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-104074", "label": "fraudulent", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-03T19:54:00Z", "trace_id": "1ef17338-7b1d-be9e-85d9-f2c4938e5025" }
{ "account_age_days": 1400, "account_id": "ACCT-442DEFEF6BAA", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.747 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 949, "timestamp": "2026-01-03T19:54:00Z", "transaction_amount_usd": 1114294.99 }, { "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": 0.7, "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 AND...
{ "customer_funds_at_risk_usd": 313139.25, "financial_exposure_usd": 315899.01, "recoverable_pct": 0.926 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105005", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-04T11:25:00Z", "trace_id": "c0141788-eb14-a4b7-3a02-e05832cde6f9" }
{ "account_age_days": 1320, "account_id": "ACCT-BB6B341E91E3", "baseline_risk_score": 0.323, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 418, "timestamp": "2026-01-04T11:25:00Z", "transaction_amount_usd": 2749578.05 }, { "asset": "BTC", "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": 0.83, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1096285.27, "financial_exposure_usd": 1107574.37, "recoverable_pct": 0.589 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107922", "label": "benign", "label_confidence": 0.592, "severity": "high", "timestamp": "2026-01-06T12:02:00Z", "trace_id": "099b6bc2-0148-ef21-d08d-90f007fccc1c" }
{ "account_age_days": 1307, "account_id": "ACCT-18C135820262", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.603 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 960, "timestamp": "2026-01-06T12:02:00Z", "transaction_amount_usd": 3037.68 }, { "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": 0.561, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3656.83, "financial_exposure_usd": 4780.76, "recoverable_pct": 0.821 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109683", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-07T17:23:00Z", "trace_id": "012e38af-a129-63ec-74d2-7058b51e0552" }
{ "account_age_days": 618, "account_id": "ACCT-AFB944006F79", "baseline_risk_score": 0.073, "kyc_tier": "tier_1", "session_entropy": 0.536 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 282, "timestamp": "2026-01-07T17:23:00Z", "transaction_amount_usd": 13646.63 }, { "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": 0.685, "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": 1074.12, "financial_exposure_usd": 2492.24, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104168", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-03T21:28:00Z", "trace_id": "e5f62f1e-8cc1-2d6b-127d-df5a403587f2" }
{ "account_age_days": 1785, "account_id": "ACCT-19B6AC5AE911", "baseline_risk_score": 0.222, "kyc_tier": "tier_2", "session_entropy": 0.184 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 106, "timestamp": "2026-01-03T21:28:00Z", "transaction_amount_usd": 1066105.62 }, { "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": 0.559, "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": 2008805.09, "financial_exposure_usd": 2560565.43, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102579", "label": "fraudulent", "label_confidence": 0.957, "severity": "high", "timestamp": "2026-01-02T18:59:00Z", "trace_id": "572451b9-ba5a-6f89-5c0f-b26cd5027181" }
{ "account_age_days": 958, "account_id": "ACCT-E382E84FD57E", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.867 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 324, "timestamp": "2026-01-02T09:34:00Z", "transaction_amount_usd": 0.17 }, { "asset": "JPY", "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": 0.419, "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": 667142.52, "financial_exposure_usd": 1002917.86, "recoverable_pct": 0.05 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104932", "label": "fraudulent", "label_confidence": 0.887, "severity": "low", "timestamp": "2026-01-04T10:12:00Z", "trace_id": "2e36b3ca-32bc-ee87-c492-e92c3fc84161" }
{ "account_age_days": 965, "account_id": "ACCT-95ADD8CF0223", "baseline_risk_score": 0.447, "kyc_tier": "tier_3", "session_entropy": 0.641 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 269, "timestamp": "2026-01-04T03:23:00Z", "transaction_amount_usd": 13.79 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.436, "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": 3312825.57, "financial_exposure_usd": 3455103.57, "recoverable_pct": 0.761 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109583", "label": "benign", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-07T15:43:00Z", "trace_id": "0dec51db-8b9d-3684-90d8-89a3e85aa605" }
{ "account_age_days": 1268, "account_id": "ACCT-8369CBF3AD9F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.126 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 313, "timestamp": "2026-01-07T09:07:00Z", "transaction_amount_usd": 0.04 }, { "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": 0.798, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3716.15, "financial_exposure_usd": 5123.07, "recoverable_pct": 0.965 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100912", "label": "fraudulent", "label_confidence": 0.935, "severity": "medium", "timestamp": "2026-01-01T15:12:00Z", "trace_id": "b780e78c-bad4-af4d-f837-b71d323ab634" }
{ "account_age_days": 690, "account_id": "ACCT-8A6D942542DF", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.54 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 275, "timestamp": "2026-01-01T15:12:00Z", "transaction_amount_usd": 53217.32 }, { "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": 0.863, "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": 699792.68, "financial_exposure_usd": 1106929.08, "recoverable_pct": 0.043 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103818", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-03T15:38:00Z", "trace_id": "14dd358f-0138-efc9-5c63-569f05c97399" }
{ "account_age_days": 700, "account_id": "ACCT-32FDB86C74ED", "baseline_risk_score": 0.369, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 147, "timestamp": "2026-01-03T13:43:00Z", "transaction_amount_usd": 19.79 }, { "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": 0.591, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2683434.62, "financial_exposure_usd": 6457189.18, "recoverable_pct": 0.457 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102928", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-03T00:48:00Z", "trace_id": "9347a8ef-0e50-4b85-1e71-ba9126c650eb" }
{ "account_age_days": 745, "account_id": "ACCT-1D1A45F41613", "baseline_risk_score": 0.537, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 313, "timestamp": "2026-01-03T00:48:00Z", "transaction_amount_usd": 27227 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 128873.98, "financial_exposure_usd": 216877.14, "recoverable_pct": 0.091 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100356", "label": "fraudulent", "label_confidence": 0.904, "severity": "critical", "timestamp": "2026-01-01T05:56:00Z", "trace_id": "aeec5022-4a8a-2052-21fe-af01db181333" }
{ "account_age_days": 1689, "account_id": "ACCT-6EEA050DC529", "baseline_risk_score": 0.335, "kyc_tier": "tier_3", "session_entropy": 0.642 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 438, "timestamp": "2026-01-01T05:56:00Z", "transaction_amount_usd": 50059.42 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.708, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 15143.21, "financial_exposure_usd": 31485.53, "recoverable_pct": 0.232 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106817", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-05T17:37:00Z", "trace_id": "663cadd9-a330-2c85-a265-367582372aee" }
{ "account_age_days": 1351, "account_id": "ACCT-27EEDEBDFA92", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.577 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 244, "timestamp": "2026-01-05T14:27:00Z", "transaction_amount_usd": 20.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.607, "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": 2808.54, "financial_exposure_usd": 2848.7, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105715", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-04T23:15:00Z", "trace_id": "02e1eb5a-e428-575f-3376-e8b0ee9e88d8" }
{ "account_age_days": 1350, "account_id": "ACCT-781EE199582D", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 484, "timestamp": "2026-01-04T23:15:00Z", "transaction_amount_usd": 1503245.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.441, "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": 3090476.86, "financial_exposure_usd": 5115569.17, "recoverable_pct": 0.832 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105057", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-04T12:17:00Z", "trace_id": "2fc8a9f2-32e9-0965-a9da-0b5a5b564a57" }
{ "account_age_days": 1943, "account_id": "ACCT-DE7227DA1BAD", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.54 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 112, "timestamp": "2026-01-04T10:16:00Z", "transaction_amount_usd": 20.99 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.893, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1609390.43, "financial_exposure_usd": 1823972.35, "recoverable_pct": 0.588 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105362", "label": "fraudulent", "label_confidence": 0.676, "severity": "critical", "timestamp": "2026-01-04T17:22:00Z", "trace_id": "0d153fa1-ddc2-61d0-b90b-5f35e8f5fd3b" }
{ "account_age_days": 433, "account_id": "ACCT-52D4DDC4482A", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.774 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 170, "timestamp": "2026-01-04T13:07:00Z", "transaction_amount_usd": 21.34 }, { "asset": "BTC", "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": 0.481, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7398249.43, "financial_exposure_usd": 8152201.99, "recoverable_pct": 0.714 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101426", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-01T23:46:00Z", "trace_id": "20d0d7a4-9101-0ea3-6a97-593c700c0df7" }
{ "account_age_days": 1802, "account_id": "ACCT-3DC25C01BE16", "baseline_risk_score": 0.514, "kyc_tier": "tier_1", "session_entropy": 0.506 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 759, "timestamp": "2026-01-01T23:46:00Z", "transaction_amount_usd": 39412.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.878, "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": 541227.86, "financial_exposure_usd": 647403.23, "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-101337", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-01T22:17:00Z", "trace_id": "31b5302e-8dc2-5101-e994-1e410b29cdf6" }
{ "account_age_days": 1152, "account_id": "ACCT-83650D7235AB", "baseline_risk_score": 0.516, "kyc_tier": "tier_2", "session_entropy": 0.873 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 344, "timestamp": "2026-01-01T22:17:00Z", "transaction_amount_usd": 8672.1 }, { "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": 0.571, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 242031.54, "financial_exposure_usd": 319905.93, "recoverable_pct": 0.672 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109002", "label": "benign", "label_confidence": 0.625, "severity": "low", "timestamp": "2026-01-07T06:02:00Z", "trace_id": "fec34a3a-32a0-e65a-bcd6-91e1423c2a2b" }
{ "account_age_days": 973, "account_id": "ACCT-EE06150E3D77", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.832 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 393, "timestamp": "2026-01-07T03:55:00Z", "transaction_amount_usd": 23.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.778, "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": 2315.04, "financial_exposure_usd": 4454.06, "recoverable_pct": 0.468 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103762", "label": "fraudulent", "label_confidence": 0.93, "severity": "high", "timestamp": "2026-01-03T14:42:00Z", "trace_id": "668cf25e-941b-30fb-ff7f-70529bf343a9" }
{ "account_age_days": 701, "account_id": "ACCT-FAFC6ACFFE70", "baseline_risk_score": 0.097, "kyc_tier": "tier_3", "session_entropy": 0.842 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 467, "timestamp": "2026-01-03T14:42:00Z", "transaction_amount_usd": 945145.67 }, { "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": 0.61, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 836229.52, "financial_exposure_usd": 1049462.56, "recoverable_pct": 0.716 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106629", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-05T14:29:00Z", "trace_id": "1615707e-40c4-56b6-ff84-bcd50420b02e" }
{ "account_age_days": 784, "account_id": "ACCT-9B454865E141", "baseline_risk_score": 0.426, "kyc_tier": "tier_3", "session_entropy": 0.69 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 251, "timestamp": "2026-01-05T08:55:00Z", "transaction_amount_usd": 11.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.488, "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": 4709477.47, "financial_exposure_usd": 5278930.23, "recoverable_pct": 0.598 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102946", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-03T01:06:00Z", "trace_id": "300d372f-de4a-1bb5-c3bf-d9ebee767c5d" }
{ "account_age_days": 1839, "account_id": "ACCT-F440C0D229D1", "baseline_risk_score": 0.457, "kyc_tier": "tier_2", "session_entropy": 0.133 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 259, "timestamp": "2026-01-03T01:06:00Z", "transaction_amount_usd": 119139.61 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.685, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1052564.14, "financial_exposure_usd": 1073954.9, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105233", "label": "fraudulent", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-04T15:13:00Z", "trace_id": "a317d4d2-8882-3df5-0f87-dc3e26bcb46c" }
{ "account_age_days": 780, "account_id": "ACCT-B04B43BB18CF", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.433 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 708, "timestamp": "2026-01-04T15:13:00Z", "transaction_amount_usd": 916238.6 }, { "asset": "USDC", "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": 0.681, "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": 4457071.1, "financial_exposure_usd": 4706581.04, "recoverable_pct": 0.883 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101446", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-02T00:06:00Z", "trace_id": "4554b93f-97fa-1eb7-dfad-bf644afd1cec" }
{ "account_age_days": 243, "account_id": "ACCT-9B400B572BE7", "baseline_risk_score": 0.507, "kyc_tier": "tier_3", "session_entropy": 0.226 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 99, "timestamp": "2026-01-02T00:06:00Z", "transaction_amount_usd": 96038.04 }, { "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": 0.733, "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": 451673.01, "financial_exposure_usd": 704675.96, "recoverable_pct": 0.376 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106418", "label": "fraudulent", "label_confidence": 0.657, "severity": "critical", "timestamp": "2026-01-05T10:58:00Z", "trace_id": "95d60879-0367-291d-d870-e811653872d0" }
{ "account_age_days": 162, "account_id": "ACCT-F5BBCF0E1D4B", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.26 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 174, "timestamp": "2026-01-05T07:28:00Z", "transaction_amount_usd": 1.8 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.851, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4811052.68, "financial_exposure_usd": 6190266.85, "recoverable_pct": 0.842 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106839", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-05T17:59:00Z", "trace_id": "8cc8b867-0f07-8b0d-ff5c-ea3854e20ffc" }
{ "account_age_days": 1778, "account_id": "ACCT-E2EF6B724628", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.818 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 234, "timestamp": "2026-01-05T07:06:00Z", "transaction_amount_usd": 8.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.8, "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_tra...
{ "customer_funds_at_risk_usd": 2597.28, "financial_exposure_usd": 5106.19, "recoverable_pct": 0.592 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103209", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-03T05:29:00Z", "trace_id": "ea842011-7ae0-69f5-9160-ebec29ac34a2" }
{ "account_age_days": 1907, "account_id": "ACCT-365D98650194", "baseline_risk_score": 0.448, "kyc_tier": "tier_1", "session_entropy": 0.312 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 523, "timestamp": "2026-01-03T05:29:00Z", "transaction_amount_usd": 19946.48 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.722, "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": 746027.35, "financial_exposure_usd": 787009.23, "recoverable_pct": 0.213 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102879", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-02T23:59:00Z", "trace_id": "345096f1-4d1d-cf2a-5e63-51b09c862610" }
{ "account_age_days": 843, "account_id": "ACCT-B693076C690E", "baseline_risk_score": 0.525, "kyc_tier": "tier_3", "session_entropy": 0.505 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 806, "timestamp": "2026-01-02T23:59:00Z", "transaction_amount_usd": 113831.97 }, { "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": 0.801, "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": 531762.87, "financial_exposure_usd": 810309.16, "recoverable_pct": 0.655 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107672", "label": "benign", "label_confidence": 0.493, "severity": "low", "timestamp": "2026-01-06T07:52:00Z", "trace_id": "d794d1b1-7783-2837-7d97-45e57cc2e637" }
{ "account_age_days": 1578, "account_id": "ACCT-1411C895E42B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.556 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 888, "timestamp": "2026-01-06T07:52:00Z", "transaction_amount_usd": 13773.28 }, { "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": 0.705, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 64.02, "financial_exposure_usd": 64.46, "recoverable_pct": 0.871 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107981", "label": "benign", "label_confidence": 0.522, "severity": "medium", "timestamp": "2026-01-06T13:01:00Z", "trace_id": "54934cc9-dde5-fd53-f937-0eb3352ca254" }
{ "account_age_days": 1613, "account_id": "ACCT-BDEFEB2CD2BE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.846 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 258, "timestamp": "2026-01-06T06:20:00Z", "transaction_amount_usd": 1.66 }, { "asset": "ETH", "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": 0.523, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2873.27, "financial_exposure_usd": 4180.64, "recoverable_pct": 0.501 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109224", "label": "benign", "label_confidence": 0.731, "severity": "low", "timestamp": "2026-01-07T09:44:00Z", "trace_id": "4636d35a-3b96-c657-05b3-fd30962cab8a" }
{ "account_age_days": 1723, "account_id": "ACCT-E75DB7629977", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.477 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 808, "timestamp": "2026-01-07T09:44:00Z", "transaction_amount_usd": 6085.76 }, { "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": 0.645, "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": 1721.67, "financial_exposure_usd": 2897.42, "recoverable_pct": 0.954 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104228", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-03T22:28:00Z", "trace_id": "e52b321e-5546-d113-0ac6-9618da261582" }
{ "account_age_days": 1809, "account_id": "ACCT-2A572DB45CCF", "baseline_risk_score": 0.245, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 587, "timestamp": "2026-01-03T22:28:00Z", "transaction_amount_usd": 1789463.64 }, { "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": 0.458, "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 ...
{ "customer_funds_at_risk_usd": 3556372.5, "financial_exposure_usd": 4282186.08, "recoverable_pct": 0.818 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106797", "label": "benign", "label_confidence": 0.488, "severity": "medium", "timestamp": "2026-01-05T17:17:00Z", "trace_id": "f26a58c2-5641-327a-6928-5b7e17c72d86" }
{ "account_age_days": 1460, "account_id": "ACCT-B6DEC3971E53", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.802 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 435, "timestamp": "2026-01-05T17:17:00Z", "transaction_amount_usd": 7570.96 }, { "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": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1973.47, "financial_exposure_usd": 2424.9, "recoverable_pct": 0.717 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105800", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-05T00:40:00Z", "trace_id": "b1c52f6d-df30-0a55-7aa4-ebcd9e254296" }
{ "account_age_days": 1448, "account_id": "ACCT-F299EF0E72B8", "baseline_risk_score": 0.286, "kyc_tier": "tier_3", "session_entropy": 0.903 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1014, "timestamp": "2026-01-05T00:40:00Z", "transaction_amount_usd": 1484159.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.566, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2639378.13, "financial_exposure_usd": 5543878.42, "recoverable_pct": 0.92 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105841", "label": "fraudulent", "label_confidence": 0.941, "severity": "low", "timestamp": "2026-01-05T01:21:00Z", "trace_id": "f1421407-963e-26b4-dca7-b94521d43f11" }
{ "account_age_days": 605, "account_id": "ACCT-FF4250AAD7C5", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.168 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1058, "timestamp": "2026-01-05T01:21:00Z", "transaction_amount_usd": 2430216.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.687, "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": 4473272.69, "financial_exposure_usd": 5246291.96, "recoverable_pct": 0.677 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105671", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-04T22:31:00Z", "trace_id": "691a91a4-d991-2d4b-20d7-a6bd95e4fb60" }
{ "account_age_days": 1286, "account_id": "ACCT-816C8191DD97", "baseline_risk_score": 0.072, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 243, "timestamp": "2026-01-04T11:52:00Z", "transaction_amount_usd": 13.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.682, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2238794.51, "financial_exposure_usd": 3843005.18, "recoverable_pct": 0.706 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103447", "label": "fraudulent", "label_confidence": 0.693, "severity": "low", "timestamp": "2026-01-03T09:27:00Z", "trace_id": "04575184-0e13-cceb-edea-a00db6a807ad" }
{ "account_age_days": 612, "account_id": "ACCT-3FEE4D4D44D3", "baseline_risk_score": 0.444, "kyc_tier": "tier_2", "session_entropy": 0.669 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 610, "timestamp": "2026-01-03T09:27:00Z", "transaction_amount_usd": 1122506.07 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.741, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2179742.78, "financial_exposure_usd": 3660006.46, "recoverable_pct": 0.658 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107297", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T01:37:00Z", "trace_id": "cc9a6399-7109-dfe6-78d4-f834bd41d790" }
{ "account_age_days": 1978, "account_id": "ACCT-3FF3AC95C727", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.49 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 370, "timestamp": "2026-01-06T01:37:00Z", "transaction_amount_usd": 13155.84 }, { "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": 0.742, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 625.21, "financial_exposure_usd": 1438.34, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102223", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-02T13:03:00Z", "trace_id": "7ca8e1ae-1f4a-482f-3297-03c45880ac39" }
{ "account_age_days": 490, "account_id": "ACCT-C2CA0E310B4F", "baseline_risk_score": 0.554, "kyc_tier": "tier_2", "session_entropy": 0.523 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 157, "timestamp": "2026-01-02T13:03:00Z", "transaction_amount_usd": 41265.01 }, { "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": 0.533, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 532692.68, "financial_exposure_usd": 828055.8, "recoverable_pct": 0.267 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105203", "label": "fraudulent", "label_confidence": 0.804, "severity": "medium", "timestamp": "2026-01-04T14:43:00Z", "trace_id": "58ba9361-fe10-27b6-6162-c583a0c532cc" }
{ "account_age_days": 1684, "account_id": "ACCT-A8F0D58AF133", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 576, "timestamp": "2026-01-04T14:43:00Z", "transaction_amount_usd": 1548285.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.522, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3933634.74, "financial_exposure_usd": 6973328.73, "recoverable_pct": 0.756 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107454", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-06T04:14:00Z", "trace_id": "1a2692af-4b3d-4c27-66e7-978fb01f90a8" }
{ "account_age_days": 1510, "account_id": "ACCT-B3D2CAF3E714", "baseline_risk_score": 0.088, "kyc_tier": "tier_2", "session_entropy": 0.704 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 720, "timestamp": "2026-01-06T04:14:00Z", "transaction_amount_usd": 3877.96 }, { "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": 0.519, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5443.04, "financial_exposure_usd": 5567.01, "recoverable_pct": 0.792 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106840", "label": "benign", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-05T18:00:00Z", "trace_id": "ec110553-f742-4cac-bd45-b3fe43778a7d" }
{ "account_age_days": 1339, "account_id": "ACCT-D03272447593", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.365 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 678, "timestamp": "2026-01-05T18:00:00Z", "transaction_amount_usd": 10951.57 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1061.84, "financial_exposure_usd": 1532.98, "recoverable_pct": 0.988 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108561", "label": "benign", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-06T22:41:00Z", "trace_id": "3004190b-7e8a-1992-028a-f05dafec0e25" }
{ "account_age_days": 153, "account_id": "ACCT-C3E9609C0D74", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.436 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 194, "timestamp": "2026-01-06T11:43:00Z", "transaction_amount_usd": 9.81 }, { "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": 0.732, "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": 695.13, "financial_exposure_usd": 850.78, "recoverable_pct": 0.521 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105765", "label": "fraudulent", "label_confidence": 0.86, "severity": "critical", "timestamp": "2026-01-05T00:05:00Z", "trace_id": "b93734b8-a16b-b6a0-ef01-b1d3670b7d02" }
{ "account_age_days": 956, "account_id": "ACCT-7F76707C088A", "baseline_risk_score": 0.314, "kyc_tier": "tier_2", "session_entropy": 0.447 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 326, "timestamp": "2026-01-05T00:05:00Z", "transaction_amount_usd": 1002420.33 }, { "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": 0.482, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 583293.2, "financial_exposure_usd": 1140414.23, "recoverable_pct": 0.749 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107920", "label": "benign", "label_confidence": 0.519, "severity": "low", "timestamp": "2026-01-06T12:00:00Z", "trace_id": "b1bafb4b-7957-c659-7ce8-7ca6d36c1edb" }
{ "account_age_days": 741, "account_id": "ACCT-5D0428C3458D", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.673 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1147, "timestamp": "2026-01-06T12:00:00Z", "transaction_amount_usd": 1801.14 }, { "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": 0.48, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1434.94, "financial_exposure_usd": 2445.9, "recoverable_pct": 0.454 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107559", "label": "benign", "label_confidence": 0.546, "severity": "medium", "timestamp": "2026-01-06T05:59:00Z", "trace_id": "4f4e325a-4296-73f2-2a05-47ffaa992893" }
{ "account_age_days": 604, "account_id": "ACCT-4EF377FED655", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 823, "timestamp": "2026-01-06T05:59:00Z", "transaction_amount_usd": 13222.38 }, { "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": 0.714, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2100.36, "financial_exposure_usd": 2737.41, "recoverable_pct": 0.713 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102711", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-02T21:11:00Z", "trace_id": "94b6359c-fe30-912d-f507-38ca2d8f7a62" }
{ "account_age_days": 1185, "account_id": "ACCT-0AB4D6D00037", "baseline_risk_score": 0.563, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 652, "timestamp": "2026-01-02T21:11:00Z", "transaction_amount_usd": 40826.86 }, { "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": 0.581, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 532071.08, "financial_exposure_usd": 589823.45, "recoverable_pct": 0.149 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105891", "label": "fraudulent", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-05T02:11:00Z", "trace_id": "d9eda245-3d93-ec3d-3bcb-a3214e0bb21f" }
{ "account_age_days": 943, "account_id": "ACCT-060F58877749", "baseline_risk_score": 0.224, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 519, "timestamp": "2026-01-05T02:11:00Z", "transaction_amount_usd": 1263484.57 }, { "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": 0.802, "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": 217367.76, "financial_exposure_usd": 350819.4, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105243", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-04T15:23:00Z", "trace_id": "c2194e99-07ee-4c46-3e59-f873aaaa4f7b" }
{ "account_age_days": 848, "account_id": "ACCT-5E75EB9476FD", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.585 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1173, "timestamp": "2026-01-04T15:23:00Z", "transaction_amount_usd": 2290221.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.745, "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": 3711535.23, "financial_exposure_usd": 8472450.89, "recoverable_pct": 0.528 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101907", "label": "fraudulent", "label_confidence": 0.863, "severity": "medium", "timestamp": "2026-01-02T07:47:00Z", "trace_id": "47e0a22a-33d1-df7a-2328-68499adc4385" }
{ "account_age_days": 1111, "account_id": "ACCT-9012A728A01E", "baseline_risk_score": 0.595, "kyc_tier": "tier_3", "session_entropy": 0.472 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 927, "timestamp": "2026-01-02T07:47:00Z", "transaction_amount_usd": 24802.58 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.488, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 427733.18, "financial_exposure_usd": 511980.73, "recoverable_pct": 0.379 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103564", "label": "fraudulent", "label_confidence": 0.91, "severity": "medium", "timestamp": "2026-01-03T11:24:00Z", "trace_id": "29e98106-47ba-ae28-db01-123e64024538" }
{ "account_age_days": 8, "account_id": "ACCT-68717EDF18C7", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.391 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 594, "timestamp": "2026-01-03T11:24:00Z", "transaction_amount_usd": 1181274.54 }, { "asset": "JPY", "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": 0.408, "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": 3761438.71, "financial_exposure_usd": 5091522.76, "recoverable_pct": 0.857 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107034", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-05T21:14:00Z", "trace_id": "742586ac-9498-3fa7-309c-8b00d7f7ad4c" }
{ "account_age_days": 371, "account_id": "ACCT-F5C3B0DAB8E2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.579 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 114, "timestamp": "2026-01-05T21:14:00Z", "transaction_amount_usd": 9805.05 }, { "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": 0.485, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 968.42, "financial_exposure_usd": 1275.39, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106160", "label": "fraudulent", "label_confidence": 0.83, "severity": "medium", "timestamp": "2026-01-05T06:40:00Z", "trace_id": "c085559e-ea95-9adc-37f1-8cd6653255bb" }
{ "account_age_days": 590, "account_id": "ACCT-7D91CDC395B0", "baseline_risk_score": 0.433, "kyc_tier": "tier_2", "session_entropy": 0.792 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1063, "timestamp": "2026-01-05T06:40:00Z", "transaction_amount_usd": 2621902.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.888, "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": 3694267.61, "financial_exposure_usd": 4203712.16, "recoverable_pct": 0.902 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107983", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-06T13:03:00Z", "trace_id": "db1b4554-1d41-3bdb-d746-9b34b52d4d9a" }
{ "account_age_days": 758, "account_id": "ACCT-8C5A866DDB4B", "baseline_risk_score": 0.138, "kyc_tier": "tier_1", "session_entropy": 0.365 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 518, "timestamp": "2026-01-06T13:03:00Z", "transaction_amount_usd": 2714.33 }, { "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": 0.771, "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": 893.52, "financial_exposure_usd": 1933.95, "recoverable_pct": 0.717 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109306", "label": "benign", "label_confidence": 0.709, "severity": "low", "timestamp": "2026-01-07T11:06:00Z", "trace_id": "20242d5a-3a15-6faa-7099-40a88040dc55" }
{ "account_age_days": 1226, "account_id": "ACCT-2366F245BC22", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 833, "timestamp": "2026-01-07T11:06:00Z", "transaction_amount_usd": 12371.75 }, { "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": 0.788, "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": 2939.69, "financial_exposure_usd": 2974.74, "recoverable_pct": 0.867 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107846", "label": "benign", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-06T10:46:00Z", "trace_id": "9b89b0b1-8cf1-40df-b526-df65e039ad91" }
{ "account_age_days": 1515, "account_id": "ACCT-4CB2FA075F4B", "baseline_risk_score": 0.181, "kyc_tier": "tier_3", "session_entropy": 0.648 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1165, "timestamp": "2026-01-06T10:46:00Z", "transaction_amount_usd": 11985.31 }, { "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": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1635.88, "financial_exposure_usd": 3000.56, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105067", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-04T12:27:00Z", "trace_id": "2a50a882-4b61-587d-c318-dc7bb3ab2106" }
{ "account_age_days": 1158, "account_id": "ACCT-B3DEC7F014DD", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.743 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 239, "timestamp": "2026-01-04T05:16:00Z", "transaction_amount_usd": 8.9 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.402, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1720224.51, "financial_exposure_usd": 4261140.8, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105142", "label": "fraudulent", "label_confidence": 0.658, "severity": "critical", "timestamp": "2026-01-04T13:42:00Z", "trace_id": "046f04b2-0001-56a3-a45b-6046cba522f9" }
{ "account_age_days": 1366, "account_id": "ACCT-2DE4E6FD55BA", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.404 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 537, "timestamp": "2026-01-04T13:42:00Z", "transaction_amount_usd": 1596217.45 }, { "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": 0.776, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2702329.54, "financial_exposure_usd": 4537995.27, "recoverable_pct": 0.849 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102019", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T09:39:00Z", "trace_id": "7f0a1e21-5ab9-1f97-4ffd-fafc77c1154e" }
{ "account_age_days": 1977, "account_id": "ACCT-EC2F50DE8646", "baseline_risk_score": 0.568, "kyc_tier": "tier_1", "session_entropy": 0.591 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 697, "timestamp": "2026-01-02T09:39:00Z", "transaction_amount_usd": 111398.8 }, { "asset": "USDT", "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": 0.371, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 336504, "financial_exposure_usd": 523242.33, "recoverable_pct": 0.015 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105060", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-04T12:20:00Z", "trace_id": "5746bc4d-dc58-211f-fae7-8a8d0335be27" }
{ "account_age_days": 1911, "account_id": "ACCT-CA2CDEA32C49", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.683 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 228, "timestamp": "2026-01-04T04:24:00Z", "transaction_amount_usd": 13.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.909, "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": 2181612.13, "financial_exposure_usd": 4281338.91, "recoverable_pct": 0.905 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104241", "label": "fraudulent", "label_confidence": 0.88, "severity": "medium", "timestamp": "2026-01-03T22:41:00Z", "trace_id": "2eaf005b-12fe-0fc7-3253-91e05b808802" }
{ "account_age_days": 1306, "account_id": "ACCT-3C7B06F1613B", "baseline_risk_score": 0.121, "kyc_tier": "tier_3", "session_entropy": 0.82 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 353, "timestamp": "2026-01-03T22:41:00Z", "transaction_amount_usd": 1390496.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.717, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 236412.03, "financial_exposure_usd": 480207.44, "recoverable_pct": 0.771 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105213", "label": "fraudulent", "label_confidence": 0.921, "severity": "low", "timestamp": "2026-01-04T14:53:00Z", "trace_id": "cfb51756-1718-c210-bd19-85735641facf" }
{ "account_age_days": 738, "account_id": "ACCT-1BD4B09F5053", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1045, "timestamp": "2026-01-04T14:53:00Z", "transaction_amount_usd": 383358.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.451, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2244867.28, "financial_exposure_usd": 3639771.29, "recoverable_pct": 0.546 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105053", "label": "fraudulent", "label_confidence": 0.849, "severity": "critical", "timestamp": "2026-01-04T12:13:00Z", "trace_id": "d73b3817-37d4-19ab-8e92-ccb71a01ecb1" }
{ "account_age_days": 1519, "account_id": "ACCT-32CDB3186A9E", "baseline_risk_score": 0.253, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 929, "timestamp": "2026-01-04T12:13:00Z", "transaction_amount_usd": 1317970.48 }, { "asset": "JPY", "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": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 7251537.91, "financial_exposure_usd": 8107724.77, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103851", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-03T16:11:00Z", "trace_id": "93f4576f-7337-c8c8-3223-ed1cfd91e434" }
{ "account_age_days": 1856, "account_id": "ACCT-478ED4530BD2", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.362 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 590, "timestamp": "2026-01-03T16:11:00Z", "transaction_amount_usd": 403947.15 }, { "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": 0.788, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5352381.99, "financial_exposure_usd": 6122226.14, "recoverable_pct": 0.95 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105923", "label": "fraudulent", "label_confidence": 0.726, "severity": "critical", "timestamp": "2026-01-05T02:43:00Z", "trace_id": "2e4507b9-d2f6-e28b-d070-0e5b3d49013b" }
{ "account_age_days": 1055, "account_id": "ACCT-B53E858512D4", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.926 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 593, "timestamp": "2026-01-05T02:43:00Z", "transaction_amount_usd": 2331758.92 }, { "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": 0.396, "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": 2750877.31, "financial_exposure_usd": 4591019.62, "recoverable_pct": 0.553 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103927", "label": "fraudulent", "label_confidence": 0.803, "severity": "low", "timestamp": "2026-01-03T17:27:00Z", "trace_id": "9474580f-75c9-0f41-45ad-0edca452c50f" }
{ "account_age_days": 1915, "account_id": "ACCT-B479837DB995", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 651, "timestamp": "2026-01-03T17:27:00Z", "transaction_amount_usd": 2308967.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "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": 6199896.92, "financial_exposure_usd": 6459340.06, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106296", "label": "fraudulent", "label_confidence": 0.813, "severity": "low", "timestamp": "2026-01-05T08:56:00Z", "trace_id": "b2df208a-1fbf-de75-d4ea-6d237a260659" }
{ "account_age_days": 1307, "account_id": "ACCT-70CF6AFEF7FD", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.386 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 447, "timestamp": "2026-01-05T08:56:00Z", "transaction_amount_usd": 1061461.11 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.505, "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": 4167647.21, "financial_exposure_usd": 5989520.06, "recoverable_pct": 0.481 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104978", "label": "fraudulent", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-04T10:58:00Z", "trace_id": "8d68a8a9-caa1-fbdf-0221-3da49fb6e970" }
{ "account_age_days": 178, "account_id": "ACCT-71605DCE2A5E", "baseline_risk_score": 0.392, "kyc_tier": "tier_2", "session_entropy": 0.156 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1011, "timestamp": "2026-01-04T10:58:00Z", "transaction_amount_usd": 2739148.74 }, { "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": 0.677, "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": 2045248.01, "financial_exposure_usd": 4595133.09, "recoverable_pct": 0.733 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107841", "label": "benign", "label_confidence": 0.553, "severity": "medium", "timestamp": "2026-01-06T10:41:00Z", "trace_id": "fb526299-f784-0ec4-e433-df13eceb82c4" }
{ "account_age_days": 338, "account_id": "ACCT-721EF15553FF", "baseline_risk_score": 0.079, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 245, "timestamp": "2026-01-06T07:48:00Z", "transaction_amount_usd": 23.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.732, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1653.46, "financial_exposure_usd": 3921.16, "recoverable_pct": 0.854 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102492", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-02T17:32:00Z", "trace_id": "2d78e852-b7d4-8f37-d3a4-3b0a0cfece76" }
{ "account_age_days": 1451, "account_id": "ACCT-3A745C29D39B", "baseline_risk_score": 0.342, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 818, "timestamp": "2026-01-02T17:32:00Z", "transaction_amount_usd": 100286.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 667237.23, "financial_exposure_usd": 1010997.49, "recoverable_pct": 0.428 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102551", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-02T18:31:00Z", "trace_id": "8d982d3f-bf42-bf33-d9e7-2766289d2e8d" }
{ "account_age_days": 1010, "account_id": "ACCT-EAEBC43C08DF", "baseline_risk_score": 0.531, "kyc_tier": "tier_2", "session_entropy": 0.316 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 647, "timestamp": "2026-01-02T18:31:00Z", "transaction_amount_usd": 21986.27 }, { "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": 0.355, "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": 500911.4, "financial_exposure_usd": 641070.26, "recoverable_pct": 0.319 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100850", "label": "fraudulent", "label_confidence": 0.762, "severity": "high", "timestamp": "2026-01-01T14:10:00Z", "trace_id": "c899c1fd-58df-e32a-e6f7-293aebcb0baf" }
{ "account_age_days": 567, "account_id": "ACCT-AF1EC416EAE3", "baseline_risk_score": 0.613, "kyc_tier": "tier_3", "session_entropy": 0.289 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 304, "timestamp": "2026-01-01T03:47:00Z", "transaction_amount_usd": 1.46 }, { "asset": "BTC", "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": 0.633, "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": 409383.46, "financial_exposure_usd": 997902.25, "recoverable_pct": 0.385 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104501", "label": "fraudulent", "label_confidence": 0.889, "severity": "low", "timestamp": "2026-01-04T03:01:00Z", "trace_id": "86321e5e-207e-7d53-b6c9-a742e5493e69" }
{ "account_age_days": 372, "account_id": "ACCT-0EF8A686F9D7", "baseline_risk_score": 0.194, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 352, "timestamp": "2026-01-04T03:01:00Z", "transaction_amount_usd": 1134148.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.456, "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": 4580082.67, "financial_exposure_usd": 5082123.42, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105419", "label": "fraudulent", "label_confidence": 0.739, "severity": "critical", "timestamp": "2026-01-04T18:19:00Z", "trace_id": "a097b52b-7a99-405c-75e9-626411cb0a40" }
{ "account_age_days": 1930, "account_id": "ACCT-234505E3B5CA", "baseline_risk_score": 0.355, "kyc_tier": "tier_3", "session_entropy": 0.766 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1011, "timestamp": "2026-01-04T18:19:00Z", "transaction_amount_usd": 2689175.11 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.75, "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 p...
{ "customer_funds_at_risk_usd": 5084410.55, "financial_exposure_usd": 5217576.73, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108523", "label": "benign", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-06T22:03:00Z", "trace_id": "e3b04329-df54-f07b-18e5-76533c1cd117" }
{ "account_age_days": 1961, "account_id": "ACCT-D0FD2444DFE9", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.683 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 381, "timestamp": "2026-01-06T13:39:00Z", "transaction_amount_usd": 0.28 }, { "asset": "USD", "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": 0.627, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 3602.01, "financial_exposure_usd": 4244.89, "recoverable_pct": 0.681 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104811", "label": "fraudulent", "label_confidence": 0.8, "severity": "critical", "timestamp": "2026-01-04T08:11:00Z", "trace_id": "8d9fb735-a2d5-6a8c-011b-f238e17b35c8" }
{ "account_age_days": 736, "account_id": "ACCT-F7711C4615C6", "baseline_risk_score": 0.381, "kyc_tier": "tier_3", "session_entropy": 0.756 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 95, "timestamp": "2026-01-03T22:15:00Z", "transaction_amount_usd": 6.27 }, { "asset": "SOL", "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": 0.911, "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": 764939.87, "financial_exposure_usd": 1014666.61, "recoverable_pct": 0.532 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102309", "label": "fraudulent", "label_confidence": 0.771, "severity": "high", "timestamp": "2026-01-02T14:29:00Z", "trace_id": "6c127efd-b44d-9e7b-d6b0-c549160b6442" }
{ "account_age_days": 1094, "account_id": "ACCT-60AF793E2514", "baseline_risk_score": 0.511, "kyc_tier": "tier_2", "session_entropy": 0.454 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 81, "timestamp": "2026-01-02T14:29:00Z", "transaction_amount_usd": 44061.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.938, "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": 159590.05, "financial_exposure_usd": 376864.22, "recoverable_pct": 0.297 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100669", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-01T11:09:00Z", "trace_id": "cafac4f2-d3b8-242b-efd6-fcccd5bc5ae0" }
{ "account_age_days": 440, "account_id": "ACCT-9909C8A2EA34", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.118 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 253, "timestamp": "2026-01-01T07:56:00Z", "transaction_amount_usd": 15.94 }, { "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": 0.407, "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": 677923.84, "financial_exposure_usd": 1463893.68, "recoverable_pct": 0.444 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107661", "label": "benign", "label_confidence": 0.473, "severity": "high", "timestamp": "2026-01-06T07:41:00Z", "trace_id": "9edc2357-e00a-42cc-cc89-1763b8388364" }
{ "account_age_days": 1137, "account_id": "ACCT-F358BD7BEB3B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.681 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 295, "timestamp": "2026-01-06T04:12:00Z", "transaction_amount_usd": 3.74 }, { "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": 0.614, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1184.63, "financial_exposure_usd": 1825.61, "recoverable_pct": 0.613 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107854", "label": "benign", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-06T10:54:00Z", "trace_id": "33844a80-143c-91a9-bff2-c3172222f823" }
{ "account_age_days": 1117, "account_id": "ACCT-95993971FAC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.158 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 447, "timestamp": "2026-01-06T10:54:00Z", "transaction_amount_usd": 4987.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.583, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 9829.67, "financial_exposure_usd": 11454.29, "recoverable_pct": 0.849 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104388", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-04T01:08:00Z", "trace_id": "4ad011af-fd25-11ce-1d86-29c78672ec49" }
{ "account_age_days": 134, "account_id": "ACCT-D1A1BF5FDAFD", "baseline_risk_score": 0.337, "kyc_tier": "tier_3", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 885, "timestamp": "2026-01-04T01:08:00Z", "transaction_amount_usd": 661149.44 }, { "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": 0.641, "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": 3824628.39, "financial_exposure_usd": 3990817.46, "recoverable_pct": 0.773 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101259", "label": "fraudulent", "label_confidence": 0.934, "severity": "low", "timestamp": "2026-01-01T20:59:00Z", "trace_id": "f59c0794-8aa2-3eee-c24c-b6bf604695bb" }
{ "account_age_days": 1101, "account_id": "ACCT-CB70C89F77B7", "baseline_risk_score": 0.254, "kyc_tier": "tier_1", "session_entropy": 0.378 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 934, "timestamp": "2026-01-01T20:59:00Z", "transaction_amount_usd": 119543.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.459, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 172231.42, "financial_exposure_usd": 320234.74, "recoverable_pct": 0.416 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101809", "label": "fraudulent", "label_confidence": 0.801, "severity": "high", "timestamp": "2026-01-02T06:09:00Z", "trace_id": "f67da43d-09df-85b2-dabe-e210b52dfa8e" }
{ "account_age_days": 679, "account_id": "ACCT-76EA9D7BF6AF", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.386 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 837, "timestamp": "2026-01-02T06:09:00Z", "transaction_amount_usd": 26846.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.449, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 593586.09, "financial_exposure_usd": 895961.98, "recoverable_pct": 0.753 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103014", "label": "fraudulent", "label_confidence": 0.796, "severity": "low", "timestamp": "2026-01-03T02:14:00Z", "trace_id": "e0014a10-0896-6c61-df01-64d98b55ba13" }
{ "account_age_days": 789, "account_id": "ACCT-043B9C102668", "baseline_risk_score": 0.297, "kyc_tier": "tier_2", "session_entropy": 0.518 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 720, "timestamp": "2026-01-03T02:14:00Z", "transaction_amount_usd": 45224.82 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.821, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 771049.61, "financial_exposure_usd": 850934.14, "recoverable_pct": 0.567 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108622", "label": "benign", "label_confidence": 0.615, "severity": "high", "timestamp": "2026-01-06T23:42:00Z", "trace_id": "6b1121ce-434d-8a3d-fd30-14f41608f405" }
{ "account_age_days": 998, "account_id": "ACCT-3E6E2029127F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.286 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 131, "timestamp": "2026-01-06T23:42:00Z", "transaction_amount_usd": 14364.2 }, { "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": 0.65, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 4101.32, "financial_exposure_usd": 6562.45, "recoverable_pct": 0.57 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105686", "label": "fraudulent", "label_confidence": 0.893, "severity": "low", "timestamp": "2026-01-04T22:46:00Z", "trace_id": "a23689fd-330c-1e06-aaf6-a970e5a9e926" }
{ "account_age_days": 204, "account_id": "ACCT-AEF727623866", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1107, "timestamp": "2026-01-04T22:46:00Z", "transaction_amount_usd": 1643663.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.896, "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": 1127367.33, "financial_exposure_usd": 1320457.21, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104676", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-04T05:56:00Z", "trace_id": "9857c3bd-f996-b5b6-5f3c-338f0ce453de" }
{ "account_age_days": 1224, "account_id": "ACCT-734585136EC9", "baseline_risk_score": 0.11, "kyc_tier": "tier_1", "session_entropy": 0.797 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 976, "timestamp": "2026-01-04T05:56:00Z", "transaction_amount_usd": 1251686.47 }, { "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": 0.807, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 809294.74, "financial_exposure_usd": 990988.48, "recoverable_pct": 0.739 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103788", "label": "fraudulent", "label_confidence": 0.908, "severity": "medium", "timestamp": "2026-01-03T15:08:00Z", "trace_id": "a42a8a9a-8420-bd92-7f9d-c1c9648baf76" }
{ "account_age_days": 1418, "account_id": "ACCT-2F0FF883E4E3", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.292 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 409, "timestamp": "2026-01-03T15:08:00Z", "transaction_amount_usd": 729447.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.645, "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": 3106953.5, "financial_exposure_usd": 4891569.73, "recoverable_pct": 0.876 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101633", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-02T03:13:00Z", "trace_id": "623d8e1a-f9bf-bd72-7431-a965c7517bdd" }
{ "account_age_days": 20, "account_id": "ACCT-E6C9D6A7F84E", "baseline_risk_score": 0.588, "kyc_tier": "tier_2", "session_entropy": 0.768 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 652, "timestamp": "2026-01-02T03:13:00Z", "transaction_amount_usd": 4283.41 }, { "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": 0.455, "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": 621682.7, "financial_exposure_usd": 817806.48, "recoverable_pct": 0.37 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101351", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-01T22:31:00Z", "trace_id": "83ee05ce-eb33-08fd-089c-efbc46723ee1" }
{ "account_age_days": 1489, "account_id": "ACCT-0F905349BF77", "baseline_risk_score": 0.559, "kyc_tier": "tier_1", "session_entropy": 0.318 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 286, "timestamp": "2026-01-01T19:48:00Z", "transaction_amount_usd": 19.79 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.709, "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": 423060.75, "financial_exposure_usd": 562168.97, "recoverable_pct": 0.577 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103246", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-03T06:06:00Z", "trace_id": "dcea5ecd-d9c0-fb7f-ccd4-cc309cc3aaad" }
{ "account_age_days": 327, "account_id": "ACCT-0A0CDBA0F426", "baseline_risk_score": 0.382, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 512, "timestamp": "2026-01-03T06:06:00Z", "transaction_amount_usd": 11914.05 }, { "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": 0.508, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 191985.53, "financial_exposure_usd": 379218.35, "recoverable_pct": 0.246 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107812", "label": "benign", "label_confidence": 0.666, "severity": "low", "timestamp": "2026-01-06T10:12:00Z", "trace_id": "aca7599e-9419-32c7-1265-f4b468272e9c" }
{ "account_age_days": 1799, "account_id": "ACCT-28AA4AFAFCB1", "baseline_risk_score": 0.167, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 137, "timestamp": "2026-01-06T08:32:00Z", "transaction_amount_usd": 4.04 }, { "asset": "ETH", "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": 0.797, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 682.87, "financial_exposure_usd": 1325.08, "recoverable_pct": 0.415 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106988", "label": "benign", "label_confidence": 0.52, "severity": "low", "timestamp": "2026-01-05T20:28:00Z", "trace_id": "2d7a378e-eb39-5903-1f79-5179a2d16812" }
{ "account_age_days": 372, "account_id": "ACCT-4246AB088D8E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.616 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 176, "timestamp": "2026-01-05T20:28:00Z", "transaction_amount_usd": 10137.05 }, { "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": 0.536, "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": 581.82, "financial_exposure_usd": 1436.96, "recoverable_pct": 0.913 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105959", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-05T03:19:00Z", "trace_id": "d2d053ef-24c3-d810-42be-1c8ffc9cac19" }
{ "account_age_days": 236, "account_id": "ACCT-66ABD03A3A9B", "baseline_risk_score": 0.082, "kyc_tier": "tier_3", "session_entropy": 0.196 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 176, "timestamp": "2026-01-05T03:19:00Z", "transaction_amount_usd": 704241.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.551, "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": 2826818.09, "financial_exposure_usd": 5170211.07, "recoverable_pct": 0.622 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106345", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-05T09:45:00Z", "trace_id": "4bc5ac93-0ca7-0ae7-1ea0-502e805adce2" }
{ "account_age_days": 1663, "account_id": "ACCT-958D139A9E03", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.192 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1091, "timestamp": "2026-01-05T09:45:00Z", "transaction_amount_usd": 732586.11 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.742, "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": 4811935.04, "financial_exposure_usd": 5243473.77, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107762", "label": "benign", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-06T09:22:00Z", "trace_id": "1de58d90-f422-6a11-45c8-e9f64417eed7" }
{ "account_age_days": 1930, "account_id": "ACCT-C546FA31D866", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.751 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 178, "timestamp": "2026-01-05T23:28:00Z", "transaction_amount_usd": 1.11 }, { "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": 0.698, "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": 655.12, "financial_exposure_usd": 1195.51, "recoverable_pct": 0.764 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100100", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-01T01:40:00Z", "trace_id": "0a6552a5-b8dd-f15d-8ea0-35f049cc253f" }
{ "account_age_days": 934, "account_id": "ACCT-4765606982EC", "baseline_risk_score": 0.517, "kyc_tier": "tier_1", "session_entropy": 0.225 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 989, "timestamp": "2026-01-01T01:40:00Z", "transaction_amount_usd": 14328.85 }, { "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": 0.5, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id H...
{ "customer_funds_at_risk_usd": 641918.58, "financial_exposure_usd": 1192064.69, "recoverable_pct": 0.801 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101442", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-02T00:02:00Z", "trace_id": "dda69452-d468-26e2-cd5a-3638d1f680bb" }
{ "account_age_days": 493, "account_id": "ACCT-ADF05410BD65", "baseline_risk_score": 0.573, "kyc_tier": "tier_2", "session_entropy": 0.664 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 253, "timestamp": "2026-01-01T15:50:00Z", "transaction_amount_usd": 8.18 }, { "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": 0.447, "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": 715636.52, "financial_exposure_usd": 1049807.87, "recoverable_pct": 0.074 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101139", "label": "fraudulent", "label_confidence": 0.892, "severity": "low", "timestamp": "2026-01-01T18:59:00Z", "trace_id": "d5db0d11-c5cb-9ad3-2acc-1304f655e6be" }
{ "account_age_days": 28, "account_id": "ACCT-2EB265F38F6D", "baseline_risk_score": 0.578, "kyc_tier": "tier_1", "session_entropy": 0.316 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 372, "timestamp": "2026-01-01T11:23:00Z", "transaction_amount_usd": 22.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.701, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 331505.41, "financial_exposure_usd": 339503.19, "recoverable_pct": 0.431 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101482", "label": "fraudulent", "label_confidence": 0.911, "severity": "critical", "timestamp": "2026-01-02T00:42:00Z", "trace_id": "90e26f97-655c-e5f5-0323-390b932169b6" }
{ "account_age_days": 1516, "account_id": "ACCT-32AC82DFF4E0", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.162 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 256, "timestamp": "2026-01-02T00:42:00Z", "transaction_amount_usd": 36927.92 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.668, "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": 471376.63, "financial_exposure_usd": 1052691.39, "recoverable_pct": 0.337 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }