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-104819", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-04T08:19:00Z", "trace_id": "407f3c0a-f359-e879-b685-6d30e874f129" }
{ "account_age_days": 1507, "account_id": "ACCT-C3B2CB0FD6D4", "baseline_risk_score": 0.2, "kyc_tier": "tier_2", "session_entropy": 0.216 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 590, "timestamp": "2026-01-04T08:19:00Z", "transaction_amount_usd": 1756297.33 }, { "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": 0.668, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2448363.71, "financial_exposure_usd": 2655641.06, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103076", "label": "fraudulent", "label_confidence": 0.776, "severity": "low", "timestamp": "2026-01-03T03:16:00Z", "trace_id": "ace8246d-9211-bc3c-f00b-b88edc6a2bfb" }
{ "account_age_days": 1383, "account_id": "ACCT-9247984FAE2B", "baseline_risk_score": 0.519, "kyc_tier": "tier_1", "session_entropy": 0.12 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 999, "timestamp": "2026-01-03T03:16:00Z", "transaction_amount_usd": 51703.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.506, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 688227.53, "financial_exposure_usd": 981586.1, "recoverable_pct": 0.782 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107013", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-05T20:53:00Z", "trace_id": "7e373c7e-a907-98fd-348d-c625027320b8" }
{ "account_age_days": 777, "account_id": "ACCT-1603EF10A1FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.941 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 444, "timestamp": "2026-01-05T20:53:00Z", "transaction_amount_usd": 2984.71 }, { "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": 0.594, "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": 2950.06, "financial_exposure_usd": 4080.22, "recoverable_pct": 0.908 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101256", "label": "fraudulent", "label_confidence": 0.799, "severity": "low", "timestamp": "2026-01-01T20:56:00Z", "trace_id": "fb4c4d06-c286-527c-8d94-e25f76c3dd16" }
{ "account_age_days": 1999, "account_id": "ACCT-CD2E17A300F7", "baseline_risk_score": 0.562, "kyc_tier": "tier_1", "session_entropy": 0.938 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 155, "timestamp": "2026-01-01T16:53:00Z", "transaction_amount_usd": 5.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.833, "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": 723807.83, "financial_exposure_usd": 793745.9, "recoverable_pct": 0.544 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100593", "label": "fraudulent", "label_confidence": 0.775, "severity": "low", "timestamp": "2026-01-01T09:53:00Z", "trace_id": "7b899d97-165f-5ad9-5dbf-93ba101ac752" }
{ "account_age_days": 909, "account_id": "ACCT-2AF67F9B1BAF", "baseline_risk_score": 0.646, "kyc_tier": "tier_1", "session_entropy": 0.595 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 491, "timestamp": "2026-01-01T09:53:00Z", "transaction_amount_usd": 53884.94 }, { "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": 0.685, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 424788.46, "financial_exposure_usd": 996837.46, "recoverable_pct": 0.714 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108680", "label": "benign", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-07T00:40:00Z", "trace_id": "8e47be3a-e372-e928-e149-65e55928e3c9" }
{ "account_age_days": 1899, "account_id": "ACCT-7E9F587C94A4", "baseline_risk_score": 0.184, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 912, "timestamp": "2026-01-07T00:40:00Z", "transaction_amount_usd": 5772.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.778, "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": 1187.67, "financial_exposure_usd": 1703.72, "recoverable_pct": 0.457 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104603", "label": "fraudulent", "label_confidence": 0.734, "severity": "medium", "timestamp": "2026-01-04T04:43:00Z", "trace_id": "62c24751-aceb-3532-0265-595a45758b7b" }
{ "account_age_days": 583, "account_id": "ACCT-3AB97C5C7AC9", "baseline_risk_score": 0.357, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1117, "timestamp": "2026-01-04T04:43:00Z", "transaction_amount_usd": 1903791.48 }, { "asset": "USDT", "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": 0.458, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 3675602.51, "financial_exposure_usd": 4071390.04, "recoverable_pct": 0.719 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107592", "label": "benign", "label_confidence": 0.693, "severity": "low", "timestamp": "2026-01-06T06:32:00Z", "trace_id": "c2ab57c8-fcfa-60a5-689d-df909460d109" }
{ "account_age_days": 1333, "account_id": "ACCT-BDA308CC09E8", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.713 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 999, "timestamp": "2026-01-06T06:32:00Z", "transaction_amount_usd": 2069.68 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3387.48, "financial_exposure_usd": 4085.68, "recoverable_pct": 0.772 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109007", "label": "benign", "label_confidence": 0.531, "severity": "high", "timestamp": "2026-01-07T06:07:00Z", "trace_id": "ca21a49e-0108-4f46-acd6-0cf4dfea9c4b" }
{ "account_age_days": 1413, "account_id": "ACCT-95A486A3F029", "baseline_risk_score": 0.199, "kyc_tier": "tier_3", "session_entropy": 0.522 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1130, "timestamp": "2026-01-07T06:07:00Z", "transaction_amount_usd": 8317.95 }, { "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": 0.545, "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": 2414.82, "financial_exposure_usd": 3677.71, "recoverable_pct": 0.757 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109722", "label": "benign", "label_confidence": 0.515, "severity": "medium", "timestamp": "2026-01-07T18:02:00Z", "trace_id": "7055c8c4-74e9-099b-d2e0-8d69d8cc1a28" }
{ "account_age_days": 894, "account_id": "ACCT-F2EEEDCCAB0D", "baseline_risk_score": 0.151, "kyc_tier": "tier_2", "session_entropy": 0.559 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 437, "timestamp": "2026-01-07T18:02:00Z", "transaction_amount_usd": 10852.03 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1262.2, "financial_exposure_usd": 1673.26, "recoverable_pct": 0.513 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106178", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-05T06:58:00Z", "trace_id": "37d5be4f-8709-9f09-468f-cc9c3ceb9d7b" }
{ "account_age_days": 988, "account_id": "ACCT-18C70D3EA978", "baseline_risk_score": 0.101, "kyc_tier": "tier_2", "session_entropy": 0.392 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1127, "timestamp": "2026-01-05T06:58:00Z", "transaction_amount_usd": 1510088.93 }, { "asset": "USD", "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": 0.578, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3526184.64, "financial_exposure_usd": 5499418.34, "recoverable_pct": 0.761 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100704", "label": "fraudulent", "label_confidence": 0.797, "severity": "high", "timestamp": "2026-01-01T11:44:00Z", "trace_id": "6c67d107-711b-72df-f143-9f10f7f1561e" }
{ "account_age_days": 268, "account_id": "ACCT-E71C5006A24A", "baseline_risk_score": 0.272, "kyc_tier": "tier_3", "session_entropy": 0.913 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 265, "timestamp": "2026-01-01T11:44:00Z", "transaction_amount_usd": 68050.88 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.377, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 201535.32, "financial_exposure_usd": 501672.18, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105806", "label": "fraudulent", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-05T00:46:00Z", "trace_id": "c6c84a7b-5dc0-84a5-5a55-79dc30f0ca54" }
{ "account_age_days": 1987, "account_id": "ACCT-51C34856E60F", "baseline_risk_score": 0.171, "kyc_tier": "tier_1", "session_entropy": 0.766 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 162, "timestamp": "2026-01-04T21:41:00Z", "transaction_amount_usd": 10.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.378, "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": 1584523.38, "financial_exposure_usd": 3617478.14, "recoverable_pct": 0.806 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103221", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-03T05:41:00Z", "trace_id": "9df2f506-f198-01c4-60d4-1be7a06bdfc1" }
{ "account_age_days": 1055, "account_id": "ACCT-9EC250DD3B9A", "baseline_risk_score": 0.523, "kyc_tier": "tier_2", "session_entropy": 0.91 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 644, "timestamp": "2026-01-03T05:41:00Z", "transaction_amount_usd": 14530.14 }, { "asset": "JPY", "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": 0.768, "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": 573435.38, "financial_exposure_usd": 878538.56, "recoverable_pct": 0.092 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108895", "label": "benign", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-07T04:15:00Z", "trace_id": "ee4b01a9-53d9-783b-180f-94f4ccf7a9e4" }
{ "account_age_days": 455, "account_id": "ACCT-0DD185C27734", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.422 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1060, "timestamp": "2026-01-07T04:15:00Z", "transaction_amount_usd": 2101.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.532, "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": 3895.61, "financial_exposure_usd": 6113.24, "recoverable_pct": 0.47 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101654", "label": "fraudulent", "label_confidence": 0.848, "severity": "medium", "timestamp": "2026-01-02T03:34:00Z", "trace_id": "49f0e5dd-4866-2462-89f6-a0eac3725129" }
{ "account_age_days": 160, "account_id": "ACCT-0531E46B5C7E", "baseline_risk_score": 0.586, "kyc_tier": "tier_2", "session_entropy": 0.333 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 579, "timestamp": "2026-01-02T03:34:00Z", "transaction_amount_usd": 5050.41 }, { "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": 0.588, "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": 568494.19, "financial_exposure_usd": 602209.51, "recoverable_pct": 0.137 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107130", "label": "benign", "label_confidence": 0.494, "severity": "high", "timestamp": "2026-01-05T22:50:00Z", "trace_id": "815d6f24-9421-167c-a82f-e7cfcc775561" }
{ "account_age_days": 711, "account_id": "ACCT-D9C443BFE590", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.766 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 276, "timestamp": "2026-01-05T22:50:00Z", "transaction_amount_usd": 9327.33 }, { "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": 0.703, "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": 5284.08, "financial_exposure_usd": 6406.22, "recoverable_pct": 0.475 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103650", "label": "fraudulent", "label_confidence": 0.69, "severity": "medium", "timestamp": "2026-01-03T12:50:00Z", "trace_id": "bad900fd-9318-cb46-73e3-3f5aea42d50c" }
{ "account_age_days": 591, "account_id": "ACCT-4B403F332993", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.811 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 845, "timestamp": "2026-01-03T12:50:00Z", "transaction_amount_usd": 410358.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.675, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2969637.08, "financial_exposure_usd": 3689050.99, "recoverable_pct": 0.458 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104090", "label": "fraudulent", "label_confidence": 0.632, "severity": "critical", "timestamp": "2026-01-03T20:10:00Z", "trace_id": "928580ce-6cdb-126e-1832-f1933ea5c3fc" }
{ "account_age_days": 1064, "account_id": "ACCT-75264650BFF6", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.138 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1013, "timestamp": "2026-01-03T20:10:00Z", "transaction_amount_usd": 2152506.61 }, { "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": 0.59, "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 AN...
{ "customer_funds_at_risk_usd": 2053469.26, "financial_exposure_usd": 3809143.64, "recoverable_pct": 0.575 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105678", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-04T22:38:00Z", "trace_id": "2acae427-7a55-170d-7e75-f14cec3812f6" }
{ "account_age_days": 1923, "account_id": "ACCT-71E90909CB53", "baseline_risk_score": 0.377, "kyc_tier": "tier_2", "session_entropy": 0.573 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 272, "timestamp": "2026-01-04T17:30:00Z", "transaction_amount_usd": 8.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.56, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4224569.19, "financial_exposure_usd": 8486010.55, "recoverable_pct": 0.607 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107616", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-06T06:56:00Z", "trace_id": "389dd72c-93bc-7aab-918a-af6cf61767ae" }
{ "account_age_days": 1311, "account_id": "ACCT-566F47A6CE89", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 363, "timestamp": "2026-01-06T06:56:00Z", "transaction_amount_usd": 11311.09 }, { "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": 0.646, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1487.7, "financial_exposure_usd": 1814.24, "recoverable_pct": 0.939 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104814", "label": "fraudulent", "label_confidence": 0.906, "severity": "medium", "timestamp": "2026-01-04T08:14:00Z", "trace_id": "996ea394-5b66-1468-a5a1-4a4cc2b5fd24" }
{ "account_age_days": 1217, "account_id": "ACCT-901547517777", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.363 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1038, "timestamp": "2026-01-04T08:14:00Z", "transaction_amount_usd": 2412951.26 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.459, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4656580.33, "financial_exposure_usd": 6352927.11, "recoverable_pct": 0.808 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104490", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-04T02:50:00Z", "trace_id": "be2ad9db-f1ee-c407-9e8d-5db59e0358fc" }
{ "account_age_days": 868, "account_id": "ACCT-CAF2D83DF024", "baseline_risk_score": 0.365, "kyc_tier": "tier_1", "session_entropy": 0.701 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 119, "timestamp": "2026-01-04T02:50:00Z", "transaction_amount_usd": 2713006.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.788, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3255211.21, "financial_exposure_usd": 3814076.6, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106395", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-05T10:35:00Z", "trace_id": "9aa3cf1a-e978-fdf6-0478-5931290aa9ca" }
{ "account_age_days": 311, "account_id": "ACCT-AD313D0B14D2", "baseline_risk_score": 0.162, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 294, "timestamp": "2026-01-05T02:09:00Z", "transaction_amount_usd": 20.51 }, { "asset": "BTC", "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": 0.835, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1308849.43, "financial_exposure_usd": 1454302.89, "recoverable_pct": 0.956 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109309", "label": "benign", "label_confidence": 0.594, "severity": "low", "timestamp": "2026-01-07T11:09:00Z", "trace_id": "b4ba767f-da8a-5867-f1b2-0bb0ffda3c2c" }
{ "account_age_days": 606, "account_id": "ACCT-C101A1756789", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.144 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 127, "timestamp": "2026-01-07T11:09:00Z", "transaction_amount_usd": 3167.4 }, { "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": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 671.49, "financial_exposure_usd": 706.19, "recoverable_pct": 0.424 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109953", "label": "benign", "label_confidence": 0.717, "severity": "high", "timestamp": "2026-01-07T21:53:00Z", "trace_id": "e844db16-7c72-b44a-7b3e-bba96822b087" }
{ "account_age_days": 840, "account_id": "ACCT-36CE6450B6F3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.488 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 493, "timestamp": "2026-01-07T21:53:00Z", "transaction_amount_usd": 6274.1 }, { "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": 0.577, "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": 1971.36, "financial_exposure_usd": 3072.67, "recoverable_pct": 0.556 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106647", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-05T14:47:00Z", "trace_id": "50da2956-fa11-5a81-31b7-f947d4148883" }
{ "account_age_days": 1565, "account_id": "ACCT-CCD0CE2EAE9D", "baseline_risk_score": 0.237, "kyc_tier": "tier_2", "session_entropy": 0.527 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 420, "timestamp": "2026-01-05T14:47:00Z", "transaction_amount_usd": 2108871.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3273295.03, "financial_exposure_usd": 4948531.03, "recoverable_pct": 0.92 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107256", "label": "benign", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-06T00:56:00Z", "trace_id": "4dae2246-e1b4-b980-2dd1-ba844a1004fd" }
{ "account_age_days": 1078, "account_id": "ACCT-34248D8C6D2E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.243 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1069, "timestamp": "2026-01-06T00:56:00Z", "transaction_amount_usd": 6234.58 }, { "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": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1136.04, "financial_exposure_usd": 2029.33, "recoverable_pct": 0.793 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105584", "label": "fraudulent", "label_confidence": 0.638, "severity": "critical", "timestamp": "2026-01-04T21:04:00Z", "trace_id": "9f53a4a1-a4f3-7954-468a-f2024e064829" }
{ "account_age_days": 1754, "account_id": "ACCT-491C8D5C8F63", "baseline_risk_score": 0.305, "kyc_tier": "tier_1", "session_entropy": 0.562 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 847, "timestamp": "2026-01-04T21:04:00Z", "transaction_amount_usd": 2813339.5 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.818, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.688 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105892", "label": "fraudulent", "label_confidence": 0.647, "severity": "critical", "timestamp": "2026-01-05T02:12:00Z", "trace_id": "8521f6b7-42d1-fa7a-6c62-14d3e6b021af" }
{ "account_age_days": 1044, "account_id": "ACCT-63881E97716F", "baseline_risk_score": 0.311, "kyc_tier": "tier_3", "session_entropy": 0.905 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1030, "timestamp": "2026-01-05T02:12:00Z", "transaction_amount_usd": 340394.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.808, "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": 4305144.26, "financial_exposure_usd": 4730051.8, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107688", "label": "benign", "label_confidence": 0.617, "severity": "high", "timestamp": "2026-01-06T08:08:00Z", "trace_id": "e78ae240-9566-88eb-8b1f-f0cb211ac862" }
{ "account_age_days": 1837, "account_id": "ACCT-C7190E15667C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 216, "timestamp": "2026-01-06T08:08:00Z", "transaction_amount_usd": 10561.96 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.55, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 5363.99, "financial_exposure_usd": 5694.01, "recoverable_pct": 0.544 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102400", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-02T16:00:00Z", "trace_id": "14d73329-72d9-5534-27e6-88bf80f867a7" }
{ "account_age_days": 1906, "account_id": "ACCT-0CB0538B95E2", "baseline_risk_score": 0.631, "kyc_tier": "tier_1", "session_entropy": 0.451 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 212, "timestamp": "2026-01-02T16:00:00Z", "transaction_amount_usd": 92205.73 }, { "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": 0.715, "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": 1165473.9, "financial_exposure_usd": 1359534.63, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102517", "label": "fraudulent", "label_confidence": 0.773, "severity": "high", "timestamp": "2026-01-02T17:57:00Z", "trace_id": "8c328c10-8fe8-96b9-180d-ddee329fed72" }
{ "account_age_days": 1859, "account_id": "ACCT-D1994BF9A799", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.17 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 871, "timestamp": "2026-01-02T17:57:00Z", "transaction_amount_usd": 12609.91 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.403, "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": 557882.2, "financial_exposure_usd": 587859.18, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108002", "label": "benign", "label_confidence": 0.749, "severity": "medium", "timestamp": "2026-01-06T13:22:00Z", "trace_id": "76796302-25a4-7b5f-d4f8-3f20ce4d50be" }
{ "account_age_days": 529, "account_id": "ACCT-7E9D617B8FD5", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.266 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 360, "timestamp": "2026-01-06T09:52:00Z", "transaction_amount_usd": 0.69 }, { "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": 0.631, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 536.89, "financial_exposure_usd": 953.56, "recoverable_pct": 0.677 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105406", "label": "fraudulent", "label_confidence": 0.926, "severity": "low", "timestamp": "2026-01-04T18:06:00Z", "trace_id": "73352b6a-741e-7829-7448-601d1e4787ed" }
{ "account_age_days": 870, "account_id": "ACCT-F766B11B9BA8", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.195 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 234, "timestamp": "2026-01-04T18:06:00Z", "transaction_amount_usd": 2276754.58 }, { "asset": "GBP", "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": 0.787, "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": 4148288.14, "financial_exposure_usd": 4673728.92, "recoverable_pct": 0.693 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107881", "label": "benign", "label_confidence": 0.479, "severity": "high", "timestamp": "2026-01-06T11:21:00Z", "trace_id": "4128c07f-3a4d-f0c5-5764-fecd1173c01f" }
{ "account_age_days": 848, "account_id": "ACCT-FEEED57D1875", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.237 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 113, "timestamp": "2026-01-06T11:21:00Z", "transaction_amount_usd": 11751.41 }, { "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": 0.611, "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": 1459.24, "financial_exposure_usd": 2075.45, "recoverable_pct": 0.699 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104025", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-03T19:05:00Z", "trace_id": "f58dd7e5-571f-7bce-c1ba-64c3c1b57c1f" }
{ "account_age_days": 1376, "account_id": "ACCT-A5AF039CDD0C", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.465 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 289, "timestamp": "2026-01-03T15:55:00Z", "transaction_amount_usd": 10.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.758, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3329709.52, "financial_exposure_usd": 4101046.69, "recoverable_pct": 0.936 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101324", "label": "fraudulent", "label_confidence": 0.833, "severity": "medium", "timestamp": "2026-01-01T22:04:00Z", "trace_id": "8df6c7e0-86e2-da87-7743-043a290c814a" }
{ "account_age_days": 1903, "account_id": "ACCT-D045749DC9B7", "baseline_risk_score": 0.644, "kyc_tier": "tier_1", "session_entropy": 0.535 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1045, "timestamp": "2026-01-01T22:04:00Z", "transaction_amount_usd": 62156.66 }, { "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": 0.856, "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": 574724.3, "financial_exposure_usd": 757873.12, "recoverable_pct": 0.406 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102216", "label": "fraudulent", "label_confidence": 0.974, "severity": "critical", "timestamp": "2026-01-02T12:56:00Z", "trace_id": "988eb313-a3f8-4f6b-4229-7a744e55d805" }
{ "account_age_days": 471, "account_id": "ACCT-D3400B2458CF", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.175 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 764, "timestamp": "2026-01-02T12:56:00Z", "transaction_amount_usd": 88306.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.783, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 253254.7, "financial_exposure_usd": 603855.19, "recoverable_pct": 0.24 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103878", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-03T16:38:00Z", "trace_id": "35b16994-dfe2-59c9-1edc-2e6f5f0324ad" }
{ "account_age_days": 354, "account_id": "ACCT-14494FB66916", "baseline_risk_score": 0.307, "kyc_tier": "tier_1", "session_entropy": 0.547 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1150, "timestamp": "2026-01-03T16:38:00Z", "transaction_amount_usd": 1863480.92 }, { "asset": "ETH", "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": 0.606, "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": 1464873.21, "financial_exposure_usd": 3033313.59, "recoverable_pct": 0.552 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100448", "label": "fraudulent", "label_confidence": 0.861, "severity": "critical", "timestamp": "2026-01-01T07:28:00Z", "trace_id": "ba15a44a-360b-b108-d18c-116906c99a0a" }
{ "account_age_days": 15, "account_id": "ACCT-EFEE043470B8", "baseline_risk_score": 0.608, "kyc_tier": "tier_2", "session_entropy": 0.128 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 448, "timestamp": "2026-01-01T07:28:00Z", "transaction_amount_usd": 108871.14 }, { "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": 0.686, "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": 421019.37, "financial_exposure_usd": 613181.52, "recoverable_pct": 0.195 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103966", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-03T18:06:00Z", "trace_id": "8e9e64da-ffcd-e2f9-d5ea-be8835015021" }
{ "account_age_days": 750, "account_id": "ACCT-00DE39D003A6", "baseline_risk_score": 0.369, "kyc_tier": "tier_2", "session_entropy": 0.663 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 674, "timestamp": "2026-01-03T18:06:00Z", "transaction_amount_usd": 1926664.15 }, { "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": 0.714, "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": 5353669.37, "financial_exposure_usd": 6145746.98, "recoverable_pct": 0.429 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107738", "label": "benign", "label_confidence": 0.474, "severity": "low", "timestamp": "2026-01-06T08:58:00Z", "trace_id": "cabf2ba4-cb86-1b6f-8443-9f0975dbd90c" }
{ "account_age_days": 1045, "account_id": "ACCT-67EF8C7BEFFB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.106 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 311, "timestamp": "2026-01-06T02:05:00Z", "transaction_amount_usd": 19.79 }, { "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": 0.551, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1998.67, "financial_exposure_usd": 2092.89, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104260", "label": "fraudulent", "label_confidence": 0.889, "severity": "low", "timestamp": "2026-01-03T23:00:00Z", "trace_id": "368817f2-09dc-98bf-2f5c-ce33e75e1bc1" }
{ "account_age_days": 456, "account_id": "ACCT-6934C1CB244E", "baseline_risk_score": 0.237, "kyc_tier": "tier_3", "session_entropy": 0.314 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 383, "timestamp": "2026-01-03T16:08:00Z", "transaction_amount_usd": 3.33 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1664949.29, "financial_exposure_usd": 3359824.55, "recoverable_pct": 0.554 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108847", "label": "benign", "label_confidence": 0.678, "severity": "high", "timestamp": "2026-01-07T03:27:00Z", "trace_id": "912dea6d-a949-de96-3956-9f049a2bd0aa" }
{ "account_age_days": 534, "account_id": "ACCT-AE99E6B80A62", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.881 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 135, "timestamp": "2026-01-06T22:30:00Z", "transaction_amount_usd": 15.65 }, { "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": 0.692, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2375.86, "financial_exposure_usd": 3041.66, "recoverable_pct": 0.79 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105137", "label": "fraudulent", "label_confidence": 0.751, "severity": "low", "timestamp": "2026-01-04T13:37:00Z", "trace_id": "ac944ee6-6686-5c48-1d71-ec72adf7c309" }
{ "account_age_days": 1847, "account_id": "ACCT-458CFC3CA2E0", "baseline_risk_score": 0.098, "kyc_tier": "tier_1", "session_entropy": 0.11 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 990, "timestamp": "2026-01-04T13:37:00Z", "transaction_amount_usd": 1272189.33 }, { "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": 0.783, "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": 3563004.68, "financial_exposure_usd": 4026433.75, "recoverable_pct": 0.884 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107232", "label": "benign", "label_confidence": 0.497, "severity": "medium", "timestamp": "2026-01-06T00:32:00Z", "trace_id": "f15e3059-5289-5774-386d-89131bfd27af" }
{ "account_age_days": 310, "account_id": "ACCT-28C5EE43B0D6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 819, "timestamp": "2026-01-06T00:32:00Z", "transaction_amount_usd": 14122.72 }, { "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": 0.594, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1314.88, "financial_exposure_usd": 3063.06, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108744", "label": "benign", "label_confidence": 0.516, "severity": "low", "timestamp": "2026-01-07T01:44:00Z", "trace_id": "6122cfc2-df31-cd63-646f-b4e232fe2ad6" }
{ "account_age_days": 11, "account_id": "ACCT-F036F222B333", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.206 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 317, "timestamp": "2026-01-07T01:44:00Z", "transaction_amount_usd": 4782.34 }, { "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": 0.663, "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": 2406.9, "financial_exposure_usd": 5559.68, "recoverable_pct": 0.559 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103025", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-03T02:25:00Z", "trace_id": "583fdade-89da-4449-ef5e-59c0aeae40f8" }
{ "account_age_days": 554, "account_id": "ACCT-99D34D7FFB25", "baseline_risk_score": 0.515, "kyc_tier": "tier_2", "session_entropy": 0.329 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 380, "timestamp": "2026-01-03T02:25:00Z", "transaction_amount_usd": 26217.21 }, { "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": 0.407, "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": 747772.46, "financial_exposure_usd": 754281.93, "recoverable_pct": 0.147 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109374", "label": "benign", "label_confidence": 0.726, "severity": "low", "timestamp": "2026-01-07T12:14:00Z", "trace_id": "980f5d39-24b9-24f5-ae5e-94d73dc1646b" }
{ "account_age_days": 1882, "account_id": "ACCT-DACD0D9C85E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.516 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 219, "timestamp": "2026-01-07T12:14:00Z", "transaction_amount_usd": 13142.45 }, { "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": 0.73, "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": 2428.31, "financial_exposure_usd": 3052.07, "recoverable_pct": 0.787 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106185", "label": "fraudulent", "label_confidence": 0.69, "severity": "low", "timestamp": "2026-01-05T07:05:00Z", "trace_id": "a048eee5-5879-a088-2ba8-5f86c10e738e" }
{ "account_age_days": 164, "account_id": "ACCT-58D13C3C7C2F", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.594 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 541, "timestamp": "2026-01-05T07:05:00Z", "transaction_amount_usd": 1719261.93 }, { "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": 0.816, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5142253.16, "financial_exposure_usd": 8264151.22, "recoverable_pct": 0.469 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107636", "label": "benign", "label_confidence": 0.585, "severity": "low", "timestamp": "2026-01-06T07:16:00Z", "trace_id": "49f14d86-110f-b1a8-86e8-e78612da189c" }
{ "account_age_days": 69, "account_id": "ACCT-7DD52CED267D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.455 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 907, "timestamp": "2026-01-06T07:16:00Z", "transaction_amount_usd": 12453.98 }, { "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": 0.635, "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": 1247.3, "financial_exposure_usd": 1782.86, "recoverable_pct": 0.935 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109922", "label": "benign", "label_confidence": 0.669, "severity": "high", "timestamp": "2026-01-07T21:22:00Z", "trace_id": "b457b173-1027-8325-b334-9ecfce7c7674" }
{ "account_age_days": 110, "account_id": "ACCT-8657CBAD9043", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 549, "timestamp": "2026-01-07T21:22:00Z", "transaction_amount_usd": 11260.63 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "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": 1971.36, "financial_exposure_usd": 2756.62, "recoverable_pct": 0.642 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105245", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-04T15:25:00Z", "trace_id": "e0aebd29-9e3b-26bd-e4c9-5e8c977488c8" }
{ "account_age_days": 1587, "account_id": "ACCT-CEA7D93F5172", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.424 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 212, "timestamp": "2026-01-04T15:25:00Z", "transaction_amount_usd": 517921.22 }, { "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": 0.484, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2495828.75, "financial_exposure_usd": 3061559.11, "recoverable_pct": 0.829 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108257", "label": "benign", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-06T17:37:00Z", "trace_id": "876d8c48-fdee-0e4d-c39a-9c9491670072" }
{ "account_age_days": 534, "account_id": "ACCT-3789586995C0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.297 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 332, "timestamp": "2026-01-06T17:37:00Z", "transaction_amount_usd": 3997.44 }, { "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": 0.473, "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": 1423.38, "financial_exposure_usd": 3229.64, "recoverable_pct": 0.6 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101318", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-01T21:58:00Z", "trace_id": "a9572c17-99ce-92ef-5dd0-399329e0d707" }
{ "account_age_days": 1762, "account_id": "ACCT-D85D0DC631F9", "baseline_risk_score": 0.371, "kyc_tier": "tier_1", "session_entropy": 0.813 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 626, "timestamp": "2026-01-01T21:58:00Z", "transaction_amount_usd": 10948.23 }, { "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": 0.925, "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": 736033.55, "financial_exposure_usd": 745876.47, "recoverable_pct": 0.569 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104848", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-04T08:48:00Z", "trace_id": "ce370636-8d51-f1ae-0fcd-319efb5f4cf3" }
{ "account_age_days": 1555, "account_id": "ACCT-9FAE437C165E", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.153 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 543, "timestamp": "2026-01-04T08:48:00Z", "transaction_amount_usd": 1014178.66 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.589, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1387546.52, "financial_exposure_usd": 1595380.18, "recoverable_pct": 0.769 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107968", "label": "benign", "label_confidence": 0.739, "severity": "high", "timestamp": "2026-01-06T12:48:00Z", "trace_id": "b125f02c-acbd-14b5-089a-860c3cd0da5a" }
{ "account_age_days": 1619, "account_id": "ACCT-D385DF5F50DC", "baseline_risk_score": 0.134, "kyc_tier": "tier_2", "session_entropy": 0.818 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 222, "timestamp": "2026-01-06T12:48:00Z", "transaction_amount_usd": 7526.43 }, { "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": 0.796, "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": 1398.32, "financial_exposure_usd": 3036.36, "recoverable_pct": 0.648 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103570", "label": "fraudulent", "label_confidence": 0.614, "severity": "critical", "timestamp": "2026-01-03T11:30:00Z", "trace_id": "e739ad12-701f-ca41-7c62-46aba5aea1d0" }
{ "account_age_days": 88, "account_id": "ACCT-1BF7ABBFCF4D", "baseline_risk_score": 0.072, "kyc_tier": "tier_2", "session_entropy": 0.908 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 647, "timestamp": "2026-01-03T11:30:00Z", "transaction_amount_usd": 1605145.22 }, { "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": 0.889, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1261288.79, "financial_exposure_usd": 2463038.42, "recoverable_pct": 0.791 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101788", "label": "fraudulent", "label_confidence": 0.888, "severity": "critical", "timestamp": "2026-01-02T05:48:00Z", "trace_id": "c32b80d6-2821-396f-1d94-b65ca475cb49" }
{ "account_age_days": 353, "account_id": "ACCT-6142A8783B81", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.821 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 338, "timestamp": "2026-01-02T00:16:00Z", "transaction_amount_usd": 3.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.74, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 169574.86, "financial_exposure_usd": 297535.73, "recoverable_pct": 0.534 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107378", "label": "benign", "label_confidence": 0.587, "severity": "low", "timestamp": "2026-01-06T02:58:00Z", "trace_id": "19d29639-c12e-c576-df64-c2ab3cdfe650" }
{ "account_age_days": 291, "account_id": "ACCT-A43A4FEF5BFC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 117, "timestamp": "2026-01-05T18:51:00Z", "transaction_amount_usd": 23.35 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.599, "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": 3780.85, "financial_exposure_usd": 6585.93, "recoverable_pct": 0.503 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109448", "label": "benign", "label_confidence": 0.534, "severity": "critical", "timestamp": "2026-01-07T13:28:00Z", "trace_id": "1bea491d-9e78-4f0d-1687-5e805d16aa2f" }
{ "account_age_days": 541, "account_id": "ACCT-456F92C10BD3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.533 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1023, "timestamp": "2026-01-07T13:28:00Z", "transaction_amount_usd": 6050.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.725, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 782.79, "financial_exposure_usd": 1783.56, "recoverable_pct": 0.803 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100436", "label": "fraudulent", "label_confidence": 0.915, "severity": "low", "timestamp": "2026-01-01T07:16:00Z", "trace_id": "7ed30462-84d6-1ba3-7662-74f1e5907906" }
{ "account_age_days": 1871, "account_id": "ACCT-A128D0EBD486", "baseline_risk_score": 0.554, "kyc_tier": "tier_1", "session_entropy": 0.928 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 911, "timestamp": "2026-01-01T07:16:00Z", "transaction_amount_usd": 104107.65 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "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": 160051.55, "financial_exposure_usd": 344019.39, "recoverable_pct": 0.604 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109248", "label": "benign", "label_confidence": 0.661, "severity": "low", "timestamp": "2026-01-07T10:08:00Z", "trace_id": "ab81331c-b758-650b-dca5-3122e85a3480" }
{ "account_age_days": 1697, "account_id": "ACCT-14FDBCA4CE9E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.628 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 371, "timestamp": "2026-01-07T07:14:00Z", "transaction_amount_usd": 12.81 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.508, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3374.47, "financial_exposure_usd": 4357.8, "recoverable_pct": 0.682 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103300", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-03T07:00:00Z", "trace_id": "f9883beb-3ae0-d0b2-5860-00fa2644fec0" }
{ "account_age_days": 561, "account_id": "ACCT-3E0E80321C4F", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 425, "timestamp": "2026-01-03T07:00:00Z", "transaction_amount_usd": 60042.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.907, "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": 190336.36, "financial_exposure_usd": 425885.95, "recoverable_pct": 0.345 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102269", "label": "fraudulent", "label_confidence": 0.863, "severity": "high", "timestamp": "2026-01-02T13:49:00Z", "trace_id": "765e6b3f-7adb-943c-2bfe-26e036be6296" }
{ "account_age_days": 1265, "account_id": "ACCT-488E8E9924EA", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.477 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 373, "timestamp": "2026-01-02T13:49:00Z", "transaction_amount_usd": 74023.23 }, { "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": 0.852, "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": 626032.83, "financial_exposure_usd": 634312.83, "recoverable_pct": 0.067 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104544", "label": "fraudulent", "label_confidence": 0.908, "severity": "low", "timestamp": "2026-01-04T03:44:00Z", "trace_id": "91d8da80-eea8-0828-e3fe-96425bd77068" }
{ "account_age_days": 469, "account_id": "ACCT-2A43D4CAD6FA", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.583 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 251, "timestamp": "2026-01-03T20:01:00Z", "transaction_amount_usd": 9.37 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "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": 1731696.1, "financial_exposure_usd": 3111820.48, "recoverable_pct": 0.5 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108649", "label": "benign", "label_confidence": 0.609, "severity": "high", "timestamp": "2026-01-07T00:09:00Z", "trace_id": "97f7df0e-7c04-9b2b-6667-078e6a4153bd" }
{ "account_age_days": 390, "account_id": "ACCT-9636A71C7223", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.285 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 504, "timestamp": "2026-01-07T00:09:00Z", "transaction_amount_usd": 9026.87 }, { "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": 0.602, "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": 2181.42, "financial_exposure_usd": 3469.03, "recoverable_pct": 0.902 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107657", "label": "benign", "label_confidence": 0.479, "severity": "low", "timestamp": "2026-01-06T07:37:00Z", "trace_id": "6602090f-9e95-a133-bbf5-0e37a5fa06ec" }
{ "account_age_days": 1746, "account_id": "ACCT-AAF757D3A83E", "baseline_risk_score": 0.191, "kyc_tier": "tier_1", "session_entropy": 0.103 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 268, "timestamp": "2026-01-05T23:21:00Z", "transaction_amount_usd": 7.33 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.544, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3276.3, "financial_exposure_usd": 6004.17, "recoverable_pct": 0.888 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105993", "label": "fraudulent", "label_confidence": 0.668, "severity": "medium", "timestamp": "2026-01-05T03:53:00Z", "trace_id": "3f351032-1d4f-49e4-0f99-95e73d7ba019" }
{ "account_age_days": 465, "account_id": "ACCT-E955591D6214", "baseline_risk_score": 0.307, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 383, "timestamp": "2026-01-04T22:51:00Z", "transaction_amount_usd": 2.13 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.921, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2427808.55, "financial_exposure_usd": 5756447.83, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108449", "label": "benign", "label_confidence": 0.466, "severity": "high", "timestamp": "2026-01-06T20:49:00Z", "trace_id": "952dd664-2a2a-455e-e17d-6c8383e5de61" }
{ "account_age_days": 1758, "account_id": "ACCT-CBAC84A320F5", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.234 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1193, "timestamp": "2026-01-06T20:49:00Z", "transaction_amount_usd": 3176.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.771, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1422.37, "financial_exposure_usd": 3366.98, "recoverable_pct": 0.896 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105052", "label": "fraudulent", "label_confidence": 0.941, "severity": "medium", "timestamp": "2026-01-04T12:12:00Z", "trace_id": "855291e7-4477-2663-69f0-ae25457fb57c" }
{ "account_age_days": 1505, "account_id": "ACCT-A845232781BD", "baseline_risk_score": 0.066, "kyc_tier": "tier_1", "session_entropy": 0.451 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 972, "timestamp": "2026-01-04T12:12:00Z", "transaction_amount_usd": 109762.07 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.723, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2782352.66, "financial_exposure_usd": 3451188.03, "recoverable_pct": 0.406 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100271", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-01T04:31:00Z", "trace_id": "410cde46-4762-fc23-2c18-9303fd28750f" }
{ "account_age_days": 1976, "account_id": "ACCT-9924C5EEFC8A", "baseline_risk_score": 0.343, "kyc_tier": "tier_2", "session_entropy": 0.559 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1168, "timestamp": "2026-01-01T04:31:00Z", "transaction_amount_usd": 114683.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.455, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 960160.92, "financial_exposure_usd": 1018484.28, "recoverable_pct": 0.707 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106164", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-05T06:44:00Z", "trace_id": "01a40c71-4f3f-7ce2-7bb4-6a3850f720c6" }
{ "account_age_days": 1135, "account_id": "ACCT-0F4834B1E20F", "baseline_risk_score": 0.38, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1076, "timestamp": "2026-01-05T06:44:00Z", "transaction_amount_usd": 2769695.36 }, { "asset": "USD", "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": 0.93, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 4272321.76, "financial_exposure_usd": 7221457.5, "recoverable_pct": 0.643 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107327", "label": "benign", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-06T02:07:00Z", "trace_id": "1250bbfd-c7df-757e-f37b-813358fbf67b" }
{ "account_age_days": 550, "account_id": "ACCT-333AB88F85E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.263 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 593, "timestamp": "2026-01-06T02:07:00Z", "transaction_amount_usd": 14671.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.685, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3538.79, "financial_exposure_usd": 5962.68, "recoverable_pct": 0.766 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105985", "label": "fraudulent", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-05T03:45:00Z", "trace_id": "b4ccb09b-51d1-03f9-a35f-b5af2091ac81" }
{ "account_age_days": 222, "account_id": "ACCT-E5F7641BA541", "baseline_risk_score": 0.328, "kyc_tier": "tier_3", "session_entropy": 0.811 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 324, "timestamp": "2026-01-04T22:42:00Z", "transaction_amount_usd": 2.85 }, { "asset": "USD", "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": 0.905, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2678728.26, "financial_exposure_usd": 3005157.56, "recoverable_pct": 0.591 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104714", "label": "fraudulent", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-04T06:34:00Z", "trace_id": "5aa2fcb8-bf36-c4dd-0307-458f864939da" }
{ "account_age_days": 513, "account_id": "ACCT-06652F7DB4DC", "baseline_risk_score": 0.222, "kyc_tier": "tier_1", "session_entropy": 0.236 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 350, "timestamp": "2026-01-04T01:18:00Z", "transaction_amount_usd": 19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.777, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5950062.71, "financial_exposure_usd": 7299456.69, "recoverable_pct": 0.508 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106161", "label": "fraudulent", "label_confidence": 0.937, "severity": "low", "timestamp": "2026-01-05T06:41:00Z", "trace_id": "d4d1af15-42ec-bfa7-f19e-91ef42aa3f1f" }
{ "account_age_days": 435, "account_id": "ACCT-BABE63B65B9F", "baseline_risk_score": 0.272, "kyc_tier": "tier_2", "session_entropy": 0.441 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1011, "timestamp": "2026-01-05T06:41:00Z", "transaction_amount_usd": 1762935.6 }, { "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": 0.902, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 641146.17, "financial_exposure_usd": 1062740.87, "recoverable_pct": 0.56 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108936", "label": "benign", "label_confidence": 0.487, "severity": "low", "timestamp": "2026-01-07T04:56:00Z", "trace_id": "44c6cb36-0ccb-accd-7bed-bbf7795ecf11" }
{ "account_age_days": 1695, "account_id": "ACCT-C3B73EDB7DB2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 377, "timestamp": "2026-01-07T04:56:00Z", "transaction_amount_usd": 6900.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "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_tra...
{ "customer_funds_at_risk_usd": 2020.16, "financial_exposure_usd": 2096.93, "recoverable_pct": 0.584 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104033", "label": "fraudulent", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-03T19:13:00Z", "trace_id": "43e573d2-498a-b6f8-a68e-4cdc0848dc47" }
{ "account_age_days": 1926, "account_id": "ACCT-BA4C0C62B3BC", "baseline_risk_score": 0.136, "kyc_tier": "tier_1", "session_entropy": 0.39 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1014, "timestamp": "2026-01-03T19:13:00Z", "transaction_amount_usd": 482936.66 }, { "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": 0.861, "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": 4202105.54, "financial_exposure_usd": 4400085.86, "recoverable_pct": 0.736 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101510", "label": "fraudulent", "label_confidence": 0.76, "severity": "critical", "timestamp": "2026-01-02T01:10:00Z", "trace_id": "57b494b8-3343-690a-abf1-d7b41855f1bc" }
{ "account_age_days": 879, "account_id": "ACCT-AAA0F12DBB3F", "baseline_risk_score": 0.387, "kyc_tier": "tier_2", "session_entropy": 0.917 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 321, "timestamp": "2026-01-01T15:32:00Z", "transaction_amount_usd": 19.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.435, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 807073.18, "financial_exposure_usd": 914785.81, "recoverable_pct": 0.243 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107760", "label": "benign", "label_confidence": 0.704, "severity": "low", "timestamp": "2026-01-06T09:20:00Z", "trace_id": "169613e2-c15a-33cb-1df8-f4fd0e697f7e" }
{ "account_age_days": 1922, "account_id": "ACCT-B1F4E8230DFB", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.694 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1167, "timestamp": "2026-01-06T09:20:00Z", "transaction_amount_usd": 14697.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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_t...
{ "customer_funds_at_risk_usd": 2132.51, "financial_exposure_usd": 4119.72, "recoverable_pct": 0.826 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105397", "label": "fraudulent", "label_confidence": 0.657, "severity": "low", "timestamp": "2026-01-04T17:57:00Z", "trace_id": "a20aadf6-d4e5-bf01-33bc-a54e79922d2c" }
{ "account_age_days": 494, "account_id": "ACCT-0AB848EF389A", "baseline_risk_score": 0.067, "kyc_tier": "tier_1", "session_entropy": 0.848 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 825, "timestamp": "2026-01-04T17:57:00Z", "transaction_amount_usd": 1820984.85 }, { "asset": "USD", "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": 0.49, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2409624.57, "financial_exposure_usd": 4528239.28, "recoverable_pct": 0.549 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107104", "label": "benign", "label_confidence": 0.598, "severity": "high", "timestamp": "2026-01-05T22:24:00Z", "trace_id": "1dec3db6-c7a3-663d-5439-929389be4806" }
{ "account_age_days": 757, "account_id": "ACCT-897B67A3CE1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.331 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 213, "timestamp": "2026-01-05T22:24:00Z", "transaction_amount_usd": 4059.14 }, { "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": 0.752, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1086.65, "financial_exposure_usd": 1368.57, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104107", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-03T20:27:00Z", "trace_id": "4d503621-f09f-478a-4c6b-e97794f2e3d3" }
{ "account_age_days": 1365, "account_id": "ACCT-4FBC240E45C0", "baseline_risk_score": 0.068, "kyc_tier": "tier_1", "session_entropy": 0.384 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 322, "timestamp": "2026-01-03T08:11:00Z", "transaction_amount_usd": 3.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.477, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4183589.02, "financial_exposure_usd": 4389605.99, "recoverable_pct": 0.949 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105520", "label": "fraudulent", "label_confidence": 0.736, "severity": "medium", "timestamp": "2026-01-04T20:00:00Z", "trace_id": "d1799d93-5c08-f15e-4170-9e9e30ca7648" }
{ "account_age_days": 1576, "account_id": "ACCT-BB1D4A2E49A0", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.876 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 382, "timestamp": "2026-01-04T20:00:00Z", "transaction_amount_usd": 1860737.54 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.945, "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": 7764164.74, "financial_exposure_usd": 8122424.48, "recoverable_pct": 0.738 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101814", "label": "fraudulent", "label_confidence": 0.86, "severity": "critical", "timestamp": "2026-01-02T06:14:00Z", "trace_id": "63beae04-3f70-e62c-d370-d9eddd2e0de4" }
{ "account_age_days": 1606, "account_id": "ACCT-31B0E0CB18B2", "baseline_risk_score": 0.516, "kyc_tier": "tier_3", "session_entropy": 0.787 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1148, "timestamp": "2026-01-02T06:14:00Z", "transaction_amount_usd": 38865.61 }, { "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": 0.662, "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": 908131.74, "financial_exposure_usd": 948196.21, "recoverable_pct": 0.58 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106624", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-05T14:24:00Z", "trace_id": "f8c676e8-11ed-66e0-932b-7b93d2c33172" }
{ "account_age_days": 351, "account_id": "ACCT-40CA0B2B94B9", "baseline_risk_score": 0.24, "kyc_tier": "tier_2", "session_entropy": 0.682 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 219, "timestamp": "2026-01-05T09:58:00Z", "transaction_amount_usd": 21.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.462, "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": 3931533.3, "financial_exposure_usd": 6198827.51, "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-103539", "label": "fraudulent", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-03T10:59:00Z", "trace_id": "3425596f-e63b-2a85-7b16-5a072e137d87" }
{ "account_age_days": 476, "account_id": "ACCT-42B874ED89C2", "baseline_risk_score": 0.154, "kyc_tier": "tier_2", "session_entropy": 0.139 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 373, "timestamp": "2026-01-03T01:46:00Z", "transaction_amount_usd": 16.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2136441.73, "financial_exposure_usd": 2303475.88, "recoverable_pct": 0.938 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109369", "label": "benign", "label_confidence": 0.593, "severity": "low", "timestamp": "2026-01-07T12:09:00Z", "trace_id": "56477067-5722-6de9-088e-27c0516129b2" }
{ "account_age_days": 540, "account_id": "ACCT-4097F4694A0A", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.844 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 319, "timestamp": "2026-01-07T12:09:00Z", "transaction_amount_usd": 13497.96 }, { "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": 0.72, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2129.15, "financial_exposure_usd": 4461.94, "recoverable_pct": 0.435 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105608", "label": "fraudulent", "label_confidence": 0.736, "severity": "medium", "timestamp": "2026-01-04T21:28:00Z", "trace_id": "a15c63d7-9e5a-dd45-163b-bdc52a0bcec8" }
{ "account_age_days": 314, "account_id": "ACCT-3240B060E870", "baseline_risk_score": 0.284, "kyc_tier": "tier_1", "session_entropy": 0.116 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 809, "timestamp": "2026-01-04T21:28:00Z", "transaction_amount_usd": 2079913.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.773, "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": 1525562.62, "financial_exposure_usd": 3232411.61, "recoverable_pct": 0.496 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105074", "label": "fraudulent", "label_confidence": 0.855, "severity": "critical", "timestamp": "2026-01-04T12:34:00Z", "trace_id": "1f4e1f21-25cc-c392-0bb5-c03bdd02dd55" }
{ "account_age_days": 148, "account_id": "ACCT-A63CAE25728C", "baseline_risk_score": 0.371, "kyc_tier": "tier_2", "session_entropy": 0.28 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1052, "timestamp": "2026-01-04T12:34:00Z", "transaction_amount_usd": 2577855.55 }, { "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": 0.555, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 837887.22, "financial_exposure_usd": 1055155.65, "recoverable_pct": 0.874 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106302", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-05T09:02:00Z", "trace_id": "a2af6ade-99a8-7b38-da89-c0bed281b349" }
{ "account_age_days": 530, "account_id": "ACCT-E4C4EEF64C47", "baseline_risk_score": 0.167, "kyc_tier": "tier_1", "session_entropy": 0.298 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 938, "timestamp": "2026-01-05T09:02:00Z", "transaction_amount_usd": 1587913.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.687, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 4191991.7, "financial_exposure_usd": 4726169.91, "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-107374", "label": "benign", "label_confidence": 0.484, "severity": "high", "timestamp": "2026-01-06T02:54:00Z", "trace_id": "8ad786af-a608-187b-f803-a97d9bbcb717" }
{ "account_age_days": 1317, "account_id": "ACCT-CA667D12A1AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.634 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 232, "timestamp": "2026-01-05T18:48:00Z", "transaction_amount_usd": 16.65 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.685, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 691.97, "financial_exposure_usd": 1095.84, "recoverable_pct": 0.596 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101599", "label": "fraudulent", "label_confidence": 0.762, "severity": "low", "timestamp": "2026-01-02T02:39:00Z", "trace_id": "b134ff5a-208d-534f-2488-8cf2e81ae898" }
{ "account_age_days": 345, "account_id": "ACCT-2346B4B8D1C2", "baseline_risk_score": 0.274, "kyc_tier": "tier_1", "session_entropy": 0.664 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 177, "timestamp": "2026-01-02T02:39:00Z", "transaction_amount_usd": 91871.51 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.462, "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": 512240.8, "financial_exposure_usd": 776318.45, "recoverable_pct": 0.72 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105935", "label": "fraudulent", "label_confidence": 0.894, "severity": "medium", "timestamp": "2026-01-05T02:55:00Z", "trace_id": "3f17ba48-5ae4-2677-9826-271e8cc0712f" }
{ "account_age_days": 929, "account_id": "ACCT-159A00473285", "baseline_risk_score": 0.374, "kyc_tier": "tier_1", "session_entropy": 0.106 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 450, "timestamp": "2026-01-05T02:55:00Z", "transaction_amount_usd": 1944593.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3366039.59, "financial_exposure_usd": 4391446.13, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102497", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-02T17:37:00Z", "trace_id": "5ed8d086-53f4-0994-a184-6d1e0ef43a27" }
{ "account_age_days": 505, "account_id": "ACCT-6B5D98B047F1", "baseline_risk_score": 0.284, "kyc_tier": "tier_3", "session_entropy": 0.211 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1136, "timestamp": "2026-01-02T17:37:00Z", "transaction_amount_usd": 39297.95 }, { "asset": "USDC", "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": 0.865, "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": 324510.16, "financial_exposure_usd": 370517.17, "recoverable_pct": 0.17 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108035", "label": "benign", "label_confidence": 0.453, "severity": "medium", "timestamp": "2026-01-06T13:55:00Z", "trace_id": "85a6bad3-860a-2404-2b2c-3ad561bce1c4" }
{ "account_age_days": 643, "account_id": "ACCT-B4ADC2A19063", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1097, "timestamp": "2026-01-06T13:55:00Z", "transaction_amount_usd": 8664.51 }, { "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": 0.643, "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": 2113.59, "financial_exposure_usd": 4312.08, "recoverable_pct": 0.907 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106949", "label": "benign", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-05T19:49:00Z", "trace_id": "f911561c-4cff-e167-f0a7-9928a14d23a9" }
{ "account_age_days": 373, "account_id": "ACCT-160720EA73EF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.464 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 877, "timestamp": "2026-01-05T19:49:00Z", "transaction_amount_usd": 2766.53 }, { "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": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1399.75, "financial_exposure_usd": 2151.74, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102922", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-03T00:42:00Z", "trace_id": "932e3bb0-138a-baf2-4774-4b93d988349a" }
{ "account_age_days": 409, "account_id": "ACCT-49C9D95BF560", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 288, "timestamp": "2026-01-02T15:49:00Z", "transaction_amount_usd": 3.09 }, { "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": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 446357.16, "financial_exposure_usd": 1035909.85, "recoverable_pct": 0.083 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }