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-101048", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-01T17:28:00Z", "trace_id": "ea673147-af51-9026-a6fa-28139514476b" }
{ "account_age_days": 1680, "account_id": "ACCT-EC0016B9948C", "baseline_risk_score": 0.303, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 217, "timestamp": "2026-01-01T12:24:00Z", "transaction_amount_usd": 3.42 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.881, "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": 74403.87, "financial_exposure_usd": 184036.09, "recoverable_pct": 0.499 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104266", "label": "fraudulent", "label_confidence": 0.86, "severity": "low", "timestamp": "2026-01-03T23:06:00Z", "trace_id": "274c1a2c-4afd-e5aa-0eec-e6312a2502e9" }
{ "account_age_days": 90, "account_id": "ACCT-59A46FFB7D1A", "baseline_risk_score": 0.101, "kyc_tier": "tier_1", "session_entropy": 0.728 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 911, "timestamp": "2026-01-03T23:06:00Z", "transaction_amount_usd": 629388.47 }, { "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": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2282337.15, "financial_exposure_usd": 3109568.02, "recoverable_pct": 0.926 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107544", "label": "benign", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-06T05:44:00Z", "trace_id": "7747e602-9ec0-b068-3da1-7ef1696e1bf9" }
{ "account_age_days": 1330, "account_id": "ACCT-34A9A9DA7335", "baseline_risk_score": 0.052, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 957, "timestamp": "2026-01-06T05:44:00Z", "transaction_amount_usd": 9370.35 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.798, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4846.77, "financial_exposure_usd": 7672.75, "recoverable_pct": 0.743 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103495", "label": "fraudulent", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-03T10:15:00Z", "trace_id": "182c5d5b-49e6-c5a8-7205-d8d66d94181c" }
{ "account_age_days": 1228, "account_id": "ACCT-9B93D2EE2F87", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.406 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 128, "timestamp": "2026-01-02T21:36:00Z", "transaction_amount_usd": 16.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.411, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2171553.38, "financial_exposure_usd": 3068002.54, "recoverable_pct": 0.93 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108017", "label": "benign", "label_confidence": 0.522, "severity": "medium", "timestamp": "2026-01-06T13:37:00Z", "trace_id": "8390cc3d-3dbd-aa36-0c9a-5d9fcbfd4315" }
{ "account_age_days": 530, "account_id": "ACCT-357A4D258F42", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.865 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1079, "timestamp": "2026-01-06T13:37:00Z", "transaction_amount_usd": 13898.73 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.772, "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": 145.92, "financial_exposure_usd": 238.35, "recoverable_pct": 0.731 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103790", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-03T15:10:00Z", "trace_id": "b50fa8a8-4ac6-b339-0fc5-1085139c4881" }
{ "account_age_days": 1856, "account_id": "ACCT-8DEF296AEDF7", "baseline_risk_score": 0.248, "kyc_tier": "tier_1", "session_entropy": 0.299 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 244, "timestamp": "2026-01-03T03:37:00Z", "transaction_amount_usd": 8.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.708, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5322864.6, "financial_exposure_usd": 5479013.58, "recoverable_pct": 0.469 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105120", "label": "fraudulent", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-04T13:20:00Z", "trace_id": "e6a318aa-8654-30d9-3c16-38697ad7a859" }
{ "account_age_days": 1950, "account_id": "ACCT-709C55701AC8", "baseline_risk_score": 0.337, "kyc_tier": "tier_1", "session_entropy": 0.621 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 128, "timestamp": "2026-01-04T04:11:00Z", "transaction_amount_usd": 3.68 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.7, "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 post...
{ "customer_funds_at_risk_usd": 4577983.61, "financial_exposure_usd": 5095037.11, "recoverable_pct": 0.682 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103224", "label": "fraudulent", "label_confidence": 0.934, "severity": "medium", "timestamp": "2026-01-03T05:44:00Z", "trace_id": "f89dab0b-973e-7762-e5aa-3e92948b2fc6" }
{ "account_age_days": 665, "account_id": "ACCT-A2BCB395A304", "baseline_risk_score": 0.502, "kyc_tier": "tier_3", "session_entropy": 0.633 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 128, "timestamp": "2026-01-03T01:02:00Z", "transaction_amount_usd": 19.58 }, { "asset": "JPY", "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": 0.663, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 163798.66, "financial_exposure_usd": 192602.27, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105122", "label": "fraudulent", "label_confidence": 0.929, "severity": "low", "timestamp": "2026-01-04T13:22:00Z", "trace_id": "2bfa763e-36bd-aae6-afd1-a66d1ad01292" }
{ "account_age_days": 337, "account_id": "ACCT-CA3D0DACC222", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.401 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 505, "timestamp": "2026-01-04T13:22:00Z", "transaction_amount_usd": 2099236.31 }, { "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": 0.87, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5020190.77, "financial_exposure_usd": 5575099.53, "recoverable_pct": 0.436 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102615", "label": "fraudulent", "label_confidence": 0.79, "severity": "critical", "timestamp": "2026-01-02T19:35:00Z", "trace_id": "92250486-515d-dc10-5941-7553b4c89ae9" }
{ "account_age_days": 630, "account_id": "ACCT-06319665DCB5", "baseline_risk_score": 0.648, "kyc_tier": "tier_1", "session_entropy": 0.412 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 321, "timestamp": "2026-01-02T13:00:00Z", "transaction_amount_usd": 6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_c...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.75, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 821302.36, "financial_exposure_usd": 1418431.93, "recoverable_pct": 0.801 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103294", "label": "fraudulent", "label_confidence": 0.954, "severity": "medium", "timestamp": "2026-01-03T06:54:00Z", "trace_id": "a36b7ad4-82d0-aa22-fe6d-1670a805eb6f" }
{ "account_age_days": 636, "account_id": "ACCT-C7002F400385", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 992, "timestamp": "2026-01-03T06:54:00Z", "transaction_amount_usd": 116168.18 }, { "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": 0.639, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 627422.13, "financial_exposure_usd": 686384.26, "recoverable_pct": 0.325 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102172", "label": "fraudulent", "label_confidence": 0.898, "severity": "critical", "timestamp": "2026-01-02T12:12:00Z", "trace_id": "3c56d33c-0975-68b9-9da5-ec70dd0e9847" }
{ "account_age_days": 352, "account_id": "ACCT-3EEC876C1146", "baseline_risk_score": 0.495, "kyc_tier": "tier_3", "session_entropy": 0.516 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 522, "timestamp": "2026-01-02T12:12:00Z", "transaction_amount_usd": 105995.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.931, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 308811.77, "financial_exposure_usd": 451446.64, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105752", "label": "fraudulent", "label_confidence": 0.908, "severity": "medium", "timestamp": "2026-01-04T23:52:00Z", "trace_id": "df705c17-f321-d713-e1e0-142f1b18ab15" }
{ "account_age_days": 1719, "account_id": "ACCT-5729B52D3D59", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.217 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 980, "timestamp": "2026-01-04T23:52:00Z", "transaction_amount_usd": 2238238.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.856, "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": 4498632.77, "financial_exposure_usd": 5138728.46, "recoverable_pct": 0.555 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104900", "label": "fraudulent", "label_confidence": 0.628, "severity": "high", "timestamp": "2026-01-04T09:40:00Z", "trace_id": "3b34381c-8122-8cac-3e5f-d38811d81df8" }
{ "account_age_days": 551, "account_id": "ACCT-0DEA7B6F30EE", "baseline_risk_score": 0.36, "kyc_tier": "tier_3", "session_entropy": 0.708 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 303, "timestamp": "2026-01-04T08:59:00Z", "transaction_amount_usd": 7.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.628, "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": 5533636.29, "financial_exposure_usd": 6410129.3, "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-101230", "label": "fraudulent", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-01T20:30:00Z", "trace_id": "35262f08-01d4-a246-8376-c1a3de533e1d" }
{ "account_age_days": 1701, "account_id": "ACCT-82041C74326C", "baseline_risk_score": 0.422, "kyc_tier": "tier_3", "session_entropy": 0.64 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 327, "timestamp": "2026-01-01T07:40:00Z", "transaction_amount_usd": 18.55 }, { "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": 0.496, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 457032.61, "financial_exposure_usd": 525362.24, "recoverable_pct": 0.664 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105415", "label": "fraudulent", "label_confidence": 0.843, "severity": "high", "timestamp": "2026-01-04T18:15:00Z", "trace_id": "161d0637-77ea-fc47-c68d-ee87c4cc3743" }
{ "account_age_days": 58, "account_id": "ACCT-FEA99BF44775", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 197, "timestamp": "2026-01-04T13:53:00Z", "transaction_amount_usd": 2.93 }, { "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": 0.587, "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": 2454094.14, "financial_exposure_usd": 5663643.75, "recoverable_pct": 0.812 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105653", "label": "fraudulent", "label_confidence": 0.66, "severity": "high", "timestamp": "2026-01-04T22:13:00Z", "trace_id": "59f5a79b-f812-ca9e-a16e-e6c164223a44" }
{ "account_age_days": 1712, "account_id": "ACCT-95774CBEFFD1", "baseline_risk_score": 0.305, "kyc_tier": "tier_1", "session_entropy": 0.301 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 619, "timestamp": "2026-01-04T22:13:00Z", "transaction_amount_usd": 2228358.14 }, { "asset": "SOL", "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": 0.739, "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": 5583204.28, "financial_exposure_usd": 6995251.8, "recoverable_pct": 0.554 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106692", "label": "benign", "label_confidence": 0.506, "severity": "medium", "timestamp": "2026-01-05T15:32:00Z", "trace_id": "6fc0f933-b629-9d27-e2d4-deee25ef12ff" }
{ "account_age_days": 534, "account_id": "ACCT-B442120D69FC", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 240, "timestamp": "2026-01-05T15:32:00Z", "transaction_amount_usd": 8935.77 }, { "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 715.37, "financial_exposure_usd": 1083.21, "recoverable_pct": 0.73 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105102", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-04T13:02:00Z", "trace_id": "07cfea44-6a30-721c-f7d6-86e096585eb8" }
{ "account_age_days": 877, "account_id": "ACCT-94B06AEEA6F9", "baseline_risk_score": 0.266, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1136, "timestamp": "2026-01-04T13:02:00Z", "transaction_amount_usd": 803922.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.641, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1776223.36, "financial_exposure_usd": 2993760.87, "recoverable_pct": 0.85 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104892", "label": "fraudulent", "label_confidence": 0.655, "severity": "critical", "timestamp": "2026-01-04T09:32:00Z", "trace_id": "b130fded-6688-6dbd-2722-a8ab647f8eaa" }
{ "account_age_days": 1032, "account_id": "ACCT-B084CD6A9641", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.246 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 175, "timestamp": "2026-01-04T09:32:00Z", "transaction_amount_usd": 813697.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.518, "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": 2668279.79, "financial_exposure_usd": 5463467.84, "recoverable_pct": 0.942 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109473", "label": "benign", "label_confidence": 0.695, "severity": "medium", "timestamp": "2026-01-07T13:53:00Z", "trace_id": "b4e31af4-0e0d-4a76-3fef-e2e1f3f98e24" }
{ "account_age_days": 1639, "account_id": "ACCT-66E38DD9A69B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.383 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 767, "timestamp": "2026-01-07T13:53:00Z", "transaction_amount_usd": 1176.95 }, { "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": 0.752, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2076.69, "financial_exposure_usd": 3891.36, "recoverable_pct": 0.704 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101378", "label": "fraudulent", "label_confidence": 0.96, "severity": "critical", "timestamp": "2026-01-01T22:58:00Z", "trace_id": "95745b9f-c1d6-7539-6de8-cc17df0d7ee5" }
{ "account_age_days": 1951, "account_id": "ACCT-C2C78CCF9B9B", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.325 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 382, "timestamp": "2026-01-01T22:58:00Z", "transaction_amount_usd": 1626.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.565, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 313709.55, "financial_exposure_usd": 742938.47, "recoverable_pct": 0.667 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100182", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-01T03:02:00Z", "trace_id": "9884f76d-091e-11df-a2cf-c32d4c34f9de" }
{ "account_age_days": 1413, "account_id": "ACCT-6FDBAB51EF7B", "baseline_risk_score": 0.27, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1175, "timestamp": "2026-01-01T03:02:00Z", "transaction_amount_usd": 4875.18 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.651, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 404849.31, "financial_exposure_usd": 530759.51, "recoverable_pct": 0.773 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107030", "label": "benign", "label_confidence": 0.616, "severity": "medium", "timestamp": "2026-01-05T21:10:00Z", "trace_id": "1b570894-d274-302b-64f9-7c314fd6b456" }
{ "account_age_days": 1860, "account_id": "ACCT-2EAC3C5F2226", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.318 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 362, "timestamp": "2026-01-05T15:42:00Z", "transaction_amount_usd": 5.29 }, { "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": 0.643, "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": 1745.45, "financial_exposure_usd": 4115.4, "recoverable_pct": 0.811 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103926", "label": "fraudulent", "label_confidence": 0.636, "severity": "medium", "timestamp": "2026-01-03T17:26:00Z", "trace_id": "a25cd84f-bcfe-0b39-a2b3-2428da09016e" }
{ "account_age_days": 560, "account_id": "ACCT-567B5EABC8EB", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.233 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 527, "timestamp": "2026-01-03T17:26:00Z", "transaction_amount_usd": 1028498.77 }, { "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": 0.882, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1466329.24, "financial_exposure_usd": 2479568.77, "recoverable_pct": 0.427 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109073", "label": "benign", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-07T07:13:00Z", "trace_id": "b52fbdd8-e722-9b32-f9ef-d761c539a160" }
{ "account_age_days": 190, "account_id": "ACCT-1FA3AD3F1D46", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.893 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 103, "timestamp": "2026-01-06T19:26:00Z", "transaction_amount_usd": 8.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.486, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 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": 1368.31, "financial_exposure_usd": 1563.63, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100046", "label": "fraudulent", "label_confidence": 0.784, "severity": "medium", "timestamp": "2026-01-01T00:46:00Z", "trace_id": "25f88c74-53ea-4919-db48-62c2d5ff2a1f" }
{ "account_age_days": 1024, "account_id": "ACCT-3EEBC04A9DF2", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.65 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 612, "timestamp": "2026-01-01T00:46:00Z", "transaction_amount_usd": 116223.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.637, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 327146.83, "financial_exposure_usd": 576099.05, "recoverable_pct": 0.117 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107345", "label": "benign", "label_confidence": 0.541, "severity": "critical", "timestamp": "2026-01-06T02:25:00Z", "trace_id": "5b03a012-22c2-fea9-ad8e-a9d3e52593a9" }
{ "account_age_days": 1530, "account_id": "ACCT-0347BFBFA359", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.72 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1046, "timestamp": "2026-01-06T02:25:00Z", "transaction_amount_usd": 14400.67 }, { "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": 0.543, "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": 1788.2, "financial_exposure_usd": 1807.47, "recoverable_pct": 0.708 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109386", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T12:26:00Z", "trace_id": "6a108b10-2f4c-27b0-0c02-6f11aa757e4b" }
{ "account_age_days": 1307, "account_id": "ACCT-5DCA5AE141C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.147 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 395, "timestamp": "2026-01-07T12:26:00Z", "transaction_amount_usd": 9984.58 }, { "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": 0.571, "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": 3799.49, "financial_exposure_usd": 6546.6, "recoverable_pct": 0.879 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105746", "label": "fraudulent", "label_confidence": 0.914, "severity": "high", "timestamp": "2026-01-04T23:46:00Z", "trace_id": "ae7febec-d598-ef81-551d-1a319f9eee30" }
{ "account_age_days": 1178, "account_id": "ACCT-2A78DD36D09E", "baseline_risk_score": 0.089, "kyc_tier": "tier_2", "session_entropy": 0.904 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 226, "timestamp": "2026-01-04T12:09:00Z", "transaction_amount_usd": 10.54 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.562, "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": 1565754.73, "financial_exposure_usd": 1877433.79, "recoverable_pct": 0.741 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102063", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-02T10:23:00Z", "trace_id": "cbab4cd4-f021-ed61-cbc4-9a92838d18a6" }
{ "account_age_days": 566, "account_id": "ACCT-6351A8E81EF7", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.22 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 286, "timestamp": "2026-01-02T00:47:00Z", "transaction_amount_usd": 4.66 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.707, "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": 802962.84, "financial_exposure_usd": 990497.57, "recoverable_pct": 0.286 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100357", "label": "fraudulent", "label_confidence": 0.903, "severity": "low", "timestamp": "2026-01-01T05:57:00Z", "trace_id": "35b1d7d4-1c09-3b82-44cb-3cf68e241f29" }
{ "account_age_days": 1251, "account_id": "ACCT-6FD13B5E8857", "baseline_risk_score": 0.548, "kyc_tier": "tier_2", "session_entropy": 0.491 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1030, "timestamp": "2026-01-01T05:57:00Z", "transaction_amount_usd": 32801.07 }, { "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": 0.744, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 368640.94, "financial_exposure_usd": 520612.24, "recoverable_pct": 0.362 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107969", "label": "benign", "label_confidence": 0.509, "severity": "medium", "timestamp": "2026-01-06T12:49:00Z", "trace_id": "f5230db6-3d7e-b3f9-98bb-d27f915e759f" }
{ "account_age_days": 1263, "account_id": "ACCT-91C82EE1DA87", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.25 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 259, "timestamp": "2026-01-06T05:09:00Z", "transaction_amount_usd": 14.55 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.681, "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": 3592.34, "financial_exposure_usd": 4559.23, "recoverable_pct": 0.503 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101875", "label": "fraudulent", "label_confidence": 0.763, "severity": "critical", "timestamp": "2026-01-02T07:15:00Z", "trace_id": "f8111e34-0d20-de6f-6f88-c259c028339e" }
{ "account_age_days": 1830, "account_id": "ACCT-3FB5404D07F7", "baseline_risk_score": 0.415, "kyc_tier": "tier_2", "session_entropy": 0.811 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 282, "timestamp": "2026-01-02T07:15:00Z", "transaction_amount_usd": 54551.92 }, { "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": 0.654, "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": 353912.73, "financial_exposure_usd": 411698.15, "recoverable_pct": 0.506 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102779", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-02T22:19:00Z", "trace_id": "4881e261-2d09-4f05-f37e-9f6da8c10a9b" }
{ "account_age_days": 817, "account_id": "ACCT-F785A2B4F2BF", "baseline_risk_score": 0.487, "kyc_tier": "tier_3", "session_entropy": 0.731 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 335, "timestamp": "2026-01-02T22:19:00Z", "transaction_amount_usd": 48807.28 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.927, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 517433.79, "financial_exposure_usd": 1017637.63, "recoverable_pct": 0.71 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106169", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-05T06:49:00Z", "trace_id": "b6141447-be98-c660-12c7-76392ecd3f7b" }
{ "account_age_days": 890, "account_id": "ACCT-BD12A2523FD1", "baseline_risk_score": 0.408, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 581, "timestamp": "2026-01-05T06:49:00Z", "transaction_amount_usd": 2767211.26 }, { "asset": "USD", "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": 0.755, "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": 2568425.39, "financial_exposure_usd": 6058295.28, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108359", "label": "benign", "label_confidence": 0.567, "severity": "high", "timestamp": "2026-01-06T19:19:00Z", "trace_id": "a0467721-d699-9ea2-ebf9-3de93cd8d9f8" }
{ "account_age_days": 1494, "account_id": "ACCT-A5723B8E0D58", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 119, "timestamp": "2026-01-06T19:19:00Z", "transaction_amount_usd": 1223.56 }, { "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": 0.632, "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": 1990.97, "financial_exposure_usd": 2463.6, "recoverable_pct": 0.866 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106300", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-05T09:00:00Z", "trace_id": "f984af8e-613e-426f-2fef-827cd5c1c27c" }
{ "account_age_days": 1091, "account_id": "ACCT-983528195AEA", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.538 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1092, "timestamp": "2026-01-05T09:00:00Z", "transaction_amount_usd": 2821964.64 }, { "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": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1626483.4, "financial_exposure_usd": 3088638.23, "recoverable_pct": 0.711 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109282", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-07T10:42:00Z", "trace_id": "3f199417-54f7-1406-3a2f-009828fc7375" }
{ "account_age_days": 472, "account_id": "ACCT-416BEECC4CB7", "baseline_risk_score": 0.142, "kyc_tier": "tier_2", "session_entropy": 0.475 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1078, "timestamp": "2026-01-07T10:42:00Z", "transaction_amount_usd": 2728.85 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.786, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3223.15, "financial_exposure_usd": 3762.91, "recoverable_pct": 0.909 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108560", "label": "benign", "label_confidence": 0.724, "severity": "low", "timestamp": "2026-01-06T22:40:00Z", "trace_id": "7a4947c0-7a2e-092f-760c-5d6d807076c3" }
{ "account_age_days": 1244, "account_id": "ACCT-5C8D7F234A20", "baseline_risk_score": 0.068, "kyc_tier": "tier_3", "session_entropy": 0.514 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 419, "timestamp": "2026-01-06T22:40:00Z", "transaction_amount_usd": 14513.9 }, { "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": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2202.83, "financial_exposure_usd": 2427.98, "recoverable_pct": 0.872 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104799", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-04T07:59:00Z", "trace_id": "116f0368-e106-4333-3c85-13aadbbef395" }
{ "account_age_days": 1784, "account_id": "ACCT-27A772004B73", "baseline_risk_score": 0.107, "kyc_tier": "tier_2", "session_entropy": 0.198 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 415, "timestamp": "2026-01-04T07:59:00Z", "transaction_amount_usd": 1690391.61 }, { "asset": "USD", "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": 0.596, "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": 3385422.23, "financial_exposure_usd": 6359027.82, "recoverable_pct": 0.752 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103106", "label": "fraudulent", "label_confidence": 0.808, "severity": "critical", "timestamp": "2026-01-03T03:46:00Z", "trace_id": "bdb21400-2332-069b-4268-e648405c2b9b" }
{ "account_age_days": 749, "account_id": "ACCT-F5547FB0CB58", "baseline_risk_score": 0.333, "kyc_tier": "tier_3", "session_entropy": 0.61 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 348, "timestamp": "2026-01-02T20:22:00Z", "transaction_amount_usd": 0.37 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.697, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 989436.49, "financial_exposure_usd": 1198813.26, "recoverable_pct": 0.493 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107217", "label": "benign", "label_confidence": 0.57, "severity": "medium", "timestamp": "2026-01-06T00:17:00Z", "trace_id": "5c074df7-a133-efcb-ebf2-758a7a49fd1f" }
{ "account_age_days": 1469, "account_id": "ACCT-209805A371D0", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.848 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 593, "timestamp": "2026-01-06T00:17:00Z", "transaction_amount_usd": 10744.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.534, "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": 1630.6, "financial_exposure_usd": 1991, "recoverable_pct": 0.532 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109412", "label": "benign", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-07T12:52:00Z", "trace_id": "a4f3af68-a742-e269-06b6-a9502edf7f5a" }
{ "account_age_days": 1782, "account_id": "ACCT-104D6075F886", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.376 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 111, "timestamp": "2026-01-07T12:52:00Z", "transaction_amount_usd": 7933.66 }, { "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": 0.627, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2098.49, "financial_exposure_usd": 3119.78, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102999", "label": "fraudulent", "label_confidence": 0.767, "severity": "critical", "timestamp": "2026-01-03T01:59:00Z", "trace_id": "6a82e24a-90df-d252-6e69-0e23ca76c9a2" }
{ "account_age_days": 651, "account_id": "ACCT-FBC6A4A7FF03", "baseline_risk_score": 0.379, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 830, "timestamp": "2026-01-03T01:59:00Z", "transaction_amount_usd": 3424.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.803, "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": 604284.69, "financial_exposure_usd": 1106706.32, "recoverable_pct": 0.076 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105813", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-05T00:53:00Z", "trace_id": "609f86ee-f5d3-6916-858f-b25eaf8c8488" }
{ "account_age_days": 1741, "account_id": "ACCT-0DFE1D1D23C9", "baseline_risk_score": 0.085, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 326, "timestamp": "2026-01-05T00:53:00Z", "transaction_amount_usd": 1020919.54 }, { "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": 0.66, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1715229.49, "financial_exposure_usd": 3481580.77, "recoverable_pct": 0.949 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109590", "label": "benign", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-07T15:50:00Z", "trace_id": "1a4f5e21-a5bb-c1a8-a9cc-2a00ece63033" }
{ "account_age_days": 725, "account_id": "ACCT-3F79F70FB27F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 290, "timestamp": "2026-01-07T12:53:00Z", "transaction_amount_usd": 2.51 }, { "asset": "JPY", "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": 0.661, "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": 1717.82, "financial_exposure_usd": 2181.91, "recoverable_pct": 0.455 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101990", "label": "fraudulent", "label_confidence": 0.906, "severity": "critical", "timestamp": "2026-01-02T09:10:00Z", "trace_id": "1c770f78-1e83-74b8-6ba6-29751a7bfd28" }
{ "account_age_days": 1961, "account_id": "ACCT-FBE88C6E3D22", "baseline_risk_score": 0.625, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 393, "timestamp": "2026-01-02T04:14:00Z", "transaction_amount_usd": 3.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 488823.82, "financial_exposure_usd": 732472.7, "recoverable_pct": 0.34 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105031", "label": "fraudulent", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-04T11:51:00Z", "trace_id": "1c7094f6-6966-ec4c-132e-fb1ca4b4606b" }
{ "account_age_days": 1568, "account_id": "ACCT-2F1DB4F2E6B7", "baseline_risk_score": 0.352, "kyc_tier": "tier_3", "session_entropy": 0.564 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 999, "timestamp": "2026-01-04T11:51:00Z", "transaction_amount_usd": 574672.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.633, "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": 2006667.4, "financial_exposure_usd": 2025489.48, "recoverable_pct": 0.633 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100777", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-01T12:57:00Z", "trace_id": "50827c4e-1a57-9ab9-549c-96767b3dd48a" }
{ "account_age_days": 194, "account_id": "ACCT-D1B3F6B16D73", "baseline_risk_score": 0.597, "kyc_tier": "tier_1", "session_entropy": 0.401 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 804, "timestamp": "2026-01-01T12:57:00Z", "transaction_amount_usd": 53048.81 }, { "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": 0.852, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 771930.6, "financial_exposure_usd": 877490.19, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109918", "label": "benign", "label_confidence": 0.574, "severity": "low", "timestamp": "2026-01-07T21:18:00Z", "trace_id": "20c99743-339e-8f27-0689-c6d331fb3884" }
{ "account_age_days": 282, "account_id": "ACCT-FFFE7410F3EA", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.755 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 347, "timestamp": "2026-01-07T21:18:00Z", "transaction_amount_usd": 7717.2 }, { "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": 0.642, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2877.78, "financial_exposure_usd": 3461.36, "recoverable_pct": 0.482 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107305", "label": "benign", "label_confidence": 0.724, "severity": "medium", "timestamp": "2026-01-06T01:45:00Z", "trace_id": "dce6278a-50e0-ae85-d778-a779b4bae426" }
{ "account_age_days": 1814, "account_id": "ACCT-8FF8F42A161D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.403 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1037, "timestamp": "2026-01-06T01:45:00Z", "transaction_amount_usd": 11971.42 }, { "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": 0.474, "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": 748.79, "financial_exposure_usd": 1054.52, "recoverable_pct": 0.712 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105981", "label": "fraudulent", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-05T03:41:00Z", "trace_id": "9273d012-12d9-7b8a-b5a7-b0a2118c9b28" }
{ "account_age_days": 492, "account_id": "ACCT-949B7CA9B8D5", "baseline_risk_score": 0.433, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 822, "timestamp": "2026-01-05T03:41:00Z", "transaction_amount_usd": 53389.7 }, { "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": 0.751, "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": 4390802.65, "financial_exposure_usd": 8969920.85, "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-106101", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-05T05:41:00Z", "trace_id": "e8a88151-aa0d-e1ce-290b-4a74b7946db9" }
{ "account_age_days": 1866, "account_id": "ACCT-3C011FDA9E16", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.647 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 269, "timestamp": "2026-01-04T22:57:00Z", "transaction_amount_usd": 2.38 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.882, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2843531.21, "financial_exposure_usd": 3506924.64, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102493", "label": "fraudulent", "label_confidence": 0.838, "severity": "critical", "timestamp": "2026-01-02T17:33:00Z", "trace_id": "d8471d2b-02fc-35ca-200c-32b948335418" }
{ "account_age_days": 614, "account_id": "ACCT-B4A95404D83C", "baseline_risk_score": 0.621, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 142, "timestamp": "2026-01-02T05:59:00Z", "transaction_amount_usd": 10.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.76, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 655378.68, "financial_exposure_usd": 757724.72, "recoverable_pct": 0.438 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109295", "label": "benign", "label_confidence": 0.579, "severity": "critical", "timestamp": "2026-01-07T10:55:00Z", "trace_id": "0d6cddeb-bbb4-b621-7070-d8f2765493c2" }
{ "account_age_days": 1312, "account_id": "ACCT-8DB1A2FC5858", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.619 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 865, "timestamp": "2026-01-07T10:55:00Z", "transaction_amount_usd": 5022.54 }, { "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": 0.489, "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": 537.31, "financial_exposure_usd": 762.41, "recoverable_pct": 0.99 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103009", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-03T02:09:00Z", "trace_id": "429d90e8-cf61-b4aa-88dc-61d9a19c0a13" }
{ "account_age_days": 263, "account_id": "ACCT-1ED3BB0936D6", "baseline_risk_score": 0.255, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 281, "timestamp": "2026-01-02T21:06:00Z", "transaction_amount_usd": 22.17 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.409, "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": 253636.3, "financial_exposure_usd": 628159.05, "recoverable_pct": 0.492 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105666", "label": "fraudulent", "label_confidence": 0.897, "severity": "critical", "timestamp": "2026-01-04T22:26:00Z", "trace_id": "d2779944-0299-5253-cf9b-2b7e30f78e38" }
{ "account_age_days": 310, "account_id": "ACCT-392438806393", "baseline_risk_score": 0.334, "kyc_tier": "tier_2", "session_entropy": 0.304 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 725, "timestamp": "2026-01-04T22:26:00Z", "transaction_amount_usd": 1124062 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.638, "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": 1444446.44, "financial_exposure_usd": 2791884.3, "recoverable_pct": 0.881 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107381", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-06T03:01:00Z", "trace_id": "9e3bc48b-b9e4-5a19-27c8-315edba89b23" }
{ "account_age_days": 1704, "account_id": "ACCT-7A053C0E72F5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 300, "timestamp": "2026-01-05T22:46:00Z", "transaction_amount_usd": 23.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.787, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4189.35, "financial_exposure_usd": 5297.48, "recoverable_pct": 0.744 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101823", "label": "fraudulent", "label_confidence": 0.785, "severity": "low", "timestamp": "2026-01-02T06:23:00Z", "trace_id": "4c1f6599-c326-c591-8223-46fb17facfd3" }
{ "account_age_days": 643, "account_id": "ACCT-AE17799F56D9", "baseline_risk_score": 0.463, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 333, "timestamp": "2026-01-02T04:46:00Z", "transaction_amount_usd": 7.69 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "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": 507052.01, "financial_exposure_usd": 676049.97, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107613", "label": "benign", "label_confidence": 0.519, "severity": "low", "timestamp": "2026-01-06T06:53:00Z", "trace_id": "bbc3ec03-1bca-c80e-e7bf-93a9ec7f021d" }
{ "account_age_days": 836, "account_id": "ACCT-81A97FFF994B", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1028, "timestamp": "2026-01-06T06:53:00Z", "transaction_amount_usd": 7045.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.453, "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": 2173.15, "financial_exposure_usd": 3560.65, "recoverable_pct": 0.857 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107853", "label": "benign", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-06T10:53:00Z", "trace_id": "1c0a4cca-da2b-aaef-d097-4adc60b88ddf" }
{ "account_age_days": 1507, "account_id": "ACCT-E0C603E3538D", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.147 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 876, "timestamp": "2026-01-06T10:53:00Z", "transaction_amount_usd": 14255.08 }, { "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": 0.791, "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": 4925.05, "financial_exposure_usd": 4992.28, "recoverable_pct": 0.438 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105719", "label": "fraudulent", "label_confidence": 0.634, "severity": "medium", "timestamp": "2026-01-04T23:19:00Z", "trace_id": "411cad7e-5e77-d337-e5f7-aadf0922f225" }
{ "account_age_days": 1431, "account_id": "ACCT-6B7DC26CD6B9", "baseline_risk_score": 0.23, "kyc_tier": "tier_2", "session_entropy": 0.765 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 179, "timestamp": "2026-01-04T15:28:00Z", "transaction_amount_usd": 17.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.884, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4563886.48, "financial_exposure_usd": 5987723.21, "recoverable_pct": 0.799 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102430", "label": "fraudulent", "label_confidence": 0.826, "severity": "critical", "timestamp": "2026-01-02T16:30:00Z", "trace_id": "2553c4c9-cd76-e92d-a850-447edbdd31a1" }
{ "account_age_days": 1628, "account_id": "ACCT-8BDC468B5C99", "baseline_risk_score": 0.614, "kyc_tier": "tier_2", "session_entropy": 0.598 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 482, "timestamp": "2026-01-02T16:30:00Z", "transaction_amount_usd": 14136.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.822, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 534533.25, "financial_exposure_usd": 1069225.38, "recoverable_pct": 0.746 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107008", "label": "benign", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-05T20:48:00Z", "trace_id": "8de87a7b-e7cf-404f-e275-1e48b2404b8a" }
{ "account_age_days": 1210, "account_id": "ACCT-D3BD0E6E3AFC", "baseline_risk_score": 0.145, "kyc_tier": "tier_3", "session_entropy": 0.622 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 102, "timestamp": "2026-01-05T20:48:00Z", "transaction_amount_usd": 6435.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.534, "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": 2401.06, "financial_exposure_usd": 4378.7, "recoverable_pct": 0.669 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103675", "label": "fraudulent", "label_confidence": 0.75, "severity": "medium", "timestamp": "2026-01-03T13:15:00Z", "trace_id": "b5e60e0a-cc8c-3fff-93ca-a0c92e0d5dc3" }
{ "account_age_days": 1688, "account_id": "ACCT-DA045042F36A", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.486 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 159, "timestamp": "2026-01-03T12:08:00Z", "transaction_amount_usd": 2.1 }, { "asset": "BTC", "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": 0.761, "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": 3326500.96, "financial_exposure_usd": 5105731.22, "recoverable_pct": 0.423 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106553", "label": "fraudulent", "label_confidence": 0.775, "severity": "critical", "timestamp": "2026-01-05T13:13:00Z", "trace_id": "10b75174-d908-a25a-a79d-65fe496c2f9b" }
{ "account_age_days": 1483, "account_id": "ACCT-6E5F208DA8FE", "baseline_risk_score": 0.417, "kyc_tier": "tier_2", "session_entropy": 0.768 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 624, "timestamp": "2026-01-05T13:13:00Z", "transaction_amount_usd": 2827488.76 }, { "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": 0.865, "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": 2538841.06, "financial_exposure_usd": 4730120.85, "recoverable_pct": 0.572 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103040", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-03T02:40:00Z", "trace_id": "43346b97-bb02-f367-ff0e-07b45eac80c5" }
{ "account_age_days": 762, "account_id": "ACCT-5D36A47077A4", "baseline_risk_score": 0.28, "kyc_tier": "tier_2", "session_entropy": 0.917 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 344, "timestamp": "2026-01-03T00:01:00Z", "transaction_amount_usd": 12 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.92, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 183541.09, "financial_exposure_usd": 447950, "recoverable_pct": 0.264 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103062", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-03T03:02:00Z", "trace_id": "28d323e0-b915-2650-c039-8dce5db6bd78" }
{ "account_age_days": 1247, "account_id": "ACCT-44EE206A8AFB", "baseline_risk_score": 0.355, "kyc_tier": "tier_2", "session_entropy": 0.636 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 615, "timestamp": "2026-01-03T03:02:00Z", "transaction_amount_usd": 1382.89 }, { "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": 0.473, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 267442.31, "financial_exposure_usd": 576538.84, "recoverable_pct": 0.093 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102682", "label": "fraudulent", "label_confidence": 0.933, "severity": "low", "timestamp": "2026-01-02T20:42:00Z", "trace_id": "79028262-98bb-c323-52fb-2fd21218add6" }
{ "account_age_days": 1852, "account_id": "ACCT-82F4ABB1CF7C", "baseline_risk_score": 0.605, "kyc_tier": "tier_1", "session_entropy": 0.659 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1018, "timestamp": "2026-01-02T20:42:00Z", "transaction_amount_usd": 770.32 }, { "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": 0.93, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 615670.98, "financial_exposure_usd": 687322.53, "recoverable_pct": 0.713 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101188", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-01T19:48:00Z", "trace_id": "285d96ff-bd09-d97a-80f4-a56e8314d948" }
{ "account_age_days": 1278, "account_id": "ACCT-EFD10041CA24", "baseline_risk_score": 0.367, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 111, "timestamp": "2026-01-01T19:48:00Z", "transaction_amount_usd": 52402.76 }, { "asset": "SOL", "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": 0.437, "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": 681435.8, "financial_exposure_usd": 958311.2, "recoverable_pct": 0.647 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101290", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-01T21:30:00Z", "trace_id": "c6bb3b6c-5fea-4b06-aa30-7af16df9d561" }
{ "account_age_days": 1452, "account_id": "ACCT-6BB43A284879", "baseline_risk_score": 0.398, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 315, "timestamp": "2026-01-01T21:30:00Z", "transaction_amount_usd": 111594.9 }, { "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": 0.405, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 665916.47, "financial_exposure_usd": 864561.61, "recoverable_pct": 0.216 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101563", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-02T02:03:00Z", "trace_id": "d1d74024-8a97-3c84-c507-955a46dba376" }
{ "account_age_days": 1621, "account_id": "ACCT-7E36B695464A", "baseline_risk_score": 0.506, "kyc_tier": "tier_1", "session_entropy": 0.139 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 532, "timestamp": "2026-01-02T02:03:00Z", "transaction_amount_usd": 81055.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.519, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 380598.48, "financial_exposure_usd": 605788.89, "recoverable_pct": 0.616 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100187", "label": "fraudulent", "label_confidence": 0.925, "severity": "medium", "timestamp": "2026-01-01T03:07:00Z", "trace_id": "266c3392-396c-6135-34d8-8c514f2ed3eb" }
{ "account_age_days": 107, "account_id": "ACCT-89747BAF1928", "baseline_risk_score": 0.348, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1020, "timestamp": "2026-01-01T03:07:00Z", "transaction_amount_usd": 87587.04 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.468, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 501369.64, "financial_exposure_usd": 753781.93, "recoverable_pct": 0.405 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104129", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-03T20:49:00Z", "trace_id": "8718c6f5-9911-537d-ae4b-27c6ee92f67f" }
{ "account_age_days": 872, "account_id": "ACCT-AC3BF8981CF9", "baseline_risk_score": 0.352, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 124, "timestamp": "2026-01-03T12:50:00Z", "transaction_amount_usd": 5.67 }, { "asset": "USD", "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": 0.934, "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": 3041923.27, "financial_exposure_usd": 3429695.21, "recoverable_pct": 0.816 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107024", "label": "benign", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-05T21:04:00Z", "trace_id": "26a254c3-e9d4-ba07-538e-57f6972d4787" }
{ "account_age_days": 794, "account_id": "ACCT-C4BE46C8D3D0", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.75 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 977, "timestamp": "2026-01-05T21:04:00Z", "transaction_amount_usd": 3295.93 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.665, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 5104.51, "financial_exposure_usd": 9359.83, "recoverable_pct": 0.529 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108171", "label": "benign", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-06T16:11:00Z", "trace_id": "fb79a111-695b-97d5-aa54-1d8949e3df9e" }
{ "account_age_days": 1696, "account_id": "ACCT-985CCE6B60B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 871, "timestamp": "2026-01-06T16:11:00Z", "transaction_amount_usd": 13865.03 }, { "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": 0.649, "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": 4968.22, "financial_exposure_usd": 5309.84, "recoverable_pct": 0.736 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105479", "label": "fraudulent", "label_confidence": 0.821, "severity": "critical", "timestamp": "2026-01-04T19:19:00Z", "trace_id": "0c815567-ba1f-ad70-a271-50983d62dee2" }
{ "account_age_days": 592, "account_id": "ACCT-C5AECC39DD4B", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.505 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 173, "timestamp": "2026-01-04T11:46:00Z", "transaction_amount_usd": 9.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2933922.29, "financial_exposure_usd": 3605612.2, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101129", "label": "fraudulent", "label_confidence": 0.781, "severity": "low", "timestamp": "2026-01-01T18:49:00Z", "trace_id": "f69ae79f-f2ab-2697-6bed-53746a602de3" }
{ "account_age_days": 1888, "account_id": "ACCT-64F375D235AF", "baseline_risk_score": 0.257, "kyc_tier": "tier_1", "session_entropy": 0.255 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 632, "timestamp": "2026-01-01T18:49:00Z", "transaction_amount_usd": 28871.29 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.67, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 384915.06, "financial_exposure_usd": 818187.23, "recoverable_pct": 0.156 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106416", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-05T10:56:00Z", "trace_id": "6d3b2d5a-3ae6-dfc4-fa72-10139ad7ea03" }
{ "account_age_days": 503, "account_id": "ACCT-10A68F55240F", "baseline_risk_score": 0.434, "kyc_tier": "tier_1", "session_entropy": 0.351 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 568, "timestamp": "2026-01-05T10:56:00Z", "transaction_amount_usd": 1643105.49 }, { "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": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 2328462.2, "financial_exposure_usd": 2922369.91, "recoverable_pct": 0.598 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107838", "label": "benign", "label_confidence": 0.545, "severity": "low", "timestamp": "2026-01-06T10:38:00Z", "trace_id": "26d700c3-61c3-5cfd-8dbe-429b7dd077a4" }
{ "account_age_days": 842, "account_id": "ACCT-2D1A7FC7E0A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.642 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 200, "timestamp": "2026-01-06T04:31:00Z", "transaction_amount_usd": 10.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3937.85, "financial_exposure_usd": 4133.26, "recoverable_pct": 0.81 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102027", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-02T09:47:00Z", "trace_id": "bab8d091-b00b-a510-e0cb-79e0ccaeb0dd" }
{ "account_age_days": 1595, "account_id": "ACCT-D52F602DCC19", "baseline_risk_score": 0.517, "kyc_tier": "tier_1", "session_entropy": 0.78 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1190, "timestamp": "2026-01-02T09:47:00Z", "transaction_amount_usd": 52439.14 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.431, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 733101.53, "financial_exposure_usd": 780605.6, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106276", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-05T08:36:00Z", "trace_id": "a0ae7b02-5699-cd24-5a2f-2521c8724cd7" }
{ "account_age_days": 1354, "account_id": "ACCT-FC1521B1229A", "baseline_risk_score": 0.102, "kyc_tier": "tier_2", "session_entropy": 0.54 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 165, "timestamp": "2026-01-05T04:10:00Z", "transaction_amount_usd": 15.42 }, { "asset": "SOL", "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": 0.845, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1775732.42, "financial_exposure_usd": 2442316.27, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109466", "label": "benign", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-07T13:46:00Z", "trace_id": "4bd18482-042d-605e-f233-861c74724818" }
{ "account_age_days": 1387, "account_id": "ACCT-5742BD2B1F7C", "baseline_risk_score": 0.15, "kyc_tier": "tier_2", "session_entropy": 0.498 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 363, "timestamp": "2026-01-07T13:46:00Z", "transaction_amount_usd": 8948.97 }, { "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": 0.611, "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": 3582.38, "financial_exposure_usd": 3811.78, "recoverable_pct": 0.677 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104847", "label": "fraudulent", "label_confidence": 0.678, "severity": "high", "timestamp": "2026-01-04T08:47:00Z", "trace_id": "ae590340-5fd0-81fa-1376-50f71e20f889" }
{ "account_age_days": 1271, "account_id": "ACCT-0D1574757C8A", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.594 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 917, "timestamp": "2026-01-04T08:47:00Z", "transaction_amount_usd": 1819808.63 }, { "asset": "SOL", "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": 0.912, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 2322797.95, "financial_exposure_usd": 2941472.89, "recoverable_pct": 0.905 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101006", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-01T16:46:00Z", "trace_id": "e86ceeb2-2db0-7db6-5524-3ed345d332bf" }
{ "account_age_days": 250, "account_id": "ACCT-806E930089BF", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1025, "timestamp": "2026-01-01T16:46:00Z", "transaction_amount_usd": 84613.12 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.801, "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": 250563.53, "financial_exposure_usd": 589174.77, "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-107526", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-06T05:26:00Z", "trace_id": "cb366bfe-e9f5-dc1e-6dc1-7a73fce0950f" }
{ "account_age_days": 307, "account_id": "ACCT-6BF9695356B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.49 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 94, "timestamp": "2026-01-05T21:08:00Z", "transaction_amount_usd": 9.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.562, "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": 2040.16, "financial_exposure_usd": 2519.39, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103282", "label": "fraudulent", "label_confidence": 0.874, "severity": "high", "timestamp": "2026-01-03T06:42:00Z", "trace_id": "34262701-516e-96be-60a5-c78bfc7a62a7" }
{ "account_age_days": 92, "account_id": "ACCT-5C894AC5858D", "baseline_risk_score": 0.315, "kyc_tier": "tier_1", "session_entropy": 0.687 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1061, "timestamp": "2026-01-03T06:42:00Z", "transaction_amount_usd": 19037.87 }, { "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": 0.743, "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": 240680.79, "financial_exposure_usd": 414510.75, "recoverable_pct": 0.689 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105461", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-04T19:01:00Z", "trace_id": "4f72bdda-a705-d9ef-9af8-8e5ec6e74e16" }
{ "account_age_days": 1797, "account_id": "ACCT-A780A9CB34AA", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.289 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 833, "timestamp": "2026-01-04T19:01:00Z", "transaction_amount_usd": 1704476.37 }, { "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": 0.636, "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": 2899472.29, "financial_exposure_usd": 5882611.98, "recoverable_pct": 0.912 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107741", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-06T09:01:00Z", "trace_id": "bfe230bc-fb0d-b63a-3136-2767e5811154" }
{ "account_age_days": 129, "account_id": "ACCT-E1FF6C31F58F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 297, "timestamp": "2026-01-05T21:30:00Z", "transaction_amount_usd": 3.4 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.585, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1634.8, "financial_exposure_usd": 2738.45, "recoverable_pct": 0.555 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101634", "label": "fraudulent", "label_confidence": 0.805, "severity": "critical", "timestamp": "2026-01-02T03:14:00Z", "trace_id": "a8b26268-c042-7f10-a21a-67eace9ea502" }
{ "account_age_days": 333, "account_id": "ACCT-39D8FDDC71B9", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.765 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 108, "timestamp": "2026-01-01T23:24:00Z", "transaction_amount_usd": 23.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.365, "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": 348270.28, "financial_exposure_usd": 360088.74, "recoverable_pct": 0.28 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102945", "label": "fraudulent", "label_confidence": 0.926, "severity": "critical", "timestamp": "2026-01-03T01:05:00Z", "trace_id": "49b60911-656f-bc4e-1701-48694cf87852" }
{ "account_age_days": 1590, "account_id": "ACCT-1C6502EA11A0", "baseline_risk_score": 0.396, "kyc_tier": "tier_1", "session_entropy": 0.517 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 426, "timestamp": "2026-01-03T01:05:00Z", "transaction_amount_usd": 71590.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.944, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 658145.49, "financial_exposure_usd": 1110847.02, "recoverable_pct": 0.554 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108527", "label": "benign", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-06T22:07:00Z", "trace_id": "e06b7a97-8f5d-1300-3b9d-b02aa51b9663" }
{ "account_age_days": 553, "account_id": "ACCT-9290749E0700", "baseline_risk_score": 0.133, "kyc_tier": "tier_3", "session_entropy": 0.167 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 80, "timestamp": "2026-01-06T14:31:00Z", "transaction_amount_usd": 1.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.628, "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": 1450.09, "financial_exposure_usd": 1479.67, "recoverable_pct": 0.805 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106295", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-05T08:55:00Z", "trace_id": "c33961e6-4dea-1c0d-a262-61d01575608d" }
{ "account_age_days": 231, "account_id": "ACCT-0DE532121C90", "baseline_risk_score": 0.184, "kyc_tier": "tier_3", "session_entropy": 0.451 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 118, "timestamp": "2026-01-05T06:48:00Z", "transaction_amount_usd": 12.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.832, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4182764.78, "financial_exposure_usd": 6333658.1, "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-106551", "label": "fraudulent", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-05T13:11:00Z", "trace_id": "23c1ab8d-2384-45eb-cae3-d06c29265fe9" }
{ "account_age_days": 1627, "account_id": "ACCT-A2172233BE29", "baseline_risk_score": 0.336, "kyc_tier": "tier_2", "session_entropy": 0.274 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 150, "timestamp": "2026-01-05T04:12:00Z", "transaction_amount_usd": 15.07 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.543, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5708932.58, "financial_exposure_usd": 6861922.01, "recoverable_pct": 0.955 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105829", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-05T01:09:00Z", "trace_id": "3f00aa25-65be-83f6-04b9-5837f01811f8" }
{ "account_age_days": 247, "account_id": "ACCT-F78406216D5A", "baseline_risk_score": 0.16, "kyc_tier": "tier_2", "session_entropy": 0.812 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 398, "timestamp": "2026-01-04T19:14:00Z", "transaction_amount_usd": 3.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.383, "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": 2571131.74, "financial_exposure_usd": 3675918.39, "recoverable_pct": 0.828 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108735", "label": "benign", "label_confidence": 0.687, "severity": "high", "timestamp": "2026-01-07T01:35:00Z", "trace_id": "c545f304-42b2-6b2f-4234-1b056aa5ac6c" }
{ "account_age_days": 45, "account_id": "ACCT-DE03DEC885FC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.212 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1103, "timestamp": "2026-01-07T01:35:00Z", "transaction_amount_usd": 10339.67 }, { "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": 0.582, "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": 1112.17, "financial_exposure_usd": 2466.37, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103490", "label": "fraudulent", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-03T10:10:00Z", "trace_id": "174360c5-d3ea-2f68-2544-68e0732f895c" }
{ "account_age_days": 1151, "account_id": "ACCT-6A9BB9D9FB85", "baseline_risk_score": 0.213, "kyc_tier": "tier_3", "session_entropy": 0.246 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 340, "timestamp": "2026-01-02T22:15:00Z", "transaction_amount_usd": 3.93 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.716, "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": 8400993.9, "financial_exposure_usd": 9466685.88, "recoverable_pct": 0.99 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100196", "label": "fraudulent", "label_confidence": 0.862, "severity": "low", "timestamp": "2026-01-01T03:16:00Z", "trace_id": "1e06d96a-a302-7b21-02c1-c26953d509af" }
{ "account_age_days": 547, "account_id": "ACCT-97514F4938AC", "baseline_risk_score": 0.535, "kyc_tier": "tier_1", "session_entropy": 0.469 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 977, "timestamp": "2026-01-01T03:16:00Z", "transaction_amount_usd": 12762.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.686, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 246356.41, "financial_exposure_usd": 322465.87, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103493", "label": "fraudulent", "label_confidence": 0.726, "severity": "high", "timestamp": "2026-01-03T10:13:00Z", "trace_id": "31c0a064-c6db-ff7c-7a23-f8c6e11b8aa3" }
{ "account_age_days": 1355, "account_id": "ACCT-23D38A6CF3F4", "baseline_risk_score": 0.361, "kyc_tier": "tier_3", "session_entropy": 0.302 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 799, "timestamp": "2026-01-03T10:13:00Z", "transaction_amount_usd": 1123662.4 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.683, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1003764.39, "financial_exposure_usd": 1555101.81, "recoverable_pct": 0.98 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }