T22:24:00Z", "transaction_amount_usd": 2807490.13 }, { "asset": "USDC", "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": 0.689, "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": 4195506.86, "financial_exposure_usd": 5196665.55, "recoverable_pct": 0.835 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105103", "label": "fraudulent", "label_confidence": 0.651, "severity": "high", "timestamp": "2026-01-04T13:03:00Z", "trace_id": "1055ea57-7a6b-27a7-3521-e55038d565ff" }
{ "account_age_days": 664, "account_id": "ACCT-83878E25EB36", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.28 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 219, "timestamp": "2026-01-04T02:24:00Z", "transaction_amount_usd": 3.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.474, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1455140.75, "financial_exposure_usd": 2613735.87, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106065", "label": "fraudulent", "label_confidence": 0.869, "severity": "high", "timestamp": "2026-01-05T05:05:00Z", "trace_id": "7eff7a8c-6058-da0a-3fa5-3b73639bfa70" }
{ "account_age_days": 671, "account_id": "ACCT-A6C5576A0189", "baseline_risk_score": 0.24, "kyc_tier": "tier_2", "session_entropy": 0.243 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1085, "timestamp": "2026-01-05T05:05:00Z", "transaction_amount_usd": 222061.51 }, { "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": 0.779, "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": 1911171.23, "financial_exposure_usd": 3044588.54, "recoverable_pct": 0.829 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108095", "label": "benign", "label_confidence": 0.576, "severity": "low", "timestamp": "2026-01-06T14:55:00Z", "trace_id": "dacb9ad1-7bb0-47a0-4327-49145aac41f9" }
{ "account_age_days": 1880, "account_id": "ACCT-33B91446827C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.892 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 126, "timestamp": "2026-01-06T14:55:00Z", "transaction_amount_usd": 14643.21 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.779, "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": 1113.56, "financial_exposure_usd": 2322.3, "recoverable_pct": 0.411 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109961", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-07T22:01:00Z", "trace_id": "c1ed5440-45da-5cba-5a7f-21c3dffa408c" }
{ "account_age_days": 44, "account_id": "ACCT-BF3BB5A5F26B", "baseline_risk_score": 0.153, "kyc_tier": "tier_3", "session_entropy": 0.371 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 160, "timestamp": "2026-01-07T22:01:00Z", "transaction_amount_usd": 3449.45 }, { "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": 0.682, "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": 6032.01, "financial_exposure_usd": 6360.17, "recoverable_pct": 0.95 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }