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-101102", "label": "fraudulent", "label_confidence": 0.868, "severity": "low", "timestamp": "2026-01-01T18:22:00Z", "trace_id": "bfe7b612-1bcd-73ac-e2e2-3b9ca713b505" }
{ "account_age_days": 1865, "account_id": "ACCT-D6F898F907D9", "baseline_risk_score": 0.503, "kyc_tier": "tier_3", "session_entropy": 0.731 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 463, "timestamp": "2026-01-01T18:22:00Z", "transaction_amount_usd": 63715.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.358, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 835429.37, "financial_exposure_usd": 1282269.41, "recoverable_pct": 0.324 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109601", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-07T16:01:00Z", "trace_id": "7f545ec2-b45d-f45a-26cb-00a3ea3ceade" }
{ "account_age_days": 1795, "account_id": "ACCT-CA84E183E994", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.635 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 966, "timestamp": "2026-01-07T16:01:00Z", "transaction_amount_usd": 14376.38 }, { "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": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 709.47, "financial_exposure_usd": 1350.21, "recoverable_pct": 0.427 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108763", "label": "benign", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-07T02:03:00Z", "trace_id": "4f1f40da-ebea-feb8-aa43-f16970d9ef96" }
{ "account_age_days": 1923, "account_id": "ACCT-B6BE9053419A", "baseline_risk_score": 0.156, "kyc_tier": "tier_1", "session_entropy": 0.696 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 978, "timestamp": "2026-01-07T02:03:00Z", "transaction_amount_usd": 13680.24 }, { "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": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 2", "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": 1666.08, "financial_exposure_usd": 2353.41, "recoverable_pct": 0.689 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104182", "label": "fraudulent", "label_confidence": 0.624, "severity": "critical", "timestamp": "2026-01-03T21:42:00Z", "trace_id": "ef804b92-7f88-6d63-626a-c840a60e0fd6" }
{ "account_age_days": 278, "account_id": "ACCT-8FA7DF48AECA", "baseline_risk_score": 0.379, "kyc_tier": "tier_3", "session_entropy": 0.323 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 464, "timestamp": "2026-01-03T21:42:00Z", "transaction_amount_usd": 585649.2 }, { "asset": "EUR", "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3380434.83, "financial_exposure_usd": 5236231.26, "recoverable_pct": 0.747 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104175", "label": "fraudulent", "label_confidence": 0.793, "severity": "critical", "timestamp": "2026-01-03T21:35:00Z", "trace_id": "99ad881f-1525-9bb4-70b6-b7164dd17ea4" }
{ "account_age_days": 545, "account_id": "ACCT-0FBC194F1B8B", "baseline_risk_score": 0.169, "kyc_tier": "tier_2", "session_entropy": 0.502 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 88, "timestamp": "2026-01-03T19:04:00Z", "transaction_amount_usd": 4.32 }, { "asset": "USDC", "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": 0.728, "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": 3620844, "financial_exposure_usd": 4345275.75, "recoverable_pct": 0.53 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106823", "label": "benign", "label_confidence": 0.738, "severity": "medium", "timestamp": "2026-01-05T17:43:00Z", "trace_id": "77e43717-57f3-3697-7551-46a7adea41ff" }
{ "account_age_days": 1250, "account_id": "ACCT-5333B404FC2F", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.776 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 416, "timestamp": "2026-01-05T17:43:00Z", "transaction_amount_usd": 7298.83 }, { "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": 0.602, "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": 953.01, "financial_exposure_usd": 1568.96, "recoverable_pct": 0.782 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101056", "label": "fraudulent", "label_confidence": 0.884, "severity": "medium", "timestamp": "2026-01-01T17:36:00Z", "trace_id": "4687a57e-c4e3-03b6-e2c7-75f91f2c6a70" }
{ "account_age_days": 1395, "account_id": "ACCT-23F969F273C9", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.883 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 880, "timestamp": "2026-01-01T17:36:00Z", "transaction_amount_usd": 54041.34 }, { "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": 0.871, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 195872.62, "financial_exposure_usd": 415458.43, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102288", "label": "fraudulent", "label_confidence": 0.871, "severity": "low", "timestamp": "2026-01-02T14:08:00Z", "trace_id": "9f9ad2fe-a637-f318-1b44-89673884c5e8" }
{ "account_age_days": 1561, "account_id": "ACCT-7A597F1CDB16", "baseline_risk_score": 0.489, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 977, "timestamp": "2026-01-02T14:08:00Z", "transaction_amount_usd": 39031.81 }, { "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": 0.94, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 898748.75, "financial_exposure_usd": 1061800.68, "recoverable_pct": 0.433 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101459", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-02T00:19:00Z", "trace_id": "b37ddbb2-c2c5-5869-8769-767b490cd091" }
{ "account_age_days": 414, "account_id": "ACCT-B9D51D9DFFFC", "baseline_risk_score": 0.573, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 835, "timestamp": "2026-01-02T00:19:00Z", "transaction_amount_usd": 43456.79 }, { "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": 0.558, "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": 253372.73, "financial_exposure_usd": 565440.84, "recoverable_pct": 0.817 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102754", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-02T21:54:00Z", "trace_id": "a2db3ee0-7877-36df-241a-189d75e4928c" }
{ "account_age_days": 103, "account_id": "ACCT-893714B7CF26", "baseline_risk_score": 0.306, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 188, "timestamp": "2026-01-02T20:22:00Z", "transaction_amount_usd": 19.47 }, { "asset": "USD", "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": 0.603, "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": 264724.63, "financial_exposure_usd": 390248.31, "recoverable_pct": 0.013 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102191", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-02T12:31:00Z", "trace_id": "110ceb23-d2f3-7c4d-e4a4-f258f85ab15f" }
{ "account_age_days": 371, "account_id": "ACCT-28895C22F3EE", "baseline_risk_score": 0.534, "kyc_tier": "tier_3", "session_entropy": 0.601 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 471, "timestamp": "2026-01-02T12:31:00Z", "transaction_amount_usd": 82515.46 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.805, "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": 523718.6, "financial_exposure_usd": 647769.8, "recoverable_pct": 0.166 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106239", "label": "fraudulent", "label_confidence": 0.656, "severity": "high", "timestamp": "2026-01-05T07:59:00Z", "trace_id": "3bd898f4-321a-3474-a477-ba89f4b64e32" }
{ "account_age_days": 403, "account_id": "ACCT-450CCD93D25A", "baseline_risk_score": 0.235, "kyc_tier": "tier_1", "session_entropy": 0.839 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 905, "timestamp": "2026-01-05T07:59:00Z", "transaction_amount_usd": 88808.34 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.806, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5020187.08, "financial_exposure_usd": 6661846.74, "recoverable_pct": 0.853 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107280", "label": "benign", "label_confidence": 0.479, "severity": "low", "timestamp": "2026-01-06T01:20:00Z", "trace_id": "dfd30c40-aefc-00c5-b2b4-5f114c16137e" }
{ "account_age_days": 1839, "account_id": "ACCT-98FC3B746A1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.822 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 272, "timestamp": "2026-01-06T01:20:00Z", "transaction_amount_usd": 10300.41 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.705, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 4135.23, "financial_exposure_usd": 4867.26, "recoverable_pct": 0.935 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104753", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-04T07:13:00Z", "trace_id": "ad1d6ace-ca55-d785-f718-fecb6713b746" }
{ "account_age_days": 1075, "account_id": "ACCT-C94F20A00B4E", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.793 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 829, "timestamp": "2026-01-04T07:13:00Z", "transaction_amount_usd": 2786883.15 }, { "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": 0.542, "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": 1692137.45, "financial_exposure_usd": 3944306.07, "recoverable_pct": 0.96 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108719", "label": "benign", "label_confidence": 0.504, "severity": "low", "timestamp": "2026-01-07T01:19:00Z", "trace_id": "efa49377-120a-f58e-51c2-bbe556978a00" }
{ "account_age_days": 1524, "account_id": "ACCT-986B7C8F1F59", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.732 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1014, "timestamp": "2026-01-07T01:19:00Z", "transaction_amount_usd": 9568.45 }, { "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": 0.523, "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": 3586.54, "financial_exposure_usd": 4834.59, "recoverable_pct": 0.984 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100465", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-01T07:45:00Z", "trace_id": "cb18aba6-f0ef-b72c-0a12-cce64aae35bc" }
{ "account_age_days": 226, "account_id": "ACCT-70FDC01CF958", "baseline_risk_score": 0.353, "kyc_tier": "tier_1", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 550, "timestamp": "2026-01-01T07:45:00Z", "transaction_amount_usd": 11603.42 }, { "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": 0.404, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 234067.34, "financial_exposure_usd": 247264.74, "recoverable_pct": 0.44 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101933", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-02T08:13:00Z", "trace_id": "1254f019-703e-f20b-20d3-6375c7292746" }
{ "account_age_days": 1961, "account_id": "ACCT-B81629316A3B", "baseline_risk_score": 0.55, "kyc_tier": "tier_1", "session_entropy": 0.191 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 320, "timestamp": "2026-01-02T00:17:00Z", "transaction_amount_usd": 18.22 }, { "asset": "BTC", "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": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 602725.06, "financial_exposure_usd": 947604.02, "recoverable_pct": 0.295 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107843", "label": "benign", "label_confidence": 0.505, "severity": "high", "timestamp": "2026-01-06T10:43:00Z", "trace_id": "d525cc6b-861f-6093-6fe0-b269d1ab28e4" }
{ "account_age_days": 574, "account_id": "ACCT-F3500EC2C43B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.227 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 207, "timestamp": "2026-01-06T10:43:00Z", "transaction_amount_usd": 13703.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.755, "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": 1971.44, "financial_exposure_usd": 3546.25, "recoverable_pct": 0.831 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102553", "label": "fraudulent", "label_confidence": 0.804, "severity": "high", "timestamp": "2026-01-02T18:33:00Z", "trace_id": "cbaaf247-6bc1-a9d8-2f72-765225e38cf7" }
{ "account_age_days": 875, "account_id": "ACCT-CE5CD243B005", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.614 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 166, "timestamp": "2026-01-02T08:28:00Z", "transaction_amount_usd": 2.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.82, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 455146.88, "financial_exposure_usd": 940714.99, "recoverable_pct": 0.693 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104815", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-04T08:15:00Z", "trace_id": "e37d7215-d7e7-001c-3b6d-48157bcf8cf6" }
{ "account_age_days": 1515, "account_id": "ACCT-79E7D3614B83", "baseline_risk_score": 0.169, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 965, "timestamp": "2026-01-04T08:15:00Z", "transaction_amount_usd": 2757379.01 }, { "asset": "BTC", "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": 0.402, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2899638.84, "financial_exposure_usd": 6219458.78, "recoverable_pct": 0.802 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106955", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-05T19:55:00Z", "trace_id": "59c70ca9-a715-9804-b53c-c7c52cf1d4d8" }
{ "account_age_days": 1450, "account_id": "ACCT-4C860728E9F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.303 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 217, "timestamp": "2026-01-05T16:57:00Z", "transaction_amount_usd": 2.43 }, { "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": 0.531, "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": 2353.16, "financial_exposure_usd": 3944.11, "recoverable_pct": 0.724 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101802", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-02T06:02:00Z", "trace_id": "8b5ac66c-4a04-1474-cc58-16ba5996d861" }
{ "account_age_days": 198, "account_id": "ACCT-2AE179C639D2", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.895 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 235, "timestamp": "2026-01-01T18:59:00Z", "transaction_amount_usd": 21.14 }, { "asset": "BTC", "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": 0.754, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 469748.15, "financial_exposure_usd": 508090.43, "recoverable_pct": 0.065 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107546", "label": "benign", "label_confidence": 0.625, "severity": "low", "timestamp": "2026-01-06T05:46:00Z", "trace_id": "7180681d-9494-2c5c-404d-86dabae889d6" }
{ "account_age_days": 1604, "account_id": "ACCT-D6814FFBFFFC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.748 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1006, "timestamp": "2026-01-06T05:46:00Z", "transaction_amount_usd": 13945.14 }, { "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": 0.778, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 637.47, "financial_exposure_usd": 1147.6, "recoverable_pct": 0.555 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108424", "label": "benign", "label_confidence": 0.608, "severity": "low", "timestamp": "2026-01-06T20:24:00Z", "trace_id": "255d4cc3-85f0-6e1e-0e95-e653e5249a55" }
{ "account_age_days": 265, "account_id": "ACCT-2BC07D9DEE68", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 148, "timestamp": "2026-01-06T09:32:00Z", "transaction_amount_usd": 8.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.534, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1696.83, "financial_exposure_usd": 3451.22, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107817", "label": "benign", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-06T10:17:00Z", "trace_id": "072f8164-39c4-4277-24e1-68a6b01cf721" }
{ "account_age_days": 1891, "account_id": "ACCT-B3D7B30984E2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.542 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 103, "timestamp": "2026-01-06T02:26:00Z", "transaction_amount_usd": 2.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.797, "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": 1071.13, "financial_exposure_usd": 2463.09, "recoverable_pct": 0.818 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109380", "label": "benign", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-07T12:20:00Z", "trace_id": "e6776f3e-3545-22f3-731c-431847136493" }
{ "account_age_days": 1095, "account_id": "ACCT-58E1DE88A787", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.943 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 147, "timestamp": "2026-01-07T12:20:00Z", "transaction_amount_usd": 8652.29 }, { "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": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1968.85, "financial_exposure_usd": 2029.83, "recoverable_pct": 0.527 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101312", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-01T21:52:00Z", "trace_id": "a7e969c5-db2a-6ea4-2166-bbdb7b843c4b" }
{ "account_age_days": 1282, "account_id": "ACCT-92B1A6684259", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.812 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 449, "timestamp": "2026-01-01T21:52:00Z", "transaction_amount_usd": 78813.06 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.406, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 389568.66, "financial_exposure_usd": 564755.61, "recoverable_pct": 0.068 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103307", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-03T07:07:00Z", "trace_id": "08ddf593-8ccf-d3a6-7d58-60489165c0a1" }
{ "account_age_days": 1357, "account_id": "ACCT-83F298CF12A9", "baseline_risk_score": 0.358, "kyc_tier": "tier_1", "session_entropy": 0.591 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 504, "timestamp": "2026-01-03T07:07:00Z", "transaction_amount_usd": 118798.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.851, "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": 205136.17, "financial_exposure_usd": 473445.6, "recoverable_pct": 0.314 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103262", "label": "fraudulent", "label_confidence": 0.877, "severity": "critical", "timestamp": "2026-01-03T06:22:00Z", "trace_id": "a62a2495-8d73-5a49-2344-94d2e29f29ad" }
{ "account_age_days": 1494, "account_id": "ACCT-ABE6CB0A9386", "baseline_risk_score": 0.364, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 136, "timestamp": "2026-01-02T22:36:00Z", "transaction_amount_usd": 14.17 }, { "asset": "BTC", "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": 0.462, "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": 583429.86, "financial_exposure_usd": 858391.21, "recoverable_pct": 0.108 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101972", "label": "fraudulent", "label_confidence": 0.853, "severity": "low", "timestamp": "2026-01-02T08:52:00Z", "trace_id": "7c3019e2-e182-6476-241c-b2ac7c3324b9" }
{ "account_age_days": 473, "account_id": "ACCT-5F85154A1480", "baseline_risk_score": 0.37, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 413, "timestamp": "2026-01-02T08:52:00Z", "transaction_amount_usd": 59120.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.573, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 811357.47, "financial_exposure_usd": 1023145.23, "recoverable_pct": 0.207 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103448", "label": "fraudulent", "label_confidence": 0.642, "severity": "high", "timestamp": "2026-01-03T09:28:00Z", "trace_id": "90e51e4e-d049-d994-28a7-b1874521ea4a" }
{ "account_age_days": 1272, "account_id": "ACCT-E7D499223E01", "baseline_risk_score": 0.074, "kyc_tier": "tier_2", "session_entropy": 0.937 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 231, "timestamp": "2026-01-03T06:14:00Z", "transaction_amount_usd": 23.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.489, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4796517.56, "financial_exposure_usd": 8703468.8, "recoverable_pct": 0.711 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102869", "label": "fraudulent", "label_confidence": 0.784, "severity": "medium", "timestamp": "2026-01-02T23:49:00Z", "trace_id": "d85614bf-ba7e-7305-4e91-497c1882f62c" }
{ "account_age_days": 591, "account_id": "ACCT-631CEF0F63F4", "baseline_risk_score": 0.539, "kyc_tier": "tier_1", "session_entropy": 0.643 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 890, "timestamp": "2026-01-02T23:49:00Z", "transaction_amount_usd": 109716.03 }, { "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": 0.45, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 229418.52, "financial_exposure_usd": 314634.04, "recoverable_pct": 0.015 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106216", "label": "fraudulent", "label_confidence": 0.913, "severity": "low", "timestamp": "2026-01-05T07:36:00Z", "trace_id": "756dc684-4734-005e-e476-069e8847f707" }
{ "account_age_days": 226, "account_id": "ACCT-BB68C7B8DD8F", "baseline_risk_score": 0.276, "kyc_tier": "tier_3", "session_entropy": 0.188 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 482, "timestamp": "2026-01-05T07:36:00Z", "transaction_amount_usd": 1975606.76 }, { "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": 0.574, "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": 2786989.77, "financial_exposure_usd": 5165740.55, "recoverable_pct": 0.719 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103908", "label": "fraudulent", "label_confidence": 0.664, "severity": "high", "timestamp": "2026-01-03T17:08:00Z", "trace_id": "87c751e1-d6c2-7dfc-dd43-6d805dc6df45" }
{ "account_age_days": 67, "account_id": "ACCT-E34766AC1DD6", "baseline_risk_score": 0.254, "kyc_tier": "tier_3", "session_entropy": 0.211 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 136, "timestamp": "2026-01-03T17:08:00Z", "transaction_amount_usd": 1464206.92 }, { "asset": "EUR", "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": 0.928, "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": 3091333.76, "financial_exposure_usd": 7513839.69, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106075", "label": "fraudulent", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-05T05:15:00Z", "trace_id": "3e017162-5603-a3aa-386e-2b32aea86429" }
{ "account_age_days": 808, "account_id": "ACCT-1CC2C9ED5871", "baseline_risk_score": 0.303, "kyc_tier": "tier_2", "session_entropy": 0.592 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 927, "timestamp": "2026-01-05T05:15:00Z", "transaction_amount_usd": 61716.02 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.554, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6551311.88, "financial_exposure_usd": 6920503.93, "recoverable_pct": 0.821 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106524", "label": "fraudulent", "label_confidence": 0.726, "severity": "low", "timestamp": "2026-01-05T12:44:00Z", "trace_id": "a757df2e-4b8a-bf0b-a827-8e1869be2705" }
{ "account_age_days": 323, "account_id": "ACCT-BE38DD1487E5", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.383 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 115, "timestamp": "2026-01-05T12:44:00Z", "transaction_amount_usd": 1040248.4 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.725, "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": 4889521.82, "financial_exposure_usd": 5826418.5, "recoverable_pct": 0.865 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103190", "label": "fraudulent", "label_confidence": 0.955, "severity": "medium", "timestamp": "2026-01-03T05:10:00Z", "trace_id": "77e25bba-25bb-d825-dfa2-a9285a40c3b8" }
{ "account_age_days": 1531, "account_id": "ACCT-9379783A7FF5", "baseline_risk_score": 0.423, "kyc_tier": "tier_3", "session_entropy": 0.652 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 644, "timestamp": "2026-01-03T05:10:00Z", "transaction_amount_usd": 91281.74 }, { "asset": "USD", "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": 0.661, "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": 704931.43, "financial_exposure_usd": 869276.66, "recoverable_pct": 0.695 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101411", "label": "fraudulent", "label_confidence": 0.751, "severity": "critical", "timestamp": "2026-01-01T23:31:00Z", "trace_id": "71f1c359-7120-9d02-0db2-7c49822c3d6b" }
{ "account_age_days": 1600, "account_id": "ACCT-9A818E5A2216", "baseline_risk_score": 0.633, "kyc_tier": "tier_3", "session_entropy": 0.669 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 237, "timestamp": "2026-01-01T17:51:00Z", "transaction_amount_usd": 20.39 }, { "asset": "SOL", "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": 0.491, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 806170.63, "financial_exposure_usd": 951868.42, "recoverable_pct": 0.593 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108801", "label": "benign", "label_confidence": 0.622, "severity": "low", "timestamp": "2026-01-07T02:41:00Z", "trace_id": "02ae41bd-d8ba-ba6f-e2da-40891165020b" }
{ "account_age_days": 1087, "account_id": "ACCT-579E4752A2B1", "baseline_risk_score": 0.12, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 306, "timestamp": "2026-01-06T22:31:00Z", "transaction_amount_usd": 17.72 }, { "asset": "GBP", "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": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1905.3, "financial_exposure_usd": 2830.01, "recoverable_pct": 0.468 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106157", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-05T06:37:00Z", "trace_id": "e8e0760e-9a21-a895-3db8-6cff0e4eeda7" }
{ "account_age_days": 175, "account_id": "ACCT-9D0CEB19DDE7", "baseline_risk_score": 0.113, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 950, "timestamp": "2026-01-05T06:37:00Z", "transaction_amount_usd": 814570.23 }, { "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": 0.729, "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": 4051419.52, "financial_exposure_usd": 4159859.81, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107087", "label": "benign", "label_confidence": 0.735, "severity": "medium", "timestamp": "2026-01-05T22:07:00Z", "trace_id": "d2d8aebf-b08f-bdc5-dcc3-110f037d043d" }
{ "account_age_days": 761, "account_id": "ACCT-23A82D2AB1B7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.268 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1009, "timestamp": "2026-01-05T22:07:00Z", "transaction_amount_usd": 11011.18 }, { "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": 0.729, "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": 228.38, "financial_exposure_usd": 559.6, "recoverable_pct": 0.897 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102271", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-02T13:51:00Z", "trace_id": "92b1493f-457d-4e94-96d1-ccce0f401ec2" }
{ "account_age_days": 234, "account_id": "ACCT-3B26CDB984DD", "baseline_risk_score": 0.334, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 104, "timestamp": "2026-01-02T13:51:00Z", "transaction_amount_usd": 26271.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.712, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 440632.71, "financial_exposure_usd": 736119.63, "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-102215", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-02T12:55:00Z", "trace_id": "eb1e77ed-f3c1-d3fa-8340-9019c10542ce" }
{ "account_age_days": 221, "account_id": "ACCT-660D53316A42", "baseline_risk_score": 0.554, "kyc_tier": "tier_2", "session_entropy": 0.438 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 194, "timestamp": "2026-01-02T12:55:00Z", "transaction_amount_usd": 18433.7 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.8, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "confidence_band": "high", "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": 205384.2, "financial_exposure_usd": 269685.24, "recoverable_pct": 0.799 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106534", "label": "fraudulent", "label_confidence": 0.815, "severity": "high", "timestamp": "2026-01-05T12:54:00Z", "trace_id": "c7a2d387-eefe-fe3a-7fcc-237f89caf5df" }
{ "account_age_days": 1612, "account_id": "ACCT-241ADB8E1897", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 706, "timestamp": "2026-01-05T12:54:00Z", "transaction_amount_usd": 2764879.12 }, { "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": 0.395, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7212550.93, "financial_exposure_usd": 7572028.56, "recoverable_pct": 0.563 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100900", "label": "fraudulent", "label_confidence": 0.799, "severity": "medium", "timestamp": "2026-01-01T15:00:00Z", "trace_id": "40421839-ca50-1415-016d-6695771e3708" }
{ "account_age_days": 983, "account_id": "ACCT-C0B33263EE67", "baseline_risk_score": 0.274, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 592, "timestamp": "2026-01-01T15:00:00Z", "transaction_amount_usd": 23054.62 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.363, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "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": 743475.25, "financial_exposure_usd": 793242.03, "recoverable_pct": 0.471 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101910", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-02T07:50:00Z", "trace_id": "eafd4967-fdc7-7403-3da8-7b18996d0cec" }
{ "account_age_days": 329, "account_id": "ACCT-7A8150472178", "baseline_risk_score": 0.491, "kyc_tier": "tier_3", "session_entropy": 0.368 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 222, "timestamp": "2026-01-02T00:45:00Z", "transaction_amount_usd": 11.74 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 492734.73, "financial_exposure_usd": 678285.31, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101979", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-02T08:59:00Z", "trace_id": "e71dbe11-0758-2be4-1fa1-39852bc8eb0d" }
{ "account_age_days": 644, "account_id": "ACCT-074B827395DD", "baseline_risk_score": 0.497, "kyc_tier": "tier_2", "session_entropy": 0.436 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 97, "timestamp": "2026-01-02T06:48:00Z", "transaction_amount_usd": 6.91 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.352, "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": 171145.49, "financial_exposure_usd": 202370.78, "recoverable_pct": 0.368 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101166", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-01T19:26:00Z", "trace_id": "f9419942-85e1-eafd-d5d7-91c04afd5e41" }
{ "account_age_days": 673, "account_id": "ACCT-AE97EC2182DA", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.607 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 127, "timestamp": "2026-01-01T12:26:00Z", "transaction_amount_usd": 5.81 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 837604.56, "financial_exposure_usd": 1028142.54, "recoverable_pct": 0.59 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103558", "label": "fraudulent", "label_confidence": 0.62, "severity": "high", "timestamp": "2026-01-03T11:18:00Z", "trace_id": "e20edcb0-dc88-9e47-b938-a6e326906e94" }
{ "account_age_days": 1092, "account_id": "ACCT-6D3FAB8BDD64", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.138 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 496, "timestamp": "2026-01-03T11:18:00Z", "transaction_amount_usd": 363359.01 }, { "asset": "USDT", "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": 0.754, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3758546.07, "financial_exposure_usd": 7641252.45, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103140", "label": "fraudulent", "label_confidence": 0.787, "severity": "critical", "timestamp": "2026-01-03T04:20:00Z", "trace_id": "1128e103-a88b-5f1b-52a1-86d7dc2dd06b" }
{ "account_age_days": 244, "account_id": "ACCT-EE38DEF77DFF", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.144 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1009, "timestamp": "2026-01-03T04:20:00Z", "transaction_amount_usd": 19691.51 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 269682.06, "financial_exposure_usd": 389906.8, "recoverable_pct": 0.683 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106835", "label": "benign", "label_confidence": 0.73, "severity": "medium", "timestamp": "2026-01-05T17:55:00Z", "trace_id": "95e1ab54-5939-267a-8a52-5fdc8323f4cb" }
{ "account_age_days": 1994, "account_id": "ACCT-EF8AFB015615", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.161 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 626, "timestamp": "2026-01-05T17:55:00Z", "transaction_amount_usd": 878.92 }, { "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": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2399.63, "financial_exposure_usd": 5432.54, "recoverable_pct": 0.738 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106657", "label": "fraudulent", "label_confidence": 0.928, "severity": "critical", "timestamp": "2026-01-05T14:57:00Z", "trace_id": "3e9033f2-5429-17d5-1f48-bbdef0d4cf0b" }
{ "account_age_days": 410, "account_id": "ACCT-C96109852269", "baseline_risk_score": 0.278, "kyc_tier": "tier_2", "session_entropy": 0.785 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 300, "timestamp": "2026-01-05T02:24:00Z", "transaction_amount_usd": 18.48 }, { "asset": "USD", "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": 0.449, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2138882.65, "financial_exposure_usd": 2770439.74, "recoverable_pct": 0.733 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106227", "label": "fraudulent", "label_confidence": 0.689, "severity": "high", "timestamp": "2026-01-05T07:47:00Z", "trace_id": "eb4566c0-e772-98b3-9d56-d48bd6e17362" }
{ "account_age_days": 378, "account_id": "ACCT-952D04865F69", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.541 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 340, "timestamp": "2026-01-05T06:03:00Z", "transaction_amount_usd": 16.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.374, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3291677.44, "financial_exposure_usd": 4421678.83, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101549", "label": "fraudulent", "label_confidence": 0.761, "severity": "critical", "timestamp": "2026-01-02T01:49:00Z", "trace_id": "13213852-2442-194c-9ab2-069b4d608337" }
{ "account_age_days": 541, "account_id": "ACCT-D94398EBF5A7", "baseline_risk_score": 0.331, "kyc_tier": "tier_1", "session_entropy": 0.475 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 594, "timestamp": "2026-01-02T01:49:00Z", "transaction_amount_usd": 45078.72 }, { "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": 0.455, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 451027.75, "financial_exposure_usd": 485399.55, "recoverable_pct": 0.065 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104427", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-04T01:47:00Z", "trace_id": "68851f24-1075-2e01-b557-73d2298657ac" }
{ "account_age_days": 72, "account_id": "ACCT-A0B406AA898D", "baseline_risk_score": 0.159, "kyc_tier": "tier_3", "session_entropy": 0.354 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 173, "timestamp": "2026-01-04T01:47:00Z", "transaction_amount_usd": 1499085.07 }, { "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": 0.431, "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": 4184904.42, "financial_exposure_usd": 7109519.89, "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-105407", "label": "fraudulent", "label_confidence": 0.723, "severity": "low", "timestamp": "2026-01-04T18:07:00Z", "trace_id": "b96ec0e8-58fb-fc50-3c97-09285292831d" }
{ "account_age_days": 996, "account_id": "ACCT-5C5BA20DC9D7", "baseline_risk_score": 0.118, "kyc_tier": "tier_2", "session_entropy": 0.878 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 105, "timestamp": "2026-01-04T07:56:00Z", "transaction_amount_usd": 9.53 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.794, "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": 968984.14, "financial_exposure_usd": 2297116.97, "recoverable_pct": 0.897 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104067", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-03T19:47:00Z", "trace_id": "f88be8b4-036b-5ff5-2dd8-05e13bd299e2" }
{ "account_age_days": 1571, "account_id": "ACCT-5AB3E1EC9E60", "baseline_risk_score": 0.082, "kyc_tier": "tier_1", "session_entropy": 0.818 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 194, "timestamp": "2026-01-03T11:32:00Z", "transaction_amount_usd": 8.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "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": 5284051.33, "financial_exposure_usd": 7603025.88, "recoverable_pct": 0.852 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108753", "label": "benign", "label_confidence": 0.516, "severity": "low", "timestamp": "2026-01-07T01:53:00Z", "trace_id": "d33d9e18-bacf-a0ff-1ceb-1299912f1140" }
{ "account_age_days": 434, "account_id": "ACCT-4EFDBC5F5A2F", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 682, "timestamp": "2026-01-07T01:53:00Z", "transaction_amount_usd": 6334.88 }, { "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": 0.748, "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": 1045.43, "financial_exposure_usd": 1103.21, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106540", "label": "fraudulent", "label_confidence": 0.749, "severity": "critical", "timestamp": "2026-01-05T13:00:00Z", "trace_id": "09cc687d-2c35-691e-1fff-e961db327cff" }
{ "account_age_days": 1385, "account_id": "ACCT-419D560F820A", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1116, "timestamp": "2026-01-05T13:00:00Z", "transaction_amount_usd": 2543911.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.351, "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": 2332293.43, "financial_exposure_usd": 5430610.71, "recoverable_pct": 0.708 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100394", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-01T06:34:00Z", "trace_id": "0218c6a9-d29e-8c00-bb99-da582a498fca" }
{ "account_age_days": 231, "account_id": "ACCT-B991F5EAB8B7", "baseline_risk_score": 0.583, "kyc_tier": "tier_1", "session_entropy": 0.87 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 173, "timestamp": "2026-01-01T06:34:00Z", "transaction_amount_usd": 34003.51 }, { "asset": "GBP", "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": 0.744, "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": 214072.37, "financial_exposure_usd": 378981.22, "recoverable_pct": 0.739 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105499", "label": "fraudulent", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-04T19:39:00Z", "trace_id": "d37f2b99-7e67-5bee-ffe8-7c35c8bf6c7d" }
{ "account_age_days": 1347, "account_id": "ACCT-D8A9CF54813C", "baseline_risk_score": 0.153, "kyc_tier": "tier_2", "session_entropy": 0.294 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 272, "timestamp": "2026-01-04T19:39:00Z", "transaction_amount_usd": 1165609.31 }, { "asset": "EUR", "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": 0.671, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2275182.24, "financial_exposure_usd": 3001607.25, "recoverable_pct": 0.586 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109732", "label": "benign", "label_confidence": 0.523, "severity": "high", "timestamp": "2026-01-07T18:12:00Z", "trace_id": "0de887cb-8dde-2bec-fd32-e3b4b0daa2be" }
{ "account_age_days": 941, "account_id": "ACCT-BFA4B751C70D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.223 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 533, "timestamp": "2026-01-07T18:12:00Z", "transaction_amount_usd": 6181.66 }, { "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": 0.467, "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": 1715.61, "financial_exposure_usd": 2763.04, "recoverable_pct": 0.991 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106721", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-05T16:01:00Z", "trace_id": "45c91324-8383-0151-c123-4e6419978b08" }
{ "account_age_days": 993, "account_id": "ACCT-741CB7F09C57", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 175, "timestamp": "2026-01-05T03:38:00Z", "transaction_amount_usd": 9.06 }, { "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": 0.76, "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_tr...
{ "customer_funds_at_risk_usd": 1120.85, "financial_exposure_usd": 1536.27, "recoverable_pct": 0.47 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-110001", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-07T22:41:00Z", "trace_id": "e0e1913d-16d9-f593-5661-b414642759a2" }
{ "account_age_days": 993, "account_id": "ACCT-5A01AACC9D8E", "baseline_risk_score": 0.091, "kyc_tier": "tier_3", "session_entropy": 0.904 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 431, "timestamp": "2026-01-07T22:41:00Z", "transaction_amount_usd": 9317.78 }, { "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": 0.601, "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": 833.37, "financial_exposure_usd": 1345.04, "recoverable_pct": 0.629 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101017", "label": "fraudulent", "label_confidence": 0.813, "severity": "high", "timestamp": "2026-01-01T16:57:00Z", "trace_id": "bbd76c95-1faf-ff4c-ac0f-0b1b80913daa" }
{ "account_age_days": 1279, "account_id": "ACCT-74D503CDD1E3", "baseline_risk_score": 0.372, "kyc_tier": "tier_3", "session_entropy": 0.286 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 193, "timestamp": "2026-01-01T16:57:00Z", "transaction_amount_usd": 114997.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 919148.41, "financial_exposure_usd": 1106079.01, "recoverable_pct": 0.488 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106973", "label": "benign", "label_confidence": 0.568, "severity": "low", "timestamp": "2026-01-05T20:13:00Z", "trace_id": "ca518160-6b67-5f50-1c8f-7d6fa51b9982" }
{ "account_age_days": 1400, "account_id": "ACCT-65D9123DEAD5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 932, "timestamp": "2026-01-05T20:13:00Z", "transaction_amount_usd": 2462.76 }, { "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": 0.648, "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": 4068.18, "financial_exposure_usd": 4962.69, "recoverable_pct": 0.803 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109070", "label": "benign", "label_confidence": 0.642, "severity": "low", "timestamp": "2026-01-07T07:10:00Z", "trace_id": "f218380a-c4d4-ae0b-0890-f108fc454955" }
{ "account_age_days": 826, "account_id": "ACCT-C63C83264C87", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.704 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 604, "timestamp": "2026-01-07T07:10:00Z", "transaction_amount_usd": 11862.09 }, { "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1712.2, "financial_exposure_usd": 1979.65, "recoverable_pct": 0.525 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103166", "label": "fraudulent", "label_confidence": 0.98, "severity": "high", "timestamp": "2026-01-03T04:46:00Z", "trace_id": "ba879338-1583-2e62-e77d-5de94addceb9" }
{ "account_age_days": 1778, "account_id": "ACCT-202C9138E7D2", "baseline_risk_score": 0.53, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 239, "timestamp": "2026-01-02T23:35:00Z", "transaction_amount_usd": 12.21 }, { "asset": "USD", "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": 0.746, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 332292.64, "financial_exposure_usd": 686044.99, "recoverable_pct": 0.739 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104264", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-03T23:04:00Z", "trace_id": "145c911d-6d1c-ae0f-f24b-98d2c35fbb7f" }
{ "account_age_days": 392, "account_id": "ACCT-6D8F9F94A391", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.636 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1013, "timestamp": "2026-01-03T23:04:00Z", "transaction_amount_usd": 123750.06 }, { "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": 0.488, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 546613.49, "financial_exposure_usd": 904762.48, "recoverable_pct": 0.762 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108472", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-06T21:12:00Z", "trace_id": "f3e33a23-360d-271c-d4b4-e34c05aab412" }
{ "account_age_days": 665, "account_id": "ACCT-95A8308A7C49", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.833 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 347, "timestamp": "2026-01-06T18:45:00Z", "transaction_amount_usd": 11.72 }, { "asset": "BTC", "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": 0.486, "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": 1151.93, "financial_exposure_usd": 1375, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104515", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-04T03:15:00Z", "trace_id": "ee2b9ae5-9638-5e15-ebf0-2064cdf5a57f" }
{ "account_age_days": 363, "account_id": "ACCT-D46BAD9A4535", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.295 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 151, "timestamp": "2026-01-04T03:15:00Z", "transaction_amount_usd": 2315525.71 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.625, "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": 2415498.45, "financial_exposure_usd": 4110480.23, "recoverable_pct": 0.532 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109194", "label": "benign", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-07T09:14:00Z", "trace_id": "429227a4-6a16-b8cb-cf1b-9acb75612e1c" }
{ "account_age_days": 1789, "account_id": "ACCT-59DE13569898", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.898 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 270, "timestamp": "2026-01-07T04:51:00Z", "transaction_amount_usd": 10.86 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.492, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3798.66, "financial_exposure_usd": 5101.49, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109889", "label": "benign", "label_confidence": 0.603, "severity": "medium", "timestamp": "2026-01-07T20:49:00Z", "trace_id": "09a5d270-a6e7-0a85-2ea2-93eca105fb44" }
{ "account_age_days": 767, "account_id": "ACCT-43FB8326E923", "baseline_risk_score": 0.072, "kyc_tier": "tier_2", "session_entropy": 0.481 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 861, "timestamp": "2026-01-07T20:49:00Z", "transaction_amount_usd": 5921.52 }, { "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": 0.774, "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": 2288.92, "financial_exposure_usd": 2404.41, "recoverable_pct": 0.945 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104941", "label": "fraudulent", "label_confidence": 0.704, "severity": "low", "timestamp": "2026-01-04T10:21:00Z", "trace_id": "fe92390c-8a15-b757-dba1-7657109ba746" }
{ "account_age_days": 965, "account_id": "ACCT-5784172B55AE", "baseline_risk_score": 0.313, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 285, "timestamp": "2026-01-04T10:21:00Z", "transaction_amount_usd": 2075204.32 }, { "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": 0.858, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6085525.75, "financial_exposure_usd": 6943040.72, "recoverable_pct": 0.887 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109415", "label": "benign", "label_confidence": 0.512, "severity": "high", "timestamp": "2026-01-07T12:55:00Z", "trace_id": "9e0863b4-a36c-1e2a-3916-42bfb3c0cc2b" }
{ "account_age_days": 1749, "account_id": "ACCT-74C54C3FABED", "baseline_risk_score": 0.193, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 297, "timestamp": "2026-01-07T10:08:00Z", "transaction_amount_usd": 21.62 }, { "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": 0.576, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2129.51, "financial_exposure_usd": 2257.38, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102068", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-02T10:28:00Z", "trace_id": "e380af64-5d05-dbb2-f395-072487b24771" }
{ "account_age_days": 673, "account_id": "ACCT-A75BF7BE8C9D", "baseline_risk_score": 0.614, "kyc_tier": "tier_3", "session_entropy": 0.523 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 269, "timestamp": "2026-01-02T07:21:00Z", "transaction_amount_usd": 18.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.653, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 619494.94, "financial_exposure_usd": 626398.25, "recoverable_pct": 0.648 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102903", "label": "fraudulent", "label_confidence": 0.828, "severity": "medium", "timestamp": "2026-01-03T00:23:00Z", "trace_id": "0725e060-33b5-f638-d641-2a2e1c3d6c68" }
{ "account_age_days": 1779, "account_id": "ACCT-37D0987F32AB", "baseline_risk_score": 0.55, "kyc_tier": "tier_1", "session_entropy": 0.706 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1190, "timestamp": "2026-01-03T00:23:00Z", "transaction_amount_usd": 8864.67 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.535, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 488206.84, "financial_exposure_usd": 702222.47, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105316", "label": "fraudulent", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-04T16:36:00Z", "trace_id": "938a69a2-8f16-62e8-6fc5-8a5aaf8457e2" }
{ "account_age_days": 339, "account_id": "ACCT-3A4CAE4AB66F", "baseline_risk_score": 0.337, "kyc_tier": "tier_1", "session_entropy": 0.308 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 748, "timestamp": "2026-01-04T16:36:00Z", "transaction_amount_usd": 2221026.46 }, { "asset": "SOL", "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": 0.453, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3745895.42, "financial_exposure_usd": 5941786.68, "recoverable_pct": 0.898 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101414", "label": "fraudulent", "label_confidence": 0.915, "severity": "low", "timestamp": "2026-01-01T23:34:00Z", "trace_id": "b90bc606-f4a6-8db8-2e54-f7befccc4cc7" }
{ "account_age_days": 70, "account_id": "ACCT-89BBC9EFDBC5", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.58 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 790, "timestamp": "2026-01-01T23:34:00Z", "transaction_amount_usd": 103745.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.504, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 427845.46, "financial_exposure_usd": 504974.26, "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-108673", "label": "benign", "label_confidence": 0.582, "severity": "high", "timestamp": "2026-01-07T00:33:00Z", "trace_id": "27f05a1e-c4ec-4b7d-7e7a-2b7ed354284c" }
{ "account_age_days": 1507, "account_id": "ACCT-0837B52AC3C9", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 393, "timestamp": "2026-01-07T00:33:00Z", "transaction_amount_usd": 12383.52 }, { "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": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 2054.61, "financial_exposure_usd": 2731.98, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103659", "label": "fraudulent", "label_confidence": 0.897, "severity": "high", "timestamp": "2026-01-03T12:59:00Z", "trace_id": "6ae637e8-9fcc-d250-7409-9ae433dedbc1" }
{ "account_age_days": 1223, "account_id": "ACCT-2FC573DC8A30", "baseline_risk_score": 0.4, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 377, "timestamp": "2026-01-03T12:59:00Z", "transaction_amount_usd": 1840365.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.923, "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": 2033085.1, "financial_exposure_usd": 3656747.67, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107529", "label": "benign", "label_confidence": 0.574, "severity": "high", "timestamp": "2026-01-06T05:29:00Z", "trace_id": "f8f8e6f4-eda1-9d57-b8cc-b9d27af1b4ee" }
{ "account_age_days": 1301, "account_id": "ACCT-9C2149A0D7CF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.893 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 318, "timestamp": "2026-01-05T18:29:00Z", "transaction_amount_usd": 24.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.754, "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": 417.56, "financial_exposure_usd": 588.02, "recoverable_pct": 0.455 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103884", "label": "fraudulent", "label_confidence": 0.769, "severity": "medium", "timestamp": "2026-01-03T16:44:00Z", "trace_id": "ac5e2c21-32d4-e732-6841-d9d6c0455aff" }
{ "account_age_days": 1315, "account_id": "ACCT-9E29EDE890E8", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.266 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 906, "timestamp": "2026-01-03T16:44:00Z", "transaction_amount_usd": 1600660.43 }, { "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": 0.509, "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": 2796352.93, "financial_exposure_usd": 3804637.79, "recoverable_pct": 0.56 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104599", "label": "fraudulent", "label_confidence": 0.708, "severity": "medium", "timestamp": "2026-01-04T04:39:00Z", "trace_id": "6abcd0cb-c3f7-c4df-0952-89be015929eb" }
{ "account_age_days": 435, "account_id": "ACCT-FB9F7A604427", "baseline_risk_score": 0.214, "kyc_tier": "tier_3", "session_entropy": 0.749 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 310, "timestamp": "2026-01-03T16:07:00Z", "transaction_amount_usd": 19.06 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.789, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 3363124.38, "financial_exposure_usd": 5116666.27, "recoverable_pct": 0.495 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109035", "label": "benign", "label_confidence": 0.539, "severity": "high", "timestamp": "2026-01-07T06:35:00Z", "trace_id": "4abd22c2-900a-9ac7-a5e6-6dc4001b9990" }
{ "account_age_days": 985, "account_id": "ACCT-908C406028FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.638 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 279, "timestamp": "2026-01-07T01:18:00Z", "transaction_amount_usd": 12.16 }, { "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": 0.676, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 841.48, "financial_exposure_usd": 1523.53, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108384", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-06T19:44:00Z", "trace_id": "bc874043-9b04-3f93-038b-ba7e8f9e1e5f" }
{ "account_age_days": 1498, "account_id": "ACCT-E23AEF158AAC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 135, "timestamp": "2026-01-06T19:44:00Z", "transaction_amount_usd": 1412.89 }, { "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": 0.646, "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": 941.62, "financial_exposure_usd": 1675.82, "recoverable_pct": 0.987 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106244", "label": "fraudulent", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-05T08:04:00Z", "trace_id": "f2299ccb-0be0-4e1c-9e9c-e9610e14a790" }
{ "account_age_days": 1997, "account_id": "ACCT-B6ADE2AE3D0C", "baseline_risk_score": 0.185, "kyc_tier": "tier_3", "session_entropy": 0.319 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 869, "timestamp": "2026-01-05T08:04:00Z", "transaction_amount_usd": 1692654.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.436, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2748403.42, "financial_exposure_usd": 5098421.25, "recoverable_pct": 0.483 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105687", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-04T22:47:00Z", "trace_id": "b2e39c4c-b265-ac33-d813-659bb89a4c3b" }
{ "account_age_days": 1234, "account_id": "ACCT-E6C1D709DB76", "baseline_risk_score": 0.134, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 663, "timestamp": "2026-01-04T22:47:00Z", "transaction_amount_usd": 1534371.88 }, { "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": 0.585, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2177913.78, "financial_exposure_usd": 4122939.78, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100392", "label": "fraudulent", "label_confidence": 0.971, "severity": "medium", "timestamp": "2026-01-01T06:32:00Z", "trace_id": "26618449-e08f-6d7b-bb28-7a6d1a07657b" }
{ "account_age_days": 1018, "account_id": "ACCT-ADA45EB26873", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.76 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1090, "timestamp": "2026-01-01T06:32:00Z", "transaction_amount_usd": 8125.04 }, { "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": 0.782, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 315280.56, "financial_exposure_usd": 360984.23, "recoverable_pct": 0.308 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106074", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-05T05:14:00Z", "trace_id": "d59681dc-8627-fe5e-34aa-063933f1ee76" }
{ "account_age_days": 1540, "account_id": "ACCT-B8599829228C", "baseline_risk_score": 0.259, "kyc_tier": "tier_1", "session_entropy": 0.548 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 515, "timestamp": "2026-01-05T05:14:00Z", "transaction_amount_usd": 811275.31 }, { "asset": "USDT", "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": 0.408, "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": 3701498.53, "financial_exposure_usd": 7359752.79, "recoverable_pct": 0.674 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100752", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-01T12:32:00Z", "trace_id": "307301a4-ae7d-7081-a7cd-d8009b10bbbd" }
{ "account_age_days": 232, "account_id": "ACCT-0069DAD212CC", "baseline_risk_score": 0.388, "kyc_tier": "tier_3", "session_entropy": 0.678 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 369, "timestamp": "2026-01-01T06:09:00Z", "transaction_amount_usd": 9.77 }, { "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": 0.757, "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": 579927.24, "financial_exposure_usd": 670998.43, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107058", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-05T21:38:00Z", "trace_id": "389807e7-bfa2-8030-8dfc-1d8574353434" }
{ "account_age_days": 1022, "account_id": "ACCT-2ECD93C16771", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.444 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 279, "timestamp": "2026-01-05T12:17:00Z", "transaction_amount_usd": 17.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.718, "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": 1401.28, "financial_exposure_usd": 1565.73, "recoverable_pct": 0.499 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101638", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-02T03:18:00Z", "trace_id": "d53dcde1-f6e7-1812-7681-50b5f61bcfc8" }
{ "account_age_days": 556, "account_id": "ACCT-B1F519398F93", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1180, "timestamp": "2026-01-02T03:18:00Z", "transaction_amount_usd": 111153.35 }, { "asset": "JPY", "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": 0.881, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 934006.46, "financial_exposure_usd": 1002773.93, "recoverable_pct": 0.402 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100034", "label": "fraudulent", "label_confidence": 0.872, "severity": "high", "timestamp": "2026-01-01T00:34:00Z", "trace_id": "ef4c5119-8da5-d39b-42c2-17970426fcc9" }
{ "account_age_days": 1668, "account_id": "ACCT-49646B96FA3C", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.115 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 583, "timestamp": "2026-01-01T00:34:00Z", "transaction_amount_usd": 50400.58 }, { "asset": "USD", "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": 0.834, "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": 375468.73, "financial_exposure_usd": 808834.04, "recoverable_pct": 0.082 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103995", "label": "fraudulent", "label_confidence": 0.857, "severity": "medium", "timestamp": "2026-01-03T18:35:00Z", "trace_id": "da05e6de-d75a-8ce7-ff24-8989b8cdc0d4" }
{ "account_age_days": 236, "account_id": "ACCT-3D00B4A10816", "baseline_risk_score": 0.164, "kyc_tier": "tier_2", "session_entropy": 0.14 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 367, "timestamp": "2026-01-03T18:35:00Z", "transaction_amount_usd": 177886.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.433, "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": 3549501.42, "financial_exposure_usd": 5723114.95, "recoverable_pct": 0.441 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100730", "label": "fraudulent", "label_confidence": 0.799, "severity": "low", "timestamp": "2026-01-01T12:10:00Z", "trace_id": "e4839e22-a37c-e071-c3c8-25d4e46b2af9" }
{ "account_age_days": 757, "account_id": "ACCT-1521DFB4C063", "baseline_risk_score": 0.441, "kyc_tier": "tier_3", "session_entropy": 0.23 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 499, "timestamp": "2026-01-01T12:10:00Z", "transaction_amount_usd": 80829.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.596, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 788217.41, "financial_exposure_usd": 1107642.56, "recoverable_pct": 0.174 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106782", "label": "benign", "label_confidence": 0.465, "severity": "medium", "timestamp": "2026-01-05T17:02:00Z", "trace_id": "1e2f3c9c-7e0f-89a6-9452-f7f09decba11" }
{ "account_age_days": 1652, "account_id": "ACCT-B054D15E6CA6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.487 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 317, "timestamp": "2026-01-05T12:46:00Z", "transaction_amount_usd": 2.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 664.56, "financial_exposure_usd": 1512.32, "recoverable_pct": 0.524 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100323", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-01T05:23:00Z", "trace_id": "eb428215-4c3d-8a35-35b9-298303617d89" }
{ "account_age_days": 1263, "account_id": "ACCT-83117EFCB0B4", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.194 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1035, "timestamp": "2026-01-01T05:23:00Z", "transaction_amount_usd": 29263.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.428, "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": 369620.36, "financial_exposure_usd": 458524.81, "recoverable_pct": 0.747 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108840", "label": "benign", "label_confidence": 0.715, "severity": "high", "timestamp": "2026-01-07T03:20:00Z", "trace_id": "aad2d4fb-b7ec-ab20-7b10-6a97ee053600" }
{ "account_age_days": 121, "account_id": "ACCT-7C332DDFD291", "baseline_risk_score": 0.16, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 583, "timestamp": "2026-01-07T03:20:00Z", "transaction_amount_usd": 14004.6 }, { "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": 0.709, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 5175.17, "financial_exposure_usd": 5651.41, "recoverable_pct": 0.737 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101199", "label": "fraudulent", "label_confidence": 0.92, "severity": "medium", "timestamp": "2026-01-01T19:59:00Z", "trace_id": "e491f860-0017-c95b-fbb3-e582d5e88470" }
{ "account_age_days": 1142, "account_id": "ACCT-8F4EF87A1963", "baseline_risk_score": 0.527, "kyc_tier": "tier_1", "session_entropy": 0.764 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 184, "timestamp": "2026-01-01T19:59:00Z", "transaction_amount_usd": 18062.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.542, "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": 796449.98, "financial_exposure_usd": 1061667.81, "recoverable_pct": 0.144 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }