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-106712", "label": "benign", "label_confidence": 0.628, "severity": "low", "timestamp": "2026-01-05T15:52:00Z", "trace_id": "d26b01dd-a442-e463-3306-41dda92276f8" }
{ "account_age_days": 1581, "account_id": "ACCT-CC8F2F9B15E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 106, "timestamp": "2026-01-05T11:40:00Z", "transaction_amount_usd": 16.5 }, { "asset": "GBP", "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": 0.501, "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": 635.91, "financial_exposure_usd": 1458.32, "recoverable_pct": 0.634 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102717", "label": "fraudulent", "label_confidence": 0.938, "severity": "critical", "timestamp": "2026-01-02T21:17:00Z", "trace_id": "3ba71112-2e30-e80f-4859-3f273afe251c" }
{ "account_age_days": 337, "account_id": "ACCT-CD4392FA0C7F", "baseline_risk_score": 0.397, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 593, "timestamp": "2026-01-02T21:17:00Z", "transaction_amount_usd": 76496.08 }, { "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": 0.778, "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": 744002.72, "financial_exposure_usd": 852458.07, "recoverable_pct": 0.164 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108042", "label": "benign", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-06T14:02:00Z", "trace_id": "dfac03b1-6994-6062-0e75-9351b52cdee8" }
{ "account_age_days": 1165, "account_id": "ACCT-BA0508EF1BBD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.692 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 240, "timestamp": "2026-01-06T10:43:00Z", "transaction_amount_usd": 10.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.553, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 524.56, "financial_exposure_usd": 1001.31, "recoverable_pct": 0.433 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102209", "label": "fraudulent", "label_confidence": 0.774, "severity": "critical", "timestamp": "2026-01-02T12:49:00Z", "trace_id": "501c2d85-4874-cbc6-9982-dbe4deeceaf0" }
{ "account_age_days": 40, "account_id": "ACCT-3D29B9743B82", "baseline_risk_score": 0.42, "kyc_tier": "tier_1", "session_entropy": 0.593 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 590, "timestamp": "2026-01-02T12:49:00Z", "transaction_amount_usd": 117703.92 }, { "asset": "USD", "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": 0.806, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 481430.59, "financial_exposure_usd": 1149926.45, "recoverable_pct": 0.064 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109443", "label": "benign", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-07T13:23:00Z", "trace_id": "61551446-0c6a-3ee7-01d6-5dd0ca15fa4e" }
{ "account_age_days": 1888, "account_id": "ACCT-2BBBDE085D27", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.401 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 95, "timestamp": "2026-01-07T13:23:00Z", "transaction_amount_usd": 8513.86 }, { "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": 0.694, "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": 598.02, "financial_exposure_usd": 1396.1, "recoverable_pct": 0.671 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104703", "label": "fraudulent", "label_confidence": 0.772, "severity": "high", "timestamp": "2026-01-04T06:23:00Z", "trace_id": "2b8bf4a3-5e8b-e3a3-a3a2-9344177387cd" }
{ "account_age_days": 294, "account_id": "ACCT-92E16CA7B15D", "baseline_risk_score": 0.169, "kyc_tier": "tier_2", "session_entropy": 0.436 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 84, "timestamp": "2026-01-03T20:42:00Z", "transaction_amount_usd": 14.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3350018.38, "financial_exposure_usd": 5433456.34, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107872", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-06T11:12:00Z", "trace_id": "1a2b8b7f-1fb5-39fb-6bf5-54b1aebc3186" }
{ "account_age_days": 1930, "account_id": "ACCT-AC31C5B8BE2F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.735 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 186, "timestamp": "2026-01-06T09:06:00Z", "transaction_amount_usd": 13.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.619, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4140.16, "financial_exposure_usd": 5360.22, "recoverable_pct": 0.49 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109852", "label": "benign", "label_confidence": 0.479, "severity": "medium", "timestamp": "2026-01-07T20:12:00Z", "trace_id": "9b78d429-ddaf-1aa1-a757-62f5233c8037" }
{ "account_age_days": 1261, "account_id": "ACCT-66E1162F2B15", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.441 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 440, "timestamp": "2026-01-07T20:12:00Z", "transaction_amount_usd": 8077.56 }, { "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": 0.609, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1450.5, "financial_exposure_usd": 3347.16, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104049", "label": "fraudulent", "label_confidence": 0.932, "severity": "low", "timestamp": "2026-01-03T19:29:00Z", "trace_id": "c25e8f2c-3950-b639-37b4-8aa502ee3d2b" }
{ "account_age_days": 990, "account_id": "ACCT-2CC99F436002", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.308 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 423, "timestamp": "2026-01-03T19:29:00Z", "transaction_amount_usd": 1124818.5 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.884, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3852674.45, "financial_exposure_usd": 4784446.91, "recoverable_pct": 0.772 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106570", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-05T13:30:00Z", "trace_id": "44c121ff-2f45-81ce-9520-306448c0f46e" }
{ "account_age_days": 1792, "account_id": "ACCT-527160720273", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 429, "timestamp": "2026-01-05T13:30:00Z", "transaction_amount_usd": 1132720.26 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.925, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1176704.79, "financial_exposure_usd": 1466314.58, "recoverable_pct": 0.796 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100736", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-01T12:16:00Z", "trace_id": "dd43bb63-58ad-6e95-7f32-8d478d2a09fd" }
{ "account_age_days": 1314, "account_id": "ACCT-A24E7647A468", "baseline_risk_score": 0.435, "kyc_tier": "tier_3", "session_entropy": 0.644 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 218, "timestamp": "2026-01-01T12:16:00Z", "transaction_amount_usd": 3255.87 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.413, "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": 206646.68, "financial_exposure_usd": 296350.63, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109235", "label": "benign", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-07T09:55:00Z", "trace_id": "836fe222-74cd-b16b-0ffb-5b93f28588d5" }
{ "account_age_days": 75, "account_id": "ACCT-1D3C7F3924DB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 672, "timestamp": "2026-01-07T09:55:00Z", "transaction_amount_usd": 5763.37 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.456, "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": 4131.77, "financial_exposure_usd": 4335.9, "recoverable_pct": 0.469 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108885", "label": "benign", "label_confidence": 0.633, "severity": "high", "timestamp": "2026-01-07T04:05:00Z", "trace_id": "130381d5-afce-8b97-ad09-85bd0acac9e0" }
{ "account_age_days": 826, "account_id": "ACCT-C325914DE2C9", "baseline_risk_score": 0.061, "kyc_tier": "tier_3", "session_entropy": 0.814 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 840, "timestamp": "2026-01-07T04:05:00Z", "transaction_amount_usd": 9543.13 }, { "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": 0.525, "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": 6671.19, "financial_exposure_usd": 7690.07, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104296", "label": "fraudulent", "label_confidence": 0.742, "severity": "critical", "timestamp": "2026-01-03T23:36:00Z", "trace_id": "8dab2c3d-72cc-be64-a919-158cb2930cdd" }
{ "account_age_days": 360, "account_id": "ACCT-86F6683D3C55", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.57 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 338, "timestamp": "2026-01-03T15:08:00Z", "transaction_amount_usd": 8.68 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1845935.75, "financial_exposure_usd": 3075825.95, "recoverable_pct": 0.886 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101299", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-01T21:39:00Z", "trace_id": "ee0dca04-1f66-02ec-7d56-cd9bec624a7e" }
{ "account_age_days": 1850, "account_id": "ACCT-2D89D794ECB6", "baseline_risk_score": 0.421, "kyc_tier": "tier_2", "session_entropy": 0.455 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 301, "timestamp": "2026-01-01T10:03:00Z", "transaction_amount_usd": 14.51 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 358651.84, "financial_exposure_usd": 457318.39, "recoverable_pct": 0.435 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104408", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-04T01:28:00Z", "trace_id": "9622e760-92b4-2021-7927-9e978af4ebd3" }
{ "account_age_days": 1765, "account_id": "ACCT-C4294B19A5D5", "baseline_risk_score": 0.421, "kyc_tier": "tier_2", "session_entropy": 0.413 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 237, "timestamp": "2026-01-03T20:16:00Z", "transaction_amount_usd": 12.02 }, { "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": 0.381, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3392030.18, "financial_exposure_usd": 4221666.79, "recoverable_pct": 0.775 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108331", "label": "benign", "label_confidence": 0.634, "severity": "medium", "timestamp": "2026-01-06T18:51:00Z", "trace_id": "9b91fe1a-2f82-af66-37e5-ee08796fd60c" }
{ "account_age_days": 1452, "account_id": "ACCT-0DC2665E85FC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 233, "timestamp": "2026-01-06T17:11:00Z", "transaction_amount_usd": 23.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.774, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 489.17, "financial_exposure_usd": 1198.95, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106117", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-05T05:57:00Z", "trace_id": "b70f1b3f-ed9f-0fec-30db-440814260964" }
{ "account_age_days": 321, "account_id": "ACCT-CE201F472636", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.696 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 762, "timestamp": "2026-01-05T05:57:00Z", "transaction_amount_usd": 458754.58 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.378, "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": 4977942.6, "financial_exposure_usd": 5307745.16, "recoverable_pct": 0.814 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100990", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-01T16:30:00Z", "trace_id": "c73d1dcd-e0fa-1a0d-bfa1-21f2e7cd126b" }
{ "account_age_days": 760, "account_id": "ACCT-D09B3F65430A", "baseline_risk_score": 0.379, "kyc_tier": "tier_2", "session_entropy": 0.265 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 382, "timestamp": "2026-01-01T05:39:00Z", "transaction_amount_usd": 1.55 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.815, "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": 316078.29, "financial_exposure_usd": 771015.8, "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-101887", "label": "fraudulent", "label_confidence": 0.82, "severity": "high", "timestamp": "2026-01-02T07:27:00Z", "trace_id": "7401b8b2-fc1b-bdbb-5d47-c941a7e04dcc" }
{ "account_age_days": 222, "account_id": "ACCT-F02B670A450B", "baseline_risk_score": 0.529, "kyc_tier": "tier_2", "session_entropy": 0.929 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 349, "timestamp": "2026-01-02T01:45:00Z", "transaction_amount_usd": 23.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.937, "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": 573080.1, "financial_exposure_usd": 818066.21, "recoverable_pct": 0.421 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104339", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-04T00:19:00Z", "trace_id": "f88eb3b3-b580-6c4b-89ad-afd7870836fe" }
{ "account_age_days": 1558, "account_id": "ACCT-B89B97475C26", "baseline_risk_score": 0.427, "kyc_tier": "tier_1", "session_entropy": 0.354 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 912, "timestamp": "2026-01-04T00:19:00Z", "transaction_amount_usd": 2517860.67 }, { "asset": "EUR", "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": 0.391, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 914933.76, "financial_exposure_usd": 1722429.38, "recoverable_pct": 0.538 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103487", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-03T10:07:00Z", "trace_id": "38672af3-3fb4-22ae-c83d-fdcd11998d7d" }
{ "account_age_days": 373, "account_id": "ACCT-D447B33C6F53", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.936 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 275, "timestamp": "2026-01-03T10:07:00Z", "transaction_amount_usd": 619760.25 }, { "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": 0.69, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2674644.06, "financial_exposure_usd": 3328690.65, "recoverable_pct": 0.595 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101058", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-01T17:38:00Z", "trace_id": "0cc4eab1-fe46-5a33-35b8-93f75986dca2" }
{ "account_age_days": 801, "account_id": "ACCT-0BF2667FFB29", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.735 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 227, "timestamp": "2026-01-01T17:38:00Z", "transaction_amount_usd": 97082.12 }, { "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": 0.552, "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": 164374.11, "financial_exposure_usd": 406945.08, "recoverable_pct": 0.58 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107594", "label": "benign", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-06T06:34:00Z", "trace_id": "07cf6cae-ba80-34c6-8ab3-8c3eaf85bf2c" }
{ "account_age_days": 1050, "account_id": "ACCT-652E53A6B955", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.559 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 991, "timestamp": "2026-01-06T06:34:00Z", "transaction_amount_usd": 12116.55 }, { "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": 0.605, "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": 1359.43, "financial_exposure_usd": 1548.56, "recoverable_pct": 0.578 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107434", "label": "benign", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-06T03:54:00Z", "trace_id": "1a179e37-9520-2a7f-8814-13e5bdd5dcb5" }
{ "account_age_days": 1789, "account_id": "ACCT-7DD814378B73", "baseline_risk_score": 0.192, "kyc_tier": "tier_1", "session_entropy": 0.83 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 698, "timestamp": "2026-01-06T03:54:00Z", "transaction_amount_usd": 4698.3 }, { "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": 0.538, "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": 1517.16, "financial_exposure_usd": 3024.5, "recoverable_pct": 0.66 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108803", "label": "benign", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-07T02:43:00Z", "trace_id": "918a3799-5530-1501-ae6f-757637636635" }
{ "account_age_days": 120, "account_id": "ACCT-17A38E315518", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.291 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 546, "timestamp": "2026-01-07T02:43:00Z", "transaction_amount_usd": 3184.75 }, { "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": 0.634, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1445.14, "financial_exposure_usd": 1968.79, "recoverable_pct": 0.908 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101194", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-01T19:54:00Z", "trace_id": "7337243c-1371-126e-56b6-98d8fa1de9e0" }
{ "account_age_days": 194, "account_id": "ACCT-58C294B91DAF", "baseline_risk_score": 0.595, "kyc_tier": "tier_1", "session_entropy": 0.351 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 145, "timestamp": "2026-01-01T14:49:00Z", "transaction_amount_usd": 23.24 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.628, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 848180.86, "financial_exposure_usd": 867506.31, "recoverable_pct": 0.052 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106090", "label": "fraudulent", "label_confidence": 0.837, "severity": "high", "timestamp": "2026-01-05T05:30:00Z", "trace_id": "f4ea375b-98a2-8611-cd33-e25ead6d8bbb" }
{ "account_age_days": 1383, "account_id": "ACCT-E595CD51F227", "baseline_risk_score": 0.421, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1135, "timestamp": "2026-01-05T05:30:00Z", "transaction_amount_usd": 2315558.07 }, { "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": 0.728, "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": 4393575.45, "financial_exposure_usd": 8285794.55, "recoverable_pct": 0.624 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109689", "label": "benign", "label_confidence": 0.548, "severity": "high", "timestamp": "2026-01-07T17:29:00Z", "trace_id": "5a4f6ad7-8ba3-599d-2ef9-f2810b01dbd9" }
{ "account_age_days": 1441, "account_id": "ACCT-C510556B8189", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.901 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 92, "timestamp": "2026-01-07T08:06:00Z", "transaction_amount_usd": 7.68 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.595, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2681.87, "financial_exposure_usd": 4092.12, "recoverable_pct": 0.978 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104300", "label": "fraudulent", "label_confidence": 0.823, "severity": "critical", "timestamp": "2026-01-03T23:40:00Z", "trace_id": "a499f91b-4c4c-d9ec-0470-71138135ef0a" }
{ "account_age_days": 659, "account_id": "ACCT-3B7077C6038F", "baseline_risk_score": 0.066, "kyc_tier": "tier_2", "session_entropy": 0.744 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 339, "timestamp": "2026-01-03T22:58:00Z", "transaction_amount_usd": 15.29 }, { "asset": "USDT", "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": 0.404, "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": 2286348, "financial_exposure_usd": 2586860.58, "recoverable_pct": 0.618 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108611", "label": "benign", "label_confidence": 0.547, "severity": "medium", "timestamp": "2026-01-06T23:31:00Z", "trace_id": "d3eff728-6622-1c6c-fb93-99f3aa7b78a1" }
{ "account_age_days": 542, "account_id": "ACCT-F0E3F9ABFA09", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.551 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1179, "timestamp": "2026-01-06T23:31:00Z", "transaction_amount_usd": 7193.14 }, { "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": 0.735, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2184.09, "financial_exposure_usd": 2882.37, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101106", "label": "fraudulent", "label_confidence": 0.76, "severity": "high", "timestamp": "2026-01-01T18:26:00Z", "trace_id": "896fe8bc-cac6-b6dc-030b-79bc482edae9" }
{ "account_age_days": 800, "account_id": "ACCT-3A3D161F11C6", "baseline_risk_score": 0.466, "kyc_tier": "tier_1", "session_entropy": 0.391 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 534, "timestamp": "2026-01-01T18:26:00Z", "transaction_amount_usd": 93312.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 438270.12, "financial_exposure_usd": 779571.08, "recoverable_pct": 0.244 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109995", "label": "benign", "label_confidence": 0.626, "severity": "high", "timestamp": "2026-01-07T22:35:00Z", "trace_id": "925541e4-bd3f-6a45-4d38-236acb72d3b6" }
{ "account_age_days": 244, "account_id": "ACCT-C771AD39C39E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.591 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 246, "timestamp": "2026-01-07T18:47:00Z", "transaction_amount_usd": 8.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.486, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 411.65, "financial_exposure_usd": 933.54, "recoverable_pct": 0.88 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107404", "label": "benign", "label_confidence": 0.48, "severity": "medium", "timestamp": "2026-01-06T03:24:00Z", "trace_id": "f7827ae7-6d47-67db-84be-9a022b79ad23" }
{ "account_age_days": 1388, "account_id": "ACCT-351ACE40744A", "baseline_risk_score": 0.098, "kyc_tier": "tier_1", "session_entropy": 0.825 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 869, "timestamp": "2026-01-06T03:24:00Z", "transaction_amount_usd": 600.08 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.515, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4353.01, "financial_exposure_usd": 6328.89, "recoverable_pct": 0.891 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104092", "label": "fraudulent", "label_confidence": 0.661, "severity": "medium", "timestamp": "2026-01-03T20:12:00Z", "trace_id": "93ba4882-a128-fc23-c8f5-b906bb3ffe99" }
{ "account_age_days": 1319, "account_id": "ACCT-CCF91E48D50C", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.35 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 495, "timestamp": "2026-01-03T20:12:00Z", "transaction_amount_usd": 885454.02 }, { "asset": "USDT", "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": 0.661, "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": 4407947.09, "financial_exposure_usd": 5861040.41, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101514", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-02T01:14:00Z", "trace_id": "d4ddedcd-05c3-e7fc-7d3b-df0d0abc7d44" }
{ "account_age_days": 124, "account_id": "ACCT-65B0439D9ED9", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.778 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 422, "timestamp": "2026-01-02T01:14:00Z", "transaction_amount_usd": 77754.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "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": 630444.27, "financial_exposure_usd": 781168.36, "recoverable_pct": 0.019 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102275", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-02T13:55:00Z", "trace_id": "dcf8732c-10d0-ea8b-fe14-f5182f124dd3" }
{ "account_age_days": 603, "account_id": "ACCT-6D572693BFA6", "baseline_risk_score": 0.592, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 536, "timestamp": "2026-01-02T13:55:00Z", "transaction_amount_usd": 64267.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.772, "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": 307731.02, "financial_exposure_usd": 767306.47, "recoverable_pct": 0.261 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104657", "label": "fraudulent", "label_confidence": 0.857, "severity": "high", "timestamp": "2026-01-04T05:37:00Z", "trace_id": "cea28168-6882-1c7d-08c4-26840bc12d2d" }
{ "account_age_days": 656, "account_id": "ACCT-494137A11F26", "baseline_risk_score": 0.213, "kyc_tier": "tier_1", "session_entropy": 0.859 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 705, "timestamp": "2026-01-04T05:37:00Z", "transaction_amount_usd": 458611.07 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 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": 1193468.65, "financial_exposure_usd": 1436506.73, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108933", "label": "benign", "label_confidence": 0.565, "severity": "medium", "timestamp": "2026-01-07T04:53:00Z", "trace_id": "b0f963a5-0cbb-93c8-a0f6-e592af16c0f5" }
{ "account_age_days": 1162, "account_id": "ACCT-DFAB1A168256", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.236 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1096, "timestamp": "2026-01-07T04:53:00Z", "transaction_amount_usd": 7166.8 }, { "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": 0.573, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5008.39, "financial_exposure_usd": 7022.29, "recoverable_pct": 0.476 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106129", "label": "fraudulent", "label_confidence": 0.677, "severity": "low", "timestamp": "2026-01-05T06:09:00Z", "trace_id": "3aecf638-5b73-0e10-e492-db067b444e2b" }
{ "account_age_days": 1425, "account_id": "ACCT-B9CA0135192B", "baseline_risk_score": 0.202, "kyc_tier": "tier_3", "session_entropy": 0.27 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 232, "timestamp": "2026-01-05T04:27:00Z", "transaction_amount_usd": 10.68 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.73, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3579324.35, "financial_exposure_usd": 6231582.56, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106338", "label": "fraudulent", "label_confidence": 0.689, "severity": "low", "timestamp": "2026-01-05T09:38:00Z", "trace_id": "2b4e9e4a-b625-499b-8b18-ed8835aaaef3" }
{ "account_age_days": 454, "account_id": "ACCT-14ACD18EC82E", "baseline_risk_score": 0.296, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 718, "timestamp": "2026-01-05T09:38:00Z", "transaction_amount_usd": 2011801.88 }, { "asset": "EUR", "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": 0.922, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2686400.64, "financial_exposure_usd": 4315026.85, "recoverable_pct": 0.62 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108861", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-07T03:41:00Z", "trace_id": "3d41e031-0f94-acad-8010-d05141158ee3" }
{ "account_age_days": 784, "account_id": "ACCT-39B64F3CDC00", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.257 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 197, "timestamp": "2026-01-07T01:38:00Z", "transaction_amount_usd": 1.26 }, { "asset": "JPY", "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": 0.567, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1426.14, "financial_exposure_usd": 1512.91, "recoverable_pct": 0.828 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106654", "label": "fraudulent", "label_confidence": 0.784, "severity": "medium", "timestamp": "2026-01-05T14:54:00Z", "trace_id": "4c88e958-1cd6-f662-91f2-8697f9d30227" }
{ "account_age_days": 1038, "account_id": "ACCT-B5744837D1B9", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 968, "timestamp": "2026-01-05T14:54:00Z", "transaction_amount_usd": 747821.1 }, { "asset": "USD", "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": 0.553, "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": 2289901.19, "financial_exposure_usd": 3073981.25, "recoverable_pct": 0.414 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104220", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-03T22:20:00Z", "trace_id": "c806d416-7e4e-299b-57ee-6257f94f46e5" }
{ "account_age_days": 1820, "account_id": "ACCT-7A351A361607", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.506 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 627, "timestamp": "2026-01-03T22:20:00Z", "transaction_amount_usd": 2759472.73 }, { "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": 0.393, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 218487.88, "financial_exposure_usd": 432128.46, "recoverable_pct": 0.991 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100000", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-01T00:00:00Z", "trace_id": "bdd640fb-0667-1ad1-1c80-317fa3b1799d" }
{ "account_age_days": 1921, "account_id": "ACCT-AB9099A435A2", "baseline_risk_score": 0.504, "kyc_tier": "tier_3", "session_entropy": 0.327 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 124, "timestamp": "2025-12-31T18:56:00Z", "transaction_amount_usd": 18.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.715, "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": 610802.86, "financial_exposure_usd": 847767.51, "recoverable_pct": 0.208 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103269", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-03T06:29:00Z", "trace_id": "4d739709-21d9-9e8b-9c89-cc426afd5e19" }
{ "account_age_days": 1126, "account_id": "ACCT-9BBB6D8E36F9", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 135, "timestamp": "2026-01-03T04:05:00Z", "transaction_amount_usd": 2.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.374, "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": 683731.05, "financial_exposure_usd": 1079419.31, "recoverable_pct": 0.35 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101005", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-01T16:45:00Z", "trace_id": "6f827037-2d38-5be1-012b-30ccafe99476" }
{ "account_age_days": 1624, "account_id": "ACCT-C65B8E2BBF12", "baseline_risk_score": 0.317, "kyc_tier": "tier_2", "session_entropy": 0.744 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 232, "timestamp": "2026-01-01T16:45:00Z", "transaction_amount_usd": 104715.21 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.917, "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": 337273.38, "financial_exposure_usd": 773369.93, "recoverable_pct": 0.027 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109185", "label": "benign", "label_confidence": 0.639, "severity": "low", "timestamp": "2026-01-07T09:05:00Z", "trace_id": "788a29f1-9d5e-0ab8-1abd-f85f31113b94" }
{ "account_age_days": 1418, "account_id": "ACCT-26C0DC36BD00", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.646 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 214, "timestamp": "2026-01-07T09:05:00Z", "transaction_amount_usd": 10416.42 }, { "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": 0.611, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1528.6, "financial_exposure_usd": 3319, "recoverable_pct": 0.975 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101839", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-02T06:39:00Z", "trace_id": "48730b11-c342-47b9-164a-e67f7f6794ac" }
{ "account_age_days": 219, "account_id": "ACCT-8CF49E2272AF", "baseline_risk_score": 0.407, "kyc_tier": "tier_3", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 817, "timestamp": "2026-01-02T06:39:00Z", "transaction_amount_usd": 78320.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.561, "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": 386142.14, "financial_exposure_usd": 496230.28, "recoverable_pct": 0.401 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106360", "label": "fraudulent", "label_confidence": 0.936, "severity": "critical", "timestamp": "2026-01-05T10:00:00Z", "trace_id": "2a3ec3fb-ed80-a906-d7ba-e124526f8d04" }
{ "account_age_days": 1916, "account_id": "ACCT-AB3AD246EF47", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.354 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 923, "timestamp": "2026-01-05T10:00:00Z", "transaction_amount_usd": 1615519.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.646, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6290098.79, "financial_exposure_usd": 6431565.74, "recoverable_pct": 0.604 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109239", "label": "benign", "label_confidence": 0.549, "severity": "high", "timestamp": "2026-01-07T09:59:00Z", "trace_id": "644ad711-9cc2-24e3-8e52-270e295019a7" }
{ "account_age_days": 1456, "account_id": "ACCT-40972133DA11", "baseline_risk_score": 0.065, "kyc_tier": "tier_1", "session_entropy": 0.146 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 756, "timestamp": "2026-01-07T09:59:00Z", "transaction_amount_usd": 13156.89 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2933.51, "financial_exposure_usd": 2937.79, "recoverable_pct": 0.922 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103164", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-03T04:44:00Z", "trace_id": "973c0079-92a3-2a93-2ea7-8e10c7f61c84" }
{ "account_age_days": 222, "account_id": "ACCT-D1367D214461", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 690, "timestamp": "2026-01-03T04:44:00Z", "transaction_amount_usd": 54532.42 }, { "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": 0.66, "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 HAVIN...
{ "customer_funds_at_risk_usd": 553903.14, "financial_exposure_usd": 990245.33, "recoverable_pct": 0.621 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105171", "label": "fraudulent", "label_confidence": 0.886, "severity": "low", "timestamp": "2026-01-04T14:11:00Z", "trace_id": "2d81d4be-8085-5f96-7403-65b8f930d548" }
{ "account_age_days": 141, "account_id": "ACCT-957DB1EA9089", "baseline_risk_score": 0.399, "kyc_tier": "tier_3", "session_entropy": 0.2 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 356, "timestamp": "2026-01-04T14:11:00Z", "transaction_amount_usd": 2323191.06 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.651, "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": 2912582.21, "financial_exposure_usd": 5399880.94, "recoverable_pct": 0.668 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104715", "label": "fraudulent", "label_confidence": 0.832, "severity": "low", "timestamp": "2026-01-04T06:35:00Z", "trace_id": "e43c7d0d-0c90-583f-7040-dbccd864254c" }
{ "account_age_days": 1027, "account_id": "ACCT-3321CF8307FD", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.33 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 178, "timestamp": "2026-01-04T06:35:00Z", "transaction_amount_usd": 2173162.78 }, { "asset": "SOL", "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": 0.933, "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": 4686697.6, "financial_exposure_usd": 7805775.4, "recoverable_pct": 0.643 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109472", "label": "benign", "label_confidence": 0.567, "severity": "high", "timestamp": "2026-01-07T13:52:00Z", "trace_id": "a7d2f2f2-d00c-e6a0-b731-b2e5ddda070a" }
{ "account_age_days": 660, "account_id": "ACCT-7EDF8595112B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.663 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 909, "timestamp": "2026-01-07T13:52:00Z", "transaction_amount_usd": 11541.57 }, { "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": 0.697, "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": 2174.88, "financial_exposure_usd": 5391.7, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109497", "label": "benign", "label_confidence": 0.527, "severity": "high", "timestamp": "2026-01-07T14:17:00Z", "trace_id": "df063c62-fae3-411c-8ae6-7dcb99f5a142" }
{ "account_age_days": 1548, "account_id": "ACCT-F7E490E65B59", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.603 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 285, "timestamp": "2026-01-07T04:16:00Z", "transaction_amount_usd": 20.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.563, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 528.63, "financial_exposure_usd": 790.7, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102513", "label": "fraudulent", "label_confidence": 0.97, "severity": "medium", "timestamp": "2026-01-02T17:53:00Z", "trace_id": "1321d45f-b9c2-f14d-a4d7-b568462e5e85" }
{ "account_age_days": 1405, "account_id": "ACCT-E5294DBA2211", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.294 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 300, "timestamp": "2026-01-02T07:18:00Z", "transaction_amount_usd": 20.32 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.882, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 146767.27, "financial_exposure_usd": 305291.56, "recoverable_pct": 0.214 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100809", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-01T13:29:00Z", "trace_id": "f250bf15-e22e-1298-0222-bda63451bb59" }
{ "account_age_days": 1475, "account_id": "ACCT-BC9504738F99", "baseline_risk_score": 0.332, "kyc_tier": "tier_3", "session_entropy": 0.782 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 122, "timestamp": "2026-01-01T13:29:00Z", "transaction_amount_usd": 2236.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.837, "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": 221203.28, "financial_exposure_usd": 552041.98, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101681", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-02T04:01:00Z", "trace_id": "aa5d4cc1-54f2-b17f-3af1-3969789aec86" }
{ "account_age_days": 943, "account_id": "ACCT-843A70A17D32", "baseline_risk_score": 0.271, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1113, "timestamp": "2026-01-02T04:01:00Z", "transaction_amount_usd": 118148.74 }, { "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": 0.617, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 362340.84, "financial_exposure_usd": 404452.68, "recoverable_pct": 0.461 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106769", "label": "benign", "label_confidence": 0.543, "severity": "low", "timestamp": "2026-01-05T16:49:00Z", "trace_id": "922ca543-a29f-8729-9067-0ed19777eeb3" }
{ "account_age_days": 269, "account_id": "ACCT-F4498DA4FA12", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.124 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1044, "timestamp": "2026-01-05T16:49:00Z", "transaction_amount_usd": 3779.42 }, { "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": 0.652, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 962.49, "financial_exposure_usd": 2122.49, "recoverable_pct": 0.6 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100712", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-01T11:52:00Z", "trace_id": "1bf05ffa-0962-af1c-bbb0-89e811b623ce" }
{ "account_age_days": 46, "account_id": "ACCT-126CDE76EFEE", "baseline_risk_score": 0.357, "kyc_tier": "tier_3", "session_entropy": 0.382 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 232, "timestamp": "2026-01-01T08:57:00Z", "transaction_amount_usd": 9.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.422, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 412073.97, "financial_exposure_usd": 429781.31, "recoverable_pct": 0.403 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108057", "label": "benign", "label_confidence": 0.559, "severity": "low", "timestamp": "2026-01-06T14:17:00Z", "trace_id": "2aaba6e9-e221-f083-0da2-89b973212b71" }
{ "account_age_days": 270, "account_id": "ACCT-773FEAEA38D0", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.585 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 98, "timestamp": "2026-01-06T12:23:00Z", "transaction_amount_usd": 20.96 }, { "asset": "GBP", "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": 0.604, "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": 4777.66, "financial_exposure_usd": 5488.96, "recoverable_pct": 0.94 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101325", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-01T22:05:00Z", "trace_id": "f8a5a340-8890-18eb-8c1f-7732c16250b5" }
{ "account_age_days": 323, "account_id": "ACCT-D10BD6D8F6CA", "baseline_risk_score": 0.58, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 490, "timestamp": "2026-01-01T22:05:00Z", "transaction_amount_usd": 52122.2 }, { "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": 0.67, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 462829.58, "financial_exposure_usd": 918821.31, "recoverable_pct": 0.252 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105446", "label": "fraudulent", "label_confidence": 0.907, "severity": "critical", "timestamp": "2026-01-04T18:46:00Z", "trace_id": "9eee9337-d1b4-d722-9012-22a71dc77e1c" }
{ "account_age_days": 976, "account_id": "ACCT-FA9BE4F90FD7", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.863 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 143, "timestamp": "2026-01-04T18:46:00Z", "transaction_amount_usd": 2884531.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.452, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2662863.66, "financial_exposure_usd": 6145297.88, "recoverable_pct": 0.566 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105607", "label": "fraudulent", "label_confidence": 0.749, "severity": "medium", "timestamp": "2026-01-04T21:27:00Z", "trace_id": "454d9892-e4dd-add3-988e-440d61fdcbff" }
{ "account_age_days": 1522, "account_id": "ACCT-2813D8D1D0D5", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 921, "timestamp": "2026-01-04T21:27:00Z", "transaction_amount_usd": 810787.23 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.868, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2394800.78, "financial_exposure_usd": 3173746.5, "recoverable_pct": 0.817 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104513", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-04T03:13:00Z", "trace_id": "031231b3-e939-b696-2006-bfa56b60e184" }
{ "account_age_days": 703, "account_id": "ACCT-E985809A1BD7", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.657 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 440, "timestamp": "2026-01-04T03:13:00Z", "transaction_amount_usd": 395195.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.572, "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": 2043961.26, "financial_exposure_usd": 4614131.6, "recoverable_pct": 0.855 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101236", "label": "fraudulent", "label_confidence": 0.953, "severity": "medium", "timestamp": "2026-01-01T20:36:00Z", "trace_id": "644f8bec-794d-52af-6804-ba0cb0fd0eab" }
{ "account_age_days": 654, "account_id": "ACCT-76412C5EDA36", "baseline_risk_score": 0.521, "kyc_tier": "tier_1", "session_entropy": 0.168 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 183, "timestamp": "2026-01-01T15:09:00Z", "transaction_amount_usd": 5.24 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.466, "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": 646772.39, "financial_exposure_usd": 1257940.5, "recoverable_pct": 0.095 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106017", "label": "fraudulent", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-05T04:17:00Z", "trace_id": "5fb1c364-8659-1671-1345-e91d0bf88faa" }
{ "account_age_days": 486, "account_id": "ACCT-BC480DECCE10", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 126, "timestamp": "2026-01-05T04:17:00Z", "transaction_amount_usd": 193932.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "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": 3818844.48, "financial_exposure_usd": 7119911.16, "recoverable_pct": 0.881 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104652", "label": "fraudulent", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-04T05:32:00Z", "trace_id": "cebfcf9d-d683-cbe0-4e1e-df8ce833a177" }
{ "account_age_days": 1770, "account_id": "ACCT-59D7E4B9B0B0", "baseline_risk_score": 0.222, "kyc_tier": "tier_2", "session_entropy": 0.172 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 141, "timestamp": "2026-01-03T17:35:00Z", "transaction_amount_usd": 16.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.887, "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": 4746730.9, "financial_exposure_usd": 5421212.88, "recoverable_pct": 0.54 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103466", "label": "fraudulent", "label_confidence": 0.606, "severity": "critical", "timestamp": "2026-01-03T09:46:00Z", "trace_id": "7ed2fa66-da08-c214-1175-de6ee499f0a2" }
{ "account_age_days": 85, "account_id": "ACCT-5601187B5244", "baseline_risk_score": 0.084, "kyc_tier": "tier_2", "session_entropy": 0.741 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 981, "timestamp": "2026-01-03T09:46:00Z", "transaction_amount_usd": 50403.23 }, { "asset": "USDT", "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": 0.744, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3649187.78, "financial_exposure_usd": 8142080.13, "recoverable_pct": 0.53 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105383", "label": "fraudulent", "label_confidence": 0.802, "severity": "medium", "timestamp": "2026-01-04T17:43:00Z", "trace_id": "71dd428f-cd80-31ba-6f02-edbc4b933c01" }
{ "account_age_days": 212, "account_id": "ACCT-5F253FFE5398", "baseline_risk_score": 0.238, "kyc_tier": "tier_1", "session_entropy": 0.76 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 963, "timestamp": "2026-01-04T17:43:00Z", "transaction_amount_usd": 1923524.88 }, { "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": 0.591, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2738393.87, "financial_exposure_usd": 3315722.2, "recoverable_pct": 0.824 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108729", "label": "benign", "label_confidence": 0.477, "severity": "medium", "timestamp": "2026-01-07T01:29:00Z", "trace_id": "898005c5-0074-e1e6-87d9-f79f8b4d9da0" }
{ "account_age_days": 159, "account_id": "ACCT-0FDA2AA8EFB3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.154 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1005, "timestamp": "2026-01-07T01:29:00Z", "transaction_amount_usd": 8088.24 }, { "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": 0.518, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2162.05, "financial_exposure_usd": 2587.78, "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-101567", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-02T02:07:00Z", "trace_id": "702370cc-8035-5e06-175f-a6899d0c3c68" }
{ "account_age_days": 766, "account_id": "ACCT-B1CE2FD9D5A2", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 228, "timestamp": "2026-01-02T02:07:00Z", "transaction_amount_usd": 73644.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.671, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 904003.44, "financial_exposure_usd": 1074549.06, "recoverable_pct": 0.222 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104277", "label": "fraudulent", "label_confidence": 0.614, "severity": "high", "timestamp": "2026-01-03T23:17:00Z", "trace_id": "b9851029-48e7-7bf7-e313-1d9a268d348e" }
{ "account_age_days": 889, "account_id": "ACCT-9110E95CF357", "baseline_risk_score": 0.187, "kyc_tier": "tier_1", "session_entropy": 0.603 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 756, "timestamp": "2026-01-03T23:17:00Z", "transaction_amount_usd": 736734.71 }, { "asset": "USDC", "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": 0.532, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3279778.98, "financial_exposure_usd": 3558218.77, "recoverable_pct": 0.881 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106826", "label": "benign", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-05T17:46:00Z", "trace_id": "335841e1-a100-bfbb-3f02-a3175b3d967a" }
{ "account_age_days": 105, "account_id": "ACCT-545849390BA2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.319 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 690, "timestamp": "2026-01-05T17:46:00Z", "transaction_amount_usd": 2700.19 }, { "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": 0.516, "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": 2114.81, "financial_exposure_usd": 3799.46, "recoverable_pct": 0.858 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100091", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-01T01:31:00Z", "trace_id": "974e8f83-d5d9-a385-2bb2-4cbc9c794cdb" }
{ "account_age_days": 1026, "account_id": "ACCT-98A547B209A1", "baseline_risk_score": 0.415, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 209, "timestamp": "2026-01-01T01:31:00Z", "transaction_amount_usd": 13206.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "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": 488743.88, "financial_exposure_usd": 802914.63, "recoverable_pct": 0.004 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103492", "label": "fraudulent", "label_confidence": 0.673, "severity": "critical", "timestamp": "2026-01-03T10:12:00Z", "trace_id": "7810a9e6-2fd5-3531-2e3b-b6b8cf8fc2a2" }
{ "account_age_days": 1394, "account_id": "ACCT-FD001D57B59B", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.387 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1133, "timestamp": "2026-01-03T10:12:00Z", "transaction_amount_usd": 487146.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.69, "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 pos...
{ "customer_funds_at_risk_usd": 4902385.13, "financial_exposure_usd": 6801003.31, "recoverable_pct": 0.539 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102200", "label": "fraudulent", "label_confidence": 0.962, "severity": "high", "timestamp": "2026-01-02T12:40:00Z", "trace_id": "82d59cc4-8e34-fa00-27a2-04cda8db65bd" }
{ "account_age_days": 737, "account_id": "ACCT-D9B810DC5509", "baseline_risk_score": 0.408, "kyc_tier": "tier_2", "session_entropy": 0.188 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1009, "timestamp": "2026-01-02T12:40:00Z", "transaction_amount_usd": 15920.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.518, "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": 685464.81, "financial_exposure_usd": 824770.25, "recoverable_pct": 0.476 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104191", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-03T21:51:00Z", "trace_id": "78d5a2e0-253f-70bb-58a8-80a70ab19dec" }
{ "account_age_days": 1673, "account_id": "ACCT-46F04172536B", "baseline_risk_score": 0.258, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 302, "timestamp": "2026-01-03T21:51:00Z", "transaction_amount_usd": 2070103.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.929, "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": 2819371.48, "financial_exposure_usd": 4657645.08, "recoverable_pct": 0.824 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109950", "label": "benign", "label_confidence": 0.452, "severity": "high", "timestamp": "2026-01-07T21:50:00Z", "trace_id": "0dc581b0-27d1-1288-62f8-68fea7adf18f" }
{ "account_age_days": 1134, "account_id": "ACCT-9FC595FCD06A", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.327 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1149, "timestamp": "2026-01-07T21:50:00Z", "transaction_amount_usd": 14586.53 }, { "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": 0.463, "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": 874.3, "financial_exposure_usd": 1245.95, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104075", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-03T19:55:00Z", "trace_id": "9ac6baaf-597c-9e12-e511-9e2ccbd89ee2" }
{ "account_age_days": 550, "account_id": "ACCT-6568E817F0B7", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.667 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 109, "timestamp": "2026-01-03T19:55:00Z", "transaction_amount_usd": 2430687.42 }, { "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": 0.457, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1753645.7, "financial_exposure_usd": 3142635.64, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107285", "label": "benign", "label_confidence": 0.452, "severity": "low", "timestamp": "2026-01-06T01:25:00Z", "trace_id": "99b3803a-1b76-614f-04db-7d5597af6205" }
{ "account_age_days": 1069, "account_id": "ACCT-BF5677F91A46", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.585 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 230, "timestamp": "2026-01-06T01:25:00Z", "transaction_amount_usd": 946.52 }, { "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": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1930.29, "financial_exposure_usd": 2046.46, "recoverable_pct": 0.432 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106807", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-05T17:27:00Z", "trace_id": "44949d5f-0b0e-bd61-652e-aec8a6bfecc8" }
{ "account_age_days": 118, "account_id": "ACCT-DC477BF832EA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.703 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 235, "timestamp": "2026-01-05T17:27:00Z", "transaction_amount_usd": 13943.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.503, "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": 5737.67, "financial_exposure_usd": 6161.95, "recoverable_pct": 0.763 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102402", "label": "fraudulent", "label_confidence": 0.814, "severity": "high", "timestamp": "2026-01-02T16:02:00Z", "trace_id": "ffcc0b56-60d9-6692-0a7e-1b82b705757d" }
{ "account_age_days": 1974, "account_id": "ACCT-138E7CF4812D", "baseline_risk_score": 0.611, "kyc_tier": "tier_1", "session_entropy": 0.242 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 295, "timestamp": "2026-01-02T08:18:00Z", "transaction_amount_usd": 1.09 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.499, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 471726.39, "financial_exposure_usd": 732816.98, "recoverable_pct": 0.733 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104519", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-04T03:19:00Z", "trace_id": "37df5ba4-76b1-b448-87b8-a86ce2e02798" }
{ "account_age_days": 122, "account_id": "ACCT-4F3FC87BA847", "baseline_risk_score": 0.449, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 234, "timestamp": "2026-01-03T18:56:00Z", "transaction_amount_usd": 8.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.834, "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": 1607824.61, "financial_exposure_usd": 2896980.4, "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-107936", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-06T12:16:00Z", "trace_id": "5590d5ba-fce9-5463-680a-11c262264003" }
{ "account_age_days": 286, "account_id": "ACCT-96B435FD0A81", "baseline_risk_score": 0.08, "kyc_tier": "tier_3", "session_entropy": 0.192 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 991, "timestamp": "2026-01-06T12:16:00Z", "transaction_amount_usd": 3381.69 }, { "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": 0.477, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.475 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103684", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-03T13:24:00Z", "trace_id": "5683728a-805a-b618-08b6-328c135bd5de" }
{ "account_age_days": 1466, "account_id": "ACCT-2D76942E5BB7", "baseline_risk_score": 0.294, "kyc_tier": "tier_1", "session_entropy": 0.421 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 740, "timestamp": "2026-01-03T13:24:00Z", "transaction_amount_usd": 250280.85 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.661, "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": 3853816.81, "financial_exposure_usd": 4183581.33, "recoverable_pct": 0.544 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102609", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-02T19:29:00Z", "trace_id": "e5e65196-95a2-5c10-3d1c-e1a619ef2816" }
{ "account_age_days": 386, "account_id": "ACCT-B854DA7ECAC5", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.161 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 816, "timestamp": "2026-01-02T19:29:00Z", "transaction_amount_usd": 89681.53 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.801, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1387161.28, "financial_exposure_usd": 1410353.19, "recoverable_pct": 0.619 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103668", "label": "fraudulent", "label_confidence": 0.762, "severity": "medium", "timestamp": "2026-01-03T13:08:00Z", "trace_id": "c87e30ed-3cf2-1271-e142-736b6953cd37" }
{ "account_age_days": 595, "account_id": "ACCT-7B0E8281B5B1", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.176 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1079, "timestamp": "2026-01-03T13:08:00Z", "transaction_amount_usd": 880184.83 }, { "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": 0.585, "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": 3251298.44, "financial_exposure_usd": 4413728.51, "recoverable_pct": 0.751 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104198", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-03T21:58:00Z", "trace_id": "5a45b5f5-492b-395b-5f34-ed57f387c643" }
{ "account_age_days": 223, "account_id": "ACCT-078781DA23EB", "baseline_risk_score": 0.131, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 740, "timestamp": "2026-01-03T21:58:00Z", "transaction_amount_usd": 1669215.73 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.383, "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": 4180976.61, "financial_exposure_usd": 4518547.95, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105808", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-05T00:48:00Z", "trace_id": "949709ca-dd94-25ee-8fe0-9602adfd0fe2" }
{ "account_age_days": 1546, "account_id": "ACCT-6D7BBD3E9BAB", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.752 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 562, "timestamp": "2026-01-05T00:48:00Z", "transaction_amount_usd": 340720.26 }, { "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": 0.441, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 898538.75, "financial_exposure_usd": 1777799.7, "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-104667", "label": "fraudulent", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-04T05:47:00Z", "trace_id": "cc3eff42-3b5f-fc92-7218-715832c6e403" }
{ "account_age_days": 936, "account_id": "ACCT-682EEF4002CC", "baseline_risk_score": 0.12, "kyc_tier": "tier_1", "session_entropy": 0.451 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 385, "timestamp": "2026-01-03T21:36:00Z", "transaction_amount_usd": 9.76 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.71, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3191153.44, "financial_exposure_usd": 4423094.06, "recoverable_pct": 0.97 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102887", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-03T00:07:00Z", "trace_id": "1dcce878-1846-4739-d082-3913a45de860" }
{ "account_age_days": 1554, "account_id": "ACCT-25B11A9F7CA9", "baseline_risk_score": 0.619, "kyc_tier": "tier_3", "session_entropy": 0.528 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 84, "timestamp": "2026-01-02T13:53:00Z", "transaction_amount_usd": 22.57 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.523, "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": 475169.56, "financial_exposure_usd": 699870.52, "recoverable_pct": 0.465 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103120", "label": "fraudulent", "label_confidence": 0.848, "severity": "medium", "timestamp": "2026-01-03T04:00:00Z", "trace_id": "3fd80419-bf80-5a3f-1a07-68713295b098" }
{ "account_age_days": 988, "account_id": "ACCT-39DC5538B5A7", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.867 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 722, "timestamp": "2026-01-03T04:00:00Z", "transaction_amount_usd": 19984.61 }, { "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": 0.565, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 528749.01, "financial_exposure_usd": 647253.5, "recoverable_pct": 0.192 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104254", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-03T22:54:00Z", "trace_id": "9292c03b-4473-0926-d33e-ad90e7029fd8" }
{ "account_age_days": 1497, "account_id": "ACCT-A948359C3B35", "baseline_risk_score": 0.111, "kyc_tier": "tier_3", "session_entropy": 0.672 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 550, "timestamp": "2026-01-03T22:54:00Z", "transaction_amount_usd": 569020.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.52, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5388412.32, "financial_exposure_usd": 5963919.71, "recoverable_pct": 0.882 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100657", "label": "fraudulent", "label_confidence": 0.754, "severity": "high", "timestamp": "2026-01-01T10:57:00Z", "trace_id": "9a437632-7231-6218-533e-721871c8fb57" }
{ "account_age_days": 1522, "account_id": "ACCT-461D937D1AFC", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.336 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 628, "timestamp": "2026-01-01T10:57:00Z", "transaction_amount_usd": 37602.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.608, "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": 522612.4, "financial_exposure_usd": 677358.85, "recoverable_pct": 0.685 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101580", "label": "fraudulent", "label_confidence": 0.957, "severity": "critical", "timestamp": "2026-01-02T02:20:00Z", "trace_id": "5d019013-532d-c283-d7e3-3478d5129ca0" }
{ "account_age_days": 309, "account_id": "ACCT-228F9F739319", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.765 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 130, "timestamp": "2026-01-01T15:21:00Z", "transaction_amount_usd": 18.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.423, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 370665.15, "financial_exposure_usd": 441088.25, "recoverable_pct": 0.728 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103917", "label": "fraudulent", "label_confidence": 0.788, "severity": "medium", "timestamp": "2026-01-03T17:17:00Z", "trace_id": "2bec095a-ff54-d167-3482-dabd4cfc46ee" }
{ "account_age_days": 46, "account_id": "ACCT-1B7883D744DA", "baseline_risk_score": 0.349, "kyc_tier": "tier_1", "session_entropy": 0.468 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1121, "timestamp": "2026-01-03T17:17:00Z", "transaction_amount_usd": 1214103.96 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.358, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2889835.23, "financial_exposure_usd": 5725874.28, "recoverable_pct": 0.601 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106582", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-05T13:42:00Z", "trace_id": "1dfcf27e-43c0-8b74-c538-168f3222908f" }
{ "account_age_days": 540, "account_id": "ACCT-FF00D8A6C313", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.826 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 757, "timestamp": "2026-01-05T13:42:00Z", "transaction_amount_usd": 707358.65 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.926, "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": 2578297.24, "financial_exposure_usd": 6047632.74, "recoverable_pct": 0.696 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102086", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-02T10:46:00Z", "trace_id": "1069677d-9b89-5d39-2d91-96b743046770" }
{ "account_age_days": 1349, "account_id": "ACCT-96017F3461BE", "baseline_risk_score": 0.503, "kyc_tier": "tier_2", "session_entropy": 0.708 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 303, "timestamp": "2026-01-02T06:48:00Z", "transaction_amount_usd": 7.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.727, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 412961.72, "financial_exposure_usd": 679035.17, "recoverable_pct": 0.544 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }