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-100755", "label": "fraudulent", "label_confidence": 0.772, "severity": "medium", "timestamp": "2026-01-01T12:35:00Z", "trace_id": "00b60e38-74d4-88ee-80c9-d17f69af3d0f" }
{ "account_age_days": 1749, "account_id": "ACCT-76CB084682F1", "baseline_risk_score": 0.633, "kyc_tier": "tier_2", "session_entropy": 0.324 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 811, "timestamp": "2026-01-01T12:35:00Z", "transaction_amount_usd": 51257.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.539, "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": 535647.42, "financial_exposure_usd": 1118420.05, "recoverable_pct": 0.508 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107916", "label": "benign", "label_confidence": 0.462, "severity": "high", "timestamp": "2026-01-06T11:56:00Z", "trace_id": "cb7fe8ff-438e-ca79-6bb5-63e0981c848a" }
{ "account_age_days": 570, "account_id": "ACCT-CACC7520121A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.346 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1196, "timestamp": "2026-01-06T11:56:00Z", "transaction_amount_usd": 14942.12 }, { "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": 0.681, "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": 1434.27, "financial_exposure_usd": 2912.3, "recoverable_pct": 0.408 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100180", "label": "fraudulent", "label_confidence": 0.828, "severity": "critical", "timestamp": "2026-01-01T03:00:00Z", "trace_id": "f15e609c-b297-fa7f-f719-ae4398cb3cb4" }
{ "account_age_days": 1876, "account_id": "ACCT-996337AA9C4E", "baseline_risk_score": 0.398, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 126, "timestamp": "2025-12-31T17:02:00Z", "transaction_amount_usd": 19.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "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": 510190.38, "financial_exposure_usd": 1196089.27, "recoverable_pct": 0.257 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103580", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-03T11:40:00Z", "trace_id": "0401c85b-3d05-b221-f913-ef6d55f913b5" }
{ "account_age_days": 1527, "account_id": "ACCT-E9C6D149E763", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.744 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 106, "timestamp": "2026-01-02T23:02:00Z", "transaction_amount_usd": 23.29 }, { "asset": "USD", "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": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2200318.73, "financial_exposure_usd": 3401902.08, "recoverable_pct": 0.898 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108240", "label": "benign", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-06T17:20:00Z", "trace_id": "da136577-69a5-0e3a-b9c5-6bae5dcd5e1f" }
{ "account_age_days": 998, "account_id": "ACCT-846D092383F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.564 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 332, "timestamp": "2026-01-06T17:20:00Z", "transaction_amount_usd": 184.01 }, { "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": 0.696, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1795, "financial_exposure_usd": 2703.82, "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-104930", "label": "fraudulent", "label_confidence": 0.8, "severity": "medium", "timestamp": "2026-01-04T10:10:00Z", "trace_id": "dae9a2e7-8c17-f6f3-3d92-fb8716a8bf7e" }
{ "account_age_days": 1114, "account_id": "ACCT-002885BBCC0B", "baseline_risk_score": 0.121, "kyc_tier": "tier_3", "session_entropy": 0.187 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 501, "timestamp": "2026-01-04T10:10:00Z", "transaction_amount_usd": 2953251.07 }, { "asset": "JPY", "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": 0.41, "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 AN...
{ "customer_funds_at_risk_usd": 4195899.07, "financial_exposure_usd": 5467430.65, "recoverable_pct": 0.996 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109186", "label": "benign", "label_confidence": 0.511, "severity": "low", "timestamp": "2026-01-07T09:06:00Z", "trace_id": "c3c5d3bb-d7de-9e65-dddb-986bc13db833" }
{ "account_age_days": 1868, "account_id": "ACCT-5C763ADB07FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.321 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 144, "timestamp": "2026-01-07T09:06:00Z", "transaction_amount_usd": 13068.04 }, { "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": 0.659, "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": 1213.66, "financial_exposure_usd": 1409.07, "recoverable_pct": 0.431 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106530", "label": "fraudulent", "label_confidence": 0.715, "severity": "high", "timestamp": "2026-01-05T12:50:00Z", "trace_id": "4ed3de6a-a0c2-c97f-14db-c0c27f8c30c0" }
{ "account_age_days": 605, "account_id": "ACCT-68D80A19E388", "baseline_risk_score": 0.34, "kyc_tier": "tier_3", "session_entropy": 0.735 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 574, "timestamp": "2026-01-05T12:50:00Z", "transaction_amount_usd": 51520.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.905, "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": 6051761.89, "financial_exposure_usd": 6103889.5, "recoverable_pct": 0.462 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104789", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T07:49:00Z", "trace_id": "acbd58e0-c0b7-741e-933d-a004b2dd0b53" }
{ "account_age_days": 1112, "account_id": "ACCT-93E0954E19F7", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.661 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 145, "timestamp": "2026-01-04T07:49:00Z", "transaction_amount_usd": 1713824.88 }, { "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": 0.634, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 596800.9, "financial_exposure_usd": 1220854.89, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100216", "label": "fraudulent", "label_confidence": 0.876, "severity": "critical", "timestamp": "2026-01-01T03:36:00Z", "trace_id": "2c88d257-6831-429e-58c7-14f2a3aa1839" }
{ "account_age_days": 1184, "account_id": "ACCT-D1C1A2DBA82A", "baseline_risk_score": 0.569, "kyc_tier": "tier_2", "session_entropy": 0.434 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1092, "timestamp": "2026-01-01T03:36:00Z", "transaction_amount_usd": 56364.36 }, { "asset": "SOL", "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": 0.763, "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": 535690.27, "financial_exposure_usd": 1000376.07, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102961", "label": "fraudulent", "label_confidence": 0.753, "severity": "critical", "timestamp": "2026-01-03T01:21:00Z", "trace_id": "d12fe6e6-091c-9aa9-912b-0823315eba45" }
{ "account_age_days": 23, "account_id": "ACCT-0E9EB68AF962", "baseline_risk_score": 0.622, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 287, "timestamp": "2026-01-02T18:55:00Z", "transaction_amount_usd": 7.03 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "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": 549991.54, "financial_exposure_usd": 732891.22, "recoverable_pct": 0.031 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100705", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-01T11:45:00Z", "trace_id": "46175fce-4bf7-dc4a-d496-1a223b7f9f07" }
{ "account_age_days": 1734, "account_id": "ACCT-229CC46A9AB4", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.502 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 186, "timestamp": "2026-01-01T07:03:00Z", "transaction_amount_usd": 24.99 }, { "asset": "USD", "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": 0.468, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 265343.18, "financial_exposure_usd": 376935.41, "recoverable_pct": 0.03 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102969", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-03T01:29:00Z", "trace_id": "663ce85f-57ae-a8c6-b8e2-8fc008d4a5e4" }
{ "account_age_days": 1454, "account_id": "ACCT-C0D3FE857006", "baseline_risk_score": 0.315, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1000, "timestamp": "2026-01-03T01:29:00Z", "transaction_amount_usd": 31145.39 }, { "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": 0.732, "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": 561294.58, "financial_exposure_usd": 594088.54, "recoverable_pct": 0.27 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104772", "label": "fraudulent", "label_confidence": 0.671, "severity": "low", "timestamp": "2026-01-04T07:32:00Z", "trace_id": "f925626d-cc68-1c0d-0e8a-df975c9c2154" }
{ "account_age_days": 319, "account_id": "ACCT-2B5D7A802623", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 139, "timestamp": "2026-01-04T05:11:00Z", "transaction_amount_usd": 3.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4473592.01, "financial_exposure_usd": 6658832.2, "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-109293", "label": "benign", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-07T10:53:00Z", "trace_id": "b476532f-5d8e-e626-ee44-ca99816dba65" }
{ "account_age_days": 1292, "account_id": "ACCT-2CDE581D2F98", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.756 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 569, "timestamp": "2026-01-07T10:53:00Z", "transaction_amount_usd": 12734.29 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.657, "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": 3204.5, "financial_exposure_usd": 5259.85, "recoverable_pct": 0.947 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103271", "label": "fraudulent", "label_confidence": 0.937, "severity": "critical", "timestamp": "2026-01-03T06:31:00Z", "trace_id": "c4db3f9f-a6f1-d129-e99b-6678a66110d9" }
{ "account_age_days": 554, "account_id": "ACCT-916048D39307", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.409 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 106, "timestamp": "2026-01-02T20:06:00Z", "transaction_amount_usd": 19.45 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.76, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 275247.37, "financial_exposure_usd": 597514.92, "recoverable_pct": 0.675 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100098", "label": "fraudulent", "label_confidence": 0.921, "severity": "medium", "timestamp": "2026-01-01T01:38:00Z", "trace_id": "5b7d9d2d-22af-f503-b17a-ff6de0d96670" }
{ "account_age_days": 1412, "account_id": "ACCT-DB583DD920F3", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.69 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 228, "timestamp": "2025-12-31T22:07:00Z", "transaction_amount_usd": 23.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.425, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 944979.69, "financial_exposure_usd": 955813.12, "recoverable_pct": 0.361 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101900", "label": "fraudulent", "label_confidence": 0.873, "severity": "critical", "timestamp": "2026-01-02T07:40:00Z", "trace_id": "d86b1fc3-cc9d-593a-8999-2d385d97670f" }
{ "account_age_days": 952, "account_id": "ACCT-BBE5C7911F9A", "baseline_risk_score": 0.582, "kyc_tier": "tier_1", "session_entropy": 0.321 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 122, "timestamp": "2026-01-01T23:28:00Z", "transaction_amount_usd": 10.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.673, "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": 407910.77, "financial_exposure_usd": 495098.7, "recoverable_pct": 0.367 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102727", "label": "fraudulent", "label_confidence": 0.754, "severity": "critical", "timestamp": "2026-01-02T21:27:00Z", "trace_id": "2f5f8dd1-bb0f-3d6f-8915-109499875cdd" }
{ "account_age_days": 1956, "account_id": "ACCT-AEC7F8320B73", "baseline_risk_score": 0.266, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 141, "timestamp": "2026-01-02T18:19:00Z", "transaction_amount_usd": 21.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.737, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 663695.87, "financial_exposure_usd": 978698.16, "recoverable_pct": 0.566 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107216", "label": "benign", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-06T00:16:00Z", "trace_id": "b77fd0e1-3fe3-efec-528f-1b4eaa22a25d" }
{ "account_age_days": 1525, "account_id": "ACCT-1C9DF25BF8E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.243 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 123, "timestamp": "2026-01-05T14:08:00Z", "transaction_amount_usd": 8.78 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "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": 2381.38, "financial_exposure_usd": 2466.36, "recoverable_pct": 0.723 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101177", "label": "fraudulent", "label_confidence": 0.857, "severity": "high", "timestamp": "2026-01-01T19:37:00Z", "trace_id": "d7e9f93b-4181-9218-372f-c7425ef5b6ec" }
{ "account_age_days": 546, "account_id": "ACCT-716E6E22A866", "baseline_risk_score": 0.589, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 547, "timestamp": "2026-01-01T19:37:00Z", "transaction_amount_usd": 78688.25 }, { "asset": "SOL", "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": 0.684, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 328845.56, "financial_exposure_usd": 420747.57, "recoverable_pct": 0.473 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106335", "label": "fraudulent", "label_confidence": 0.649, "severity": "high", "timestamp": "2026-01-05T09:35:00Z", "trace_id": "cd18c981-05de-c31d-51cc-7dc7ded6b197" }
{ "account_age_days": 627, "account_id": "ACCT-C9D13462AF26", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.621 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 951, "timestamp": "2026-01-05T09:35:00Z", "transaction_amount_usd": 2767967.28 }, { "asset": "GBP", "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": 0.781, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3085425.08, "financial_exposure_usd": 5421480.98, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100318", "label": "fraudulent", "label_confidence": 0.971, "severity": "high", "timestamp": "2026-01-01T05:18:00Z", "trace_id": "a0b5e6c3-bdcb-3eb2-c0c2-8c419155ed93" }
{ "account_age_days": 535, "account_id": "ACCT-04A6DCA6F908", "baseline_risk_score": 0.554, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1169, "timestamp": "2026-01-01T05:18:00Z", "transaction_amount_usd": 17094.21 }, { "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": 0.391, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 278983.86, "financial_exposure_usd": 469381.25, "recoverable_pct": 0.203 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106978", "label": "benign", "label_confidence": 0.58, "severity": "critical", "timestamp": "2026-01-05T20:18:00Z", "trace_id": "37d0a6a9-23f4-8b19-1918-2025c708e25f" }
{ "account_age_days": 497, "account_id": "ACCT-DFE1675C93BD", "baseline_risk_score": 0.196, "kyc_tier": "tier_2", "session_entropy": 0.844 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 458, "timestamp": "2026-01-05T20:18:00Z", "transaction_amount_usd": 9765.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.613, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1586.62, "financial_exposure_usd": 2074.31, "recoverable_pct": 0.885 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107505", "label": "benign", "label_confidence": 0.545, "severity": "high", "timestamp": "2026-01-06T05:05:00Z", "trace_id": "2d1e4822-4fea-0568-6dec-86b677df351f" }
{ "account_age_days": 824, "account_id": "ACCT-7FF74C717520", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.567 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1000, "timestamp": "2026-01-06T05:05:00Z", "transaction_amount_usd": 8201.19 }, { "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": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1763.36, "financial_exposure_usd": 2055.67, "recoverable_pct": 0.695 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100024", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-01T00:24:00Z", "trace_id": "a59b457f-c0d7-ac73-095f-fa8140d92bce" }
{ "account_age_days": 912, "account_id": "ACCT-F2E6195F732E", "baseline_risk_score": 0.63, "kyc_tier": "tier_1", "session_entropy": 0.415 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 303, "timestamp": "2025-12-31T20:54:00Z", "transaction_amount_usd": 6.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 603781.82, "financial_exposure_usd": 945151.08, "recoverable_pct": 0.552 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100256", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-01T04:16:00Z", "trace_id": "4e0bec8f-a07d-4d6c-01d0-468ca528698b" }
{ "account_age_days": 1262, "account_id": "ACCT-F48783EB939F", "baseline_risk_score": 0.62, "kyc_tier": "tier_1", "session_entropy": 0.582 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 292, "timestamp": "2025-12-31T17:14:00Z", "transaction_amount_usd": 2.25 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.879, "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": 355615.23, "financial_exposure_usd": 423511.25, "recoverable_pct": 0.679 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101947", "label": "fraudulent", "label_confidence": 0.975, "severity": "critical", "timestamp": "2026-01-02T08:27:00Z", "trace_id": "3df7f9f4-c1a0-1087-fd8f-816c9e9afefd" }
{ "account_age_days": 206, "account_id": "ACCT-7AE997F0EA6F", "baseline_risk_score": 0.622, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 206, "timestamp": "2026-01-02T08:27:00Z", "transaction_amount_usd": 27442.74 }, { "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": 0.634, "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": 554858.12, "financial_exposure_usd": 764406.47, "recoverable_pct": 0.505 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104354", "label": "fraudulent", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-04T00:34:00Z", "trace_id": "3351a0a7-5af6-cc85-2a6d-ceed5af75729" }
{ "account_age_days": 376, "account_id": "ACCT-84A26C74A3ED", "baseline_risk_score": 0.233, "kyc_tier": "tier_1", "session_entropy": 0.941 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 870, "timestamp": "2026-01-04T00:34:00Z", "transaction_amount_usd": 2420430.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.425, "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": 5014537.1, "financial_exposure_usd": 5457525.84, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108492", "label": "benign", "label_confidence": 0.461, "severity": "high", "timestamp": "2026-01-06T21:32:00Z", "trace_id": "27a9c435-205c-ac48-e3d1-964a3a8926d0" }
{ "account_age_days": 1443, "account_id": "ACCT-5EA636E4BB39", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.308 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 335, "timestamp": "2026-01-06T21:32:00Z", "transaction_amount_usd": 4495.11 }, { "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": 0.788, "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": 1957.11, "financial_exposure_usd": 3057.85, "recoverable_pct": 0.929 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108347", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-06T19:07:00Z", "trace_id": "551ecf32-73e7-da58-88af-0d821c83be34" }
{ "account_age_days": 1955, "account_id": "ACCT-EB46B1B80398", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.274 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 232, "timestamp": "2026-01-06T19:07:00Z", "transaction_amount_usd": 1246.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.548, "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": 3869.7, "financial_exposure_usd": 3965.66, "recoverable_pct": 0.872 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104486", "label": "fraudulent", "label_confidence": 0.803, "severity": "critical", "timestamp": "2026-01-04T02:46:00Z", "trace_id": "1bf17f5d-7700-a69f-162e-a03f2f964dad" }
{ "account_age_days": 884, "account_id": "ACCT-5501427B5A79", "baseline_risk_score": 0.409, "kyc_tier": "tier_1", "session_entropy": 0.77 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 379, "timestamp": "2026-01-04T02:46:00Z", "transaction_amount_usd": 2333813.94 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.845, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 532606.83, "financial_exposure_usd": 1192656.03, "recoverable_pct": 0.591 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103056", "label": "fraudulent", "label_confidence": 0.931, "severity": "critical", "timestamp": "2026-01-03T02:56:00Z", "trace_id": "7233b8ac-a4e8-5d00-cb68-78757eae0016" }
{ "account_age_days": 1505, "account_id": "ACCT-972ABE77F716", "baseline_risk_score": 0.616, "kyc_tier": "tier_3", "session_entropy": 0.884 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 199, "timestamp": "2026-01-03T01:36:00Z", "transaction_amount_usd": 11.09 }, { "asset": "EUR", "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": 0.93, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 856139.33, "financial_exposure_usd": 952885.99, "recoverable_pct": 0.205 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108251", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-06T17:31:00Z", "trace_id": "c13fd740-4d83-107e-9b67-68a165471bbd" }
{ "account_age_days": 842, "account_id": "ACCT-0E82B54FE349", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 122, "timestamp": "2026-01-06T17:31:00Z", "transaction_amount_usd": 8878.1 }, { "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": 0.663, "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": 2289.98, "financial_exposure_usd": 4509.1, "recoverable_pct": 0.73 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103318", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-03T07:18:00Z", "trace_id": "15395244-b4ba-9a55-6a96-b1334cb24c57" }
{ "account_age_days": 1803, "account_id": "ACCT-8A5CF1A6AB6A", "baseline_risk_score": 0.544, "kyc_tier": "tier_3", "session_entropy": 0.344 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 310, "timestamp": "2026-01-02T22:21:00Z", "transaction_amount_usd": 10.34 }, { "asset": "SOL", "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": 0.532, "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": 693913.5, "financial_exposure_usd": 702671.68, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103149", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-03T04:29:00Z", "trace_id": "9e16b27a-4bd6-8d37-fa79-f60220dbac39" }
{ "account_age_days": 629, "account_id": "ACCT-8F6DB921114B", "baseline_risk_score": 0.56, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 116, "timestamp": "2026-01-03T00:35:00Z", "transaction_amount_usd": 2.52 }, { "asset": "USDC", "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": 0.859, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 284218.63, "financial_exposure_usd": 378137.6, "recoverable_pct": 0.141 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108889", "label": "benign", "label_confidence": 0.632, "severity": "low", "timestamp": "2026-01-07T04:09:00Z", "trace_id": "5172baac-cca7-2b97-f088-8ea0cb206e18" }
{ "account_age_days": 1633, "account_id": "ACCT-F6A6B3B1AE07", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 338, "timestamp": "2026-01-06T23:59:00Z", "transaction_amount_usd": 1.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.708, "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": 3571.22, "financial_exposure_usd": 5003.54, "recoverable_pct": 0.409 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109584", "label": "benign", "label_confidence": 0.663, "severity": "low", "timestamp": "2026-01-07T15:44:00Z", "trace_id": "20603178-93cb-1017-e849-7a5a9d4a2176" }
{ "account_age_days": 1520, "account_id": "ACCT-D10AABDF358B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1104, "timestamp": "2026-01-07T15:44:00Z", "transaction_amount_usd": 7697.4 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "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": 720.58, "financial_exposure_usd": 1287.28, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103562", "label": "fraudulent", "label_confidence": 0.934, "severity": "medium", "timestamp": "2026-01-03T11:22:00Z", "trace_id": "fcfcc55b-dff3-3776-2e23-047e74e520f0" }
{ "account_age_days": 884, "account_id": "ACCT-FE36C3FAFFD4", "baseline_risk_score": 0.312, "kyc_tier": "tier_1", "session_entropy": 0.639 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 323, "timestamp": "2026-01-03T11:22:00Z", "transaction_amount_usd": 1638802.82 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.809, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 858500.36, "financial_exposure_usd": 1770767.12, "recoverable_pct": 0.825 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105467", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-04T19:07:00Z", "trace_id": "7c0a4ce4-fefa-51a5-9855-4018fb7589b9" }
{ "account_age_days": 73, "account_id": "ACCT-3891F8ACF958", "baseline_risk_score": 0.069, "kyc_tier": "tier_2", "session_entropy": 0.571 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 905, "timestamp": "2026-01-04T19:07:00Z", "transaction_amount_usd": 194926.57 }, { "asset": "ETH", "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": 0.674, "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": 6060867.15, "financial_exposure_usd": 9417636.12, "recoverable_pct": 0.939 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108273", "label": "benign", "label_confidence": 0.475, "severity": "critical", "timestamp": "2026-01-06T17:53:00Z", "trace_id": "9e170caa-90db-4d81-501d-4f263f0e0356" }
{ "account_age_days": 907, "account_id": "ACCT-668C241B4BCC", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.792 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1036, "timestamp": "2026-01-06T17:53:00Z", "transaction_amount_usd": 13518.34 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.701, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2829.9, "financial_exposure_usd": 4035.36, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107367", "label": "benign", "label_confidence": 0.669, "severity": "low", "timestamp": "2026-01-06T02:47:00Z", "trace_id": "1dd85573-ae4f-be9b-2361-180b72360b03" }
{ "account_age_days": 1799, "account_id": "ACCT-12B222F47DF9", "baseline_risk_score": 0.18, "kyc_tier": "tier_3", "session_entropy": 0.718 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 896, "timestamp": "2026-01-06T02:47:00Z", "transaction_amount_usd": 4827.12 }, { "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": 0.538, "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": 752.3, "financial_exposure_usd": 1182.73, "recoverable_pct": 0.694 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101890", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-02T07:30:00Z", "trace_id": "560bc01e-b141-ddc5-6bcc-a8dc45f5f586" }
{ "account_age_days": 1035, "account_id": "ACCT-E49200CC4601", "baseline_risk_score": 0.569, "kyc_tier": "tier_3", "session_entropy": 0.441 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 996, "timestamp": "2026-01-02T07:30:00Z", "transaction_amount_usd": 96401.51 }, { "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": 0.681, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 297044.34, "financial_exposure_usd": 561920.89, "recoverable_pct": 0.024 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107900", "label": "benign", "label_confidence": 0.52, "severity": "critical", "timestamp": "2026-01-06T11:40:00Z", "trace_id": "58ed7346-6223-6480-c311-55c1ace9b6a4" }
{ "account_age_days": 1023, "account_id": "ACCT-9B7C6102D070", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 310, "timestamp": "2026-01-06T09:40:00Z", "transaction_amount_usd": 13.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.734, "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": 1076.56, "financial_exposure_usd": 1882.64, "recoverable_pct": 0.996 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102624", "label": "fraudulent", "label_confidence": 0.815, "severity": "low", "timestamp": "2026-01-02T19:44:00Z", "trace_id": "96967848-5791-617a-11f8-bea676412b49" }
{ "account_age_days": 1071, "account_id": "ACCT-5A179EEF50FF", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.92 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 920, "timestamp": "2026-01-02T19:44:00Z", "transaction_amount_usd": 88743.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.702, "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": 464748.19, "financial_exposure_usd": 1124022.29, "recoverable_pct": 0.148 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102324", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-02T14:44:00Z", "trace_id": "bd636106-6d3a-c077-23cb-b1ed76dba190" }
{ "account_age_days": 459, "account_id": "ACCT-B43403CBAE85", "baseline_risk_score": 0.339, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 355, "timestamp": "2026-01-02T05:07:00Z", "transaction_amount_usd": 3.68 }, { "asset": "SOL", "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": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 742959.88, "financial_exposure_usd": 1147001.36, "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-105669", "label": "fraudulent", "label_confidence": 0.663, "severity": "critical", "timestamp": "2026-01-04T22:29:00Z", "trace_id": "09a585a5-9910-e99a-1651-52f3e5bf94de" }
{ "account_age_days": 654, "account_id": "ACCT-0CF2931158EA", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.308 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 706, "timestamp": "2026-01-04T22:29:00Z", "transaction_amount_usd": 2703606.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.351, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1425260.08, "financial_exposure_usd": 2222327.8, "recoverable_pct": 0.742 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106356", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-05T09:56:00Z", "trace_id": "25c6d97c-ce22-a35e-55ba-ad3074dc425c" }
{ "account_age_days": 1029, "account_id": "ACCT-A4A30E96A803", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1073, "timestamp": "2026-01-05T09:56:00Z", "transaction_amount_usd": 2163985.76 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.681, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1939045.03, "financial_exposure_usd": 3912275.66, "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-108830", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-07T03:10:00Z", "trace_id": "dc522893-7c24-02c3-005f-d2de8d814779" }
{ "account_age_days": 432, "account_id": "ACCT-1AE7A0D692C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 556, "timestamp": "2026-01-07T03:10:00Z", "transaction_amount_usd": 6363.88 }, { "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": 0.506, "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": 642.86, "financial_exposure_usd": 1484.79, "recoverable_pct": 0.78 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102914", "label": "fraudulent", "label_confidence": 0.824, "severity": "critical", "timestamp": "2026-01-03T00:34:00Z", "trace_id": "a7f101d7-7f5f-75f1-99dd-a6bc7e4473a7" }
{ "account_age_days": 1813, "account_id": "ACCT-03981BC9C66D", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.519 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1007, "timestamp": "2026-01-03T00:34:00Z", "transaction_amount_usd": 108479.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.408, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 357955.95, "financial_exposure_usd": 392102.76, "recoverable_pct": 0.503 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104248", "label": "fraudulent", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-03T22:48:00Z", "trace_id": "e6917298-e77f-4859-2493-03914853ead7" }
{ "account_age_days": 357, "account_id": "ACCT-F204284F7D19", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.193 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 182, "timestamp": "2026-01-03T13:18:00Z", "transaction_amount_usd": 0.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.498, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3356776.08, "financial_exposure_usd": 3573017.71, "recoverable_pct": 0.602 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104894", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-04T09:34:00Z", "trace_id": "e2c32ecb-4f3d-5bec-ca35-bfa54965c180" }
{ "account_age_days": 467, "account_id": "ACCT-F0D837E74AE2", "baseline_risk_score": 0.388, "kyc_tier": "tier_3", "session_entropy": 0.734 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 109, "timestamp": "2026-01-04T00:48:00Z", "transaction_amount_usd": 18.47 }, { "asset": "ETH", "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": 0.841, "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": 3427561.19, "financial_exposure_usd": 6366235.38, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102726", "label": "fraudulent", "label_confidence": 0.962, "severity": "low", "timestamp": "2026-01-02T21:26:00Z", "trace_id": "7762a9c2-0e22-d44b-564f-56f1586ca622" }
{ "account_age_days": 862, "account_id": "ACCT-69A3294778B1", "baseline_risk_score": 0.258, "kyc_tier": "tier_2", "session_entropy": 0.526 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 493, "timestamp": "2026-01-02T21:26:00Z", "transaction_amount_usd": 75792.3 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 605607.7, "financial_exposure_usd": 971483.87, "recoverable_pct": 0.379 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103939", "label": "fraudulent", "label_confidence": 0.678, "severity": "medium", "timestamp": "2026-01-03T17:39:00Z", "trace_id": "b3517662-d55d-f606-a0e8-09ed87cd7bb6" }
{ "account_age_days": 1021, "account_id": "ACCT-2313BC3C8F5E", "baseline_risk_score": 0.248, "kyc_tier": "tier_1", "session_entropy": 0.943 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1102, "timestamp": "2026-01-03T17:39:00Z", "transaction_amount_usd": 394327.78 }, { "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": 0.421, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2418587.2, "financial_exposure_usd": 3701450.35, "recoverable_pct": 0.496 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100093", "label": "fraudulent", "label_confidence": 0.787, "severity": "low", "timestamp": "2026-01-01T01:33:00Z", "trace_id": "1c71a821-22f1-c32b-47d5-ac920f4555da" }
{ "account_age_days": 934, "account_id": "ACCT-BF4E2E469204", "baseline_risk_score": 0.518, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 428, "timestamp": "2026-01-01T01:33:00Z", "transaction_amount_usd": 20958.56 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.875, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 476146.18, "financial_exposure_usd": 931852.28, "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-107518", "label": "benign", "label_confidence": 0.652, "severity": "low", "timestamp": "2026-01-06T05:18:00Z", "trace_id": "c012b5e7-770f-1b4c-7d72-be69013e3fad" }
{ "account_age_days": 1398, "account_id": "ACCT-A4AC0D52161D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.849 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1126, "timestamp": "2026-01-06T05:18:00Z", "transaction_amount_usd": 5126.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.622, "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": 848.19, "financial_exposure_usd": 1163.89, "recoverable_pct": 0.461 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102464", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-02T17:04:00Z", "trace_id": "ef6bdb97-1867-4086-dc83-75b80364efa0" }
{ "account_age_days": 1001, "account_id": "ACCT-0720652866CC", "baseline_risk_score": 0.453, "kyc_tier": "tier_1", "session_entropy": 0.491 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 125, "timestamp": "2026-01-02T13:42:00Z", "transaction_amount_usd": 2.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.484, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 155277.43, "financial_exposure_usd": 367481.68, "recoverable_pct": 0.502 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109575", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-07T15:35:00Z", "trace_id": "bfed9ad7-5f26-9ca3-c51b-639b168fbfd4" }
{ "account_age_days": 1845, "account_id": "ACCT-42C9CC85A2D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.384 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 540, "timestamp": "2026-01-07T15:35:00Z", "transaction_amount_usd": 4939.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.621, "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": 765.35, "financial_exposure_usd": 1553.58, "recoverable_pct": 0.86 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102501", "label": "fraudulent", "label_confidence": 0.894, "severity": "medium", "timestamp": "2026-01-02T17:41:00Z", "trace_id": "9021ab0e-b2f6-7045-8f12-cf9eec4c8faf" }
{ "account_age_days": 1088, "account_id": "ACCT-FE4A7038557F", "baseline_risk_score": 0.604, "kyc_tier": "tier_1", "session_entropy": 0.337 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 782, "timestamp": "2026-01-02T17:41:00Z", "transaction_amount_usd": 4531.26 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.936, "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": 875369.96, "financial_exposure_usd": 932518.18, "recoverable_pct": 0.145 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101105", "label": "fraudulent", "label_confidence": 0.972, "severity": "high", "timestamp": "2026-01-01T18:25:00Z", "trace_id": "82edde4e-1574-5e66-363f-03da981066a0" }
{ "account_age_days": 1887, "account_id": "ACCT-C7EDAD1DB5D7", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.272 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 203, "timestamp": "2026-01-01T10:07:00Z", "transaction_amount_usd": 19.7 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.659, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 694383.04, "financial_exposure_usd": 744552.37, "recoverable_pct": 0.64 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106191", "label": "fraudulent", "label_confidence": 0.802, "severity": "medium", "timestamp": "2026-01-05T07:11:00Z", "trace_id": "051256b0-3462-2f80-08fd-e9dd355e2ed3" }
{ "account_age_days": 104, "account_id": "ACCT-246F11339938", "baseline_risk_score": 0.279, "kyc_tier": "tier_1", "session_entropy": 0.707 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 383, "timestamp": "2026-01-05T03:38:00Z", "transaction_amount_usd": 8.34 }, { "asset": "ETH", "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": 0.444, "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": 1511295.69, "financial_exposure_usd": 2284425.92, "recoverable_pct": 0.475 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105205", "label": "fraudulent", "label_confidence": 0.878, "severity": "medium", "timestamp": "2026-01-04T14:45:00Z", "trace_id": "81f9a7a2-71ca-62e7-b3aa-7e325f4dcc3f" }
{ "account_age_days": 915, "account_id": "ACCT-C4A2BCEFBEE2", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 195, "timestamp": "2026-01-04T14:45:00Z", "transaction_amount_usd": 440354.82 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.444, "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": 2554386.18, "financial_exposure_usd": 2860160.36, "recoverable_pct": 0.721 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105012", "label": "fraudulent", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-04T11:32:00Z", "trace_id": "4aa39230-0978-dbd1-f95e-23690836649e" }
{ "account_age_days": 531, "account_id": "ACCT-F8EEE719965B", "baseline_risk_score": 0.422, "kyc_tier": "tier_3", "session_entropy": 0.565 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1001, "timestamp": "2026-01-04T11:32:00Z", "transaction_amount_usd": 543866.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.758, "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": 4076233.06, "financial_exposure_usd": 4249976.11, "recoverable_pct": 0.801 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104914", "label": "fraudulent", "label_confidence": 0.604, "severity": "critical", "timestamp": "2026-01-04T09:54:00Z", "trace_id": "2959335e-c78f-920c-6a74-d21b894f66b0" }
{ "account_age_days": 822, "account_id": "ACCT-6FF2C81011D7", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.399 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 871, "timestamp": "2026-01-04T09:54:00Z", "transaction_amount_usd": 1386723.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.717, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1932419.33, "financial_exposure_usd": 3509489.21, "recoverable_pct": 0.951 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107836", "label": "benign", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-06T10:36:00Z", "trace_id": "46423162-1b76-a51a-d930-de69d05eda16" }
{ "account_age_days": 1820, "account_id": "ACCT-A545CB16BDA9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.615 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 383, "timestamp": "2026-01-06T10:36:00Z", "transaction_amount_usd": 7426.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.775, "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": 5238.03, "financial_exposure_usd": 8100.68, "recoverable_pct": 0.565 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108557", "label": "benign", "label_confidence": 0.493, "severity": "medium", "timestamp": "2026-01-06T22:37:00Z", "trace_id": "7e08b404-77d4-fde3-e26a-5c41c5309b98" }
{ "account_age_days": 1483, "account_id": "ACCT-4695D584D9D4", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 398, "timestamp": "2026-01-06T21:36:00Z", "transaction_amount_usd": 8.6 }, { "asset": "EUR", "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": 0.481, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 803.65, "financial_exposure_usd": 1927.91, "recoverable_pct": 0.875 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101829", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-02T06:29:00Z", "trace_id": "cbd97a38-c729-1bfc-a485-5bcbb1cdba0b" }
{ "account_age_days": 700, "account_id": "ACCT-8AC57EE22340", "baseline_risk_score": 0.624, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1185, "timestamp": "2026-01-02T06:29:00Z", "transaction_amount_usd": 67673.81 }, { "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": 0.831, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 578275.16, "financial_exposure_usd": 1059942.23, "recoverable_pct": 0.646 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105322", "label": "fraudulent", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-04T16:42:00Z", "trace_id": "fc9cbf8f-e7dd-2108-9a5d-a20d8b778873" }
{ "account_age_days": 140, "account_id": "ACCT-3E20ADF19C98", "baseline_risk_score": 0.202, "kyc_tier": "tier_1", "session_entropy": 0.783 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 353, "timestamp": "2026-01-04T16:42:00Z", "transaction_amount_usd": 1743239.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.54, "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 pos...
{ "customer_funds_at_risk_usd": 2696007.55, "financial_exposure_usd": 2933864.9, "recoverable_pct": 0.949 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105504", "label": "fraudulent", "label_confidence": 0.652, "severity": "high", "timestamp": "2026-01-04T19:44:00Z", "trace_id": "2346e57e-78ec-334e-ad3b-194d713f837c" }
{ "account_age_days": 438, "account_id": "ACCT-55D1DA837D79", "baseline_risk_score": 0.299, "kyc_tier": "tier_3", "session_entropy": 0.599 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 399, "timestamp": "2026-01-04T19:44:00Z", "transaction_amount_usd": 738771.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.536, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1460006.93, "financial_exposure_usd": 2213143.53, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102755", "label": "fraudulent", "label_confidence": 0.851, "severity": "critical", "timestamp": "2026-01-02T21:55:00Z", "trace_id": "5ce1a3ee-bbfd-a126-064f-5baa0e10392a" }
{ "account_age_days": 1939, "account_id": "ACCT-2700392DC7B0", "baseline_risk_score": 0.423, "kyc_tier": "tier_3", "session_entropy": 0.668 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 311, "timestamp": "2026-01-02T21:55:00Z", "transaction_amount_usd": 67946.39 }, { "asset": "USDC", "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": 0.437, "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": 419266, "financial_exposure_usd": 1012014.64, "recoverable_pct": 0.821 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104442", "label": "fraudulent", "label_confidence": 0.796, "severity": "low", "timestamp": "2026-01-04T02:02:00Z", "trace_id": "0b590e98-3668-398d-c81c-a07303b3f322" }
{ "account_age_days": 446, "account_id": "ACCT-ADA7BEBFDB8A", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.626 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 325, "timestamp": "2026-01-03T20:55:00Z", "transaction_amount_usd": 12.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.781, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2806590.95, "financial_exposure_usd": 4562313.16, "recoverable_pct": 0.71 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106522", "label": "fraudulent", "label_confidence": 0.837, "severity": "medium", "timestamp": "2026-01-05T12:42:00Z", "trace_id": "cb70db2f-6468-5ca8-cd0c-39773e8cd8fe" }
{ "account_age_days": 1082, "account_id": "ACCT-A2C2188C031A", "baseline_risk_score": 0.153, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1130, "timestamp": "2026-01-05T12:42:00Z", "transaction_amount_usd": 1240134.19 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.88, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5296093.23, "financial_exposure_usd": 6023644.46, "recoverable_pct": 0.814 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105594", "label": "fraudulent", "label_confidence": 0.634, "severity": "medium", "timestamp": "2026-01-04T21:14:00Z", "trace_id": "a586d2c0-dc37-81b9-aa88-85dd8b71b95b" }
{ "account_age_days": 1890, "account_id": "ACCT-BBBDE21B9D7A", "baseline_risk_score": 0.103, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 319, "timestamp": "2026-01-04T09:59:00Z", "transaction_amount_usd": 19.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.626, "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": 1421597.37, "financial_exposure_usd": 3301584.31, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105909", "label": "fraudulent", "label_confidence": 0.873, "severity": "high", "timestamp": "2026-01-05T02:29:00Z", "trace_id": "0a7345c4-6d8c-8b24-50ac-ecc57c524ac7" }
{ "account_age_days": 492, "account_id": "ACCT-965FE9D38122", "baseline_risk_score": 0.247, "kyc_tier": "tier_3", "session_entropy": 0.613 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 586, "timestamp": "2026-01-05T02:29:00Z", "transaction_amount_usd": 1887571.41 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.849, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5643238.99, "financial_exposure_usd": 6870348.07, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106144", "label": "fraudulent", "label_confidence": 0.644, "severity": "critical", "timestamp": "2026-01-05T06:24:00Z", "trace_id": "2a1e9e39-dc58-466f-d0d3-432bf881aed1" }
{ "account_age_days": 1433, "account_id": "ACCT-2BD6C7C90F1E", "baseline_risk_score": 0.335, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 547, "timestamp": "2026-01-05T06:24:00Z", "transaction_amount_usd": 283750.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.69, "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 p...
{ "customer_funds_at_risk_usd": 3088957.65, "financial_exposure_usd": 3283719.63, "recoverable_pct": 0.69 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100328", "label": "fraudulent", "label_confidence": 0.95, "severity": "low", "timestamp": "2026-01-01T05:28:00Z", "trace_id": "9631be62-13b4-98db-d9bc-e2196fb398f4" }
{ "account_age_days": 1890, "account_id": "ACCT-E3164F25E22F", "baseline_risk_score": 0.469, "kyc_tier": "tier_1", "session_entropy": 0.746 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 146, "timestamp": "2026-01-01T03:59:00Z", "transaction_amount_usd": 11.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.59, "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 HAV...
{ "customer_funds_at_risk_usd": 694112.75, "financial_exposure_usd": 1040042.34, "recoverable_pct": 0.662 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101526", "label": "fraudulent", "label_confidence": 0.886, "severity": "medium", "timestamp": "2026-01-02T01:26:00Z", "trace_id": "0e4582f0-b8b2-f826-a514-13161da3bdca" }
{ "account_age_days": 1473, "account_id": "ACCT-1FE48755960B", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.443 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 660, "timestamp": "2026-01-02T01:26:00Z", "transaction_amount_usd": 75636.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.949, "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": 224855.44, "financial_exposure_usd": 546514.78, "recoverable_pct": 0.113 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106998", "label": "benign", "label_confidence": 0.535, "severity": "low", "timestamp": "2026-01-05T20:38:00Z", "trace_id": "d3a35e17-86d3-f2aa-137f-702130ca4e32" }
{ "account_age_days": 1567, "account_id": "ACCT-B90132ED5FDF", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.156 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 156, "timestamp": "2026-01-05T10:32:00Z", "transaction_amount_usd": 11.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.641, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2027.94, "financial_exposure_usd": 2368.19, "recoverable_pct": 0.557 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103506", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-03T10:26:00Z", "trace_id": "6b3ee76e-aa11-dafe-1770-89005347986f" }
{ "account_age_days": 1829, "account_id": "ACCT-26EE9D57390B", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 214, "timestamp": "2026-01-03T04:15:00Z", "transaction_amount_usd": 13.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.887, "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": 2915640.87, "financial_exposure_usd": 4381478.27, "recoverable_pct": 0.699 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106528", "label": "fraudulent", "label_confidence": 0.672, "severity": "critical", "timestamp": "2026-01-05T12:48:00Z", "trace_id": "1ef9e17a-361b-f686-b3b6-f82c06ce5259" }
{ "account_age_days": 653, "account_id": "ACCT-0412416DA6F9", "baseline_risk_score": 0.153, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 129, "timestamp": "2026-01-05T07:55:00Z", "transaction_amount_usd": 12.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.729, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4070650.81, "financial_exposure_usd": 4284071.18, "recoverable_pct": 0.968 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103059", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-03T02:59:00Z", "trace_id": "e2979180-25de-0a7b-178a-e506e5e449d8" }
{ "account_age_days": 1632, "account_id": "ACCT-E54B1880C4C4", "baseline_risk_score": 0.277, "kyc_tier": "tier_2", "session_entropy": 0.273 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 259, "timestamp": "2026-01-03T02:59:00Z", "transaction_amount_usd": 46537.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.386, "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": 481206.92, "financial_exposure_usd": 660182.37, "recoverable_pct": 0.267 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102574", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-02T18:54:00Z", "trace_id": "f2902836-78db-51f2-8321-d67dde103707" }
{ "account_age_days": 208, "account_id": "ACCT-D99509932484", "baseline_risk_score": 0.323, "kyc_tier": "tier_1", "session_entropy": 0.151 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 387, "timestamp": "2026-01-02T18:07:00Z", "transaction_amount_usd": 13.17 }, { "asset": "EUR", "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": 0.626, "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": 283590.8, "financial_exposure_usd": 525407.95, "recoverable_pct": 0.339 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107282", "label": "benign", "label_confidence": 0.486, "severity": "medium", "timestamp": "2026-01-06T01:22:00Z", "trace_id": "b6362545-8971-c70c-464e-e758d29e6add" }
{ "account_age_days": 1116, "account_id": "ACCT-2D6FDA504DA0", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.274 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 343, "timestamp": "2026-01-06T01:22:00Z", "transaction_amount_usd": 4625.51 }, { "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": 0.569, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2931.69, "financial_exposure_usd": 3201.17, "recoverable_pct": 0.692 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109096", "label": "benign", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-07T07:36:00Z", "trace_id": "d7e80963-e886-58b6-643d-6808bc630a2a" }
{ "account_age_days": 1980, "account_id": "ACCT-4D0E7751FEA2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.42 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 241, "timestamp": "2026-01-07T03:37:00Z", "transaction_amount_usd": 2.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.726, "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": 4970.19, "financial_exposure_usd": 7085.4, "recoverable_pct": 0.493 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100009", "label": "fraudulent", "label_confidence": 0.863, "severity": "high", "timestamp": "2026-01-01T00:09:00Z", "trace_id": "cbd58bf6-1efd-76e9-ce37-14af99b49350" }
{ "account_age_days": 1419, "account_id": "ACCT-4B5305E517D2", "baseline_risk_score": 0.508, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 778, "timestamp": "2026-01-01T00:09:00Z", "transaction_amount_usd": 41990.85 }, { "asset": "JPY", "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": 0.748, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 480109.62, "financial_exposure_usd": 701959.5, "recoverable_pct": 0.451 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106186", "label": "fraudulent", "label_confidence": 0.788, "severity": "medium", "timestamp": "2026-01-05T07:06:00Z", "trace_id": "54b5dda4-57f0-c876-d805-815d925ed389" }
{ "account_age_days": 9, "account_id": "ACCT-6E88BF04C154", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.357 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 496, "timestamp": "2026-01-05T07:06:00Z", "transaction_amount_usd": 270567.81 }, { "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": 0.699, "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": 4195921.94, "financial_exposure_usd": 4525864.6, "recoverable_pct": 0.448 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100967", "label": "fraudulent", "label_confidence": 0.888, "severity": "medium", "timestamp": "2026-01-01T16:07:00Z", "trace_id": "a8ffb81c-b98a-be5f-6cbf-31fb177be9e6" }
{ "account_age_days": 465, "account_id": "ACCT-643B0587EADC", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.891 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 532, "timestamp": "2026-01-01T16:07:00Z", "transaction_amount_usd": 34896.62 }, { "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": 0.539, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1421037.68, "financial_exposure_usd": 1443741.69, "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-108246", "label": "benign", "label_confidence": 0.718, "severity": "medium", "timestamp": "2026-01-06T17:26:00Z", "trace_id": "e8dfa93b-7d51-32dd-8e64-d5191b842315" }
{ "account_age_days": 1556, "account_id": "ACCT-593A4D2F8F2F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.113 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 313, "timestamp": "2026-01-06T17:26:00Z", "transaction_amount_usd": 3393 }, { "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": 0.537, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 2", "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": 399.28, "financial_exposure_usd": 899.07, "recoverable_pct": 0.886 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108785", "label": "benign", "label_confidence": 0.51, "severity": "low", "timestamp": "2026-01-07T02:25:00Z", "trace_id": "d1a3eb0c-602d-3da0-4119-da0ac409ff87" }
{ "account_age_days": 224, "account_id": "ACCT-E5F2C92FCE27", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.113 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 390, "timestamp": "2026-01-06T19:39:00Z", "transaction_amount_usd": 7.05 }, { "asset": "USDC", "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": 0.728, "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": 3296.34, "financial_exposure_usd": 4951.26, "recoverable_pct": 0.487 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102352", "label": "fraudulent", "label_confidence": 0.778, "severity": "critical", "timestamp": "2026-01-02T15:12:00Z", "trace_id": "b4b849fe-4626-3c67-e9c6-6047e5fc5502" }
{ "account_age_days": 401, "account_id": "ACCT-A16B58BAD171", "baseline_risk_score": 0.606, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 875, "timestamp": "2026-01-02T15:12:00Z", "transaction_amount_usd": 107058.97 }, { "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": 0.383, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 613865.09, "financial_exposure_usd": 680592.6, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104496", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-04T02:56:00Z", "trace_id": "047dde26-a988-5f36-2433-2537834ff6e3" }
{ "account_age_days": 1890, "account_id": "ACCT-9B1E5EF52E67", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.307 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 564, "timestamp": "2026-01-04T02:56:00Z", "transaction_amount_usd": 1676306.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.768, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2250959.39, "financial_exposure_usd": 2576009.5, "recoverable_pct": 0.726 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104422", "label": "fraudulent", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-04T01:42:00Z", "trace_id": "5aad1b29-90b9-23ce-58e7-19bbcd63fa9f" }
{ "account_age_days": 1558, "account_id": "ACCT-7B6909825D47", "baseline_risk_score": 0.238, "kyc_tier": "tier_3", "session_entropy": 0.196 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 274, "timestamp": "2026-01-04T01:42:00Z", "transaction_amount_usd": 284586.09 }, { "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": 0.496, "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": 2143938.76, "financial_exposure_usd": 2475214.61, "recoverable_pct": 0.793 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104572", "label": "fraudulent", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-04T04:12:00Z", "trace_id": "56e0be89-f921-2167-707e-cd747b3c0467" }
{ "account_age_days": 817, "account_id": "ACCT-AAD27048A02C", "baseline_risk_score": 0.271, "kyc_tier": "tier_2", "session_entropy": 0.203 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 252, "timestamp": "2026-01-04T03:16:00Z", "transaction_amount_usd": 14.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.891, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3285745.03, "financial_exposure_usd": 6671852.43, "recoverable_pct": 0.931 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107648", "label": "benign", "label_confidence": 0.605, "severity": "critical", "timestamp": "2026-01-06T07:28:00Z", "trace_id": "2a8f8422-46df-7929-e989-40e375d3dcdb" }
{ "account_age_days": 1595, "account_id": "ACCT-DB2F804B0289", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.621 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 941, "timestamp": "2026-01-06T07:28:00Z", "transaction_amount_usd": 9519 }, { "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": 0.635, "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": 1353.64, "financial_exposure_usd": 2406.41, "recoverable_pct": 0.939 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102939", "label": "fraudulent", "label_confidence": 0.884, "severity": "critical", "timestamp": "2026-01-03T00:59:00Z", "trace_id": "78111578-0c27-6a84-f4e9-bf62404b6a4d" }
{ "account_age_days": 1853, "account_id": "ACCT-C76FD5AB6A66", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.372 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1045, "timestamp": "2026-01-03T00:59:00Z", "transaction_amount_usd": 21686.06 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.739, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 509178.04, "financial_exposure_usd": 514396.21, "recoverable_pct": 0.648 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108983", "label": "benign", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-07T05:43:00Z", "trace_id": "a805d3e3-0ab5-ce1a-752d-5651213025a4" }
{ "account_age_days": 1555, "account_id": "ACCT-167392A27BD4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 179, "timestamp": "2026-01-06T22:49:00Z", "transaction_amount_usd": 16.68 }, { "asset": "SOL", "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": 0.487, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2817.14, "financial_exposure_usd": 2939.2, "recoverable_pct": 0.858 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107804", "label": "benign", "label_confidence": 0.74, "severity": "high", "timestamp": "2026-01-06T10:04:00Z", "trace_id": "11e6d176-e02c-6215-1407-01e7ee509a0c" }
{ "account_age_days": 216, "account_id": "ACCT-FA72AF60662C", "baseline_risk_score": 0.185, "kyc_tier": "tier_2", "session_entropy": 0.121 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1103, "timestamp": "2026-01-06T10:04:00Z", "transaction_amount_usd": 615.07 }, { "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": 0.675, "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": 3492.55, "financial_exposure_usd": 6317.47, "recoverable_pct": 0.767 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108886", "label": "benign", "label_confidence": 0.594, "severity": "low", "timestamp": "2026-01-07T04:06:00Z", "trace_id": "3dbd4ca2-ad71-4a57-6ab8-ac82fe5c1fd2" }
{ "account_age_days": 1622, "account_id": "ACCT-1C765CA82F9C", "baseline_risk_score": 0.177, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 207, "timestamp": "2026-01-07T01:07:00Z", "transaction_amount_usd": 17.85 }, { "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": 0.597, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 547.09, "financial_exposure_usd": 746.9, "recoverable_pct": 0.692 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104128", "label": "fraudulent", "label_confidence": 0.655, "severity": "critical", "timestamp": "2026-01-03T20:48:00Z", "trace_id": "f0e0f9c3-5397-3891-1d60-9876a34cff62" }
{ "account_age_days": 1162, "account_id": "ACCT-452F1487FD8A", "baseline_risk_score": 0.227, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 546, "timestamp": "2026-01-03T20:48:00Z", "transaction_amount_usd": 1131379.8 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.427, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3490571.38, "financial_exposure_usd": 4042842.34, "recoverable_pct": 0.564 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109014", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-07T06:14:00Z", "trace_id": "ed711418-8af9-3e59-e639-ef1d28078709" }
{ "account_age_days": 1149, "account_id": "ACCT-197C44F382FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.641 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 987, "timestamp": "2026-01-07T06:14:00Z", "transaction_amount_usd": 10081.27 }, { "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": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2020.91, "financial_exposure_usd": 2485.29, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }