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-102259", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-02T13:39:00Z", "trace_id": "abbac6ea-1a43-8363-b7fb-01254b512960" }
{ "account_age_days": 1142, "account_id": "ACCT-FE49B09B2FBC", "baseline_risk_score": 0.616, "kyc_tier": "tier_1", "session_entropy": 0.385 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 232, "timestamp": "2026-01-02T09:00:00Z", "transaction_amount_usd": 20.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.396, "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": 749271.04, "financial_exposure_usd": 772645.46, "recoverable_pct": 0.393 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108589", "label": "benign", "label_confidence": 0.531, "severity": "medium", "timestamp": "2026-01-06T23:09:00Z", "trace_id": "c851bc26-92e4-9162-3128-2b3963fe4faa" }
{ "account_age_days": 1111, "account_id": "ACCT-9A0A30FEB3BF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.65 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 84, "timestamp": "2026-01-06T10:47:00Z", "transaction_amount_usd": 21.04 }, { "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": 0.477, "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": 5044.02, "financial_exposure_usd": 6704.4, "recoverable_pct": 0.971 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103080", "label": "fraudulent", "label_confidence": 0.841, "severity": "critical", "timestamp": "2026-01-03T03:20:00Z", "trace_id": "0d60510f-5da8-c9f7-04a4-6fe210bfdba1" }
{ "account_age_days": 1808, "account_id": "ACCT-CF374878799B", "baseline_risk_score": 0.608, "kyc_tier": "tier_3", "session_entropy": 0.164 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 609, "timestamp": "2026-01-03T03:20:00Z", "transaction_amount_usd": 1322.84 }, { "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": 0.481, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 676116.35, "financial_exposure_usd": 1004955.24, "recoverable_pct": 0.145 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100300", "label": "fraudulent", "label_confidence": 0.885, "severity": "medium", "timestamp": "2026-01-01T05:00:00Z", "trace_id": "1a9e82f5-0228-de49-e4c4-e73c4c46bad8" }
{ "account_age_days": 1081, "account_id": "ACCT-47165E939CEB", "baseline_risk_score": 0.554, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 236, "timestamp": "2025-12-31T18:10:00Z", "transaction_amount_usd": 1.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 90538.08, "financial_exposure_usd": 194064.42, "recoverable_pct": 0.467 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101869", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-02T07:09:00Z", "trace_id": "c3ec2030-b3d0-4331-6ddb-f6e3fe185f6d" }
{ "account_age_days": 301, "account_id": "ACCT-DD9DDB2008E6", "baseline_risk_score": 0.63, "kyc_tier": "tier_3", "session_entropy": 0.593 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1033, "timestamp": "2026-01-02T07:09:00Z", "transaction_amount_usd": 116344.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 440950.92, "financial_exposure_usd": 880165.17, "recoverable_pct": 0.002 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108849", "label": "benign", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-07T03:29:00Z", "trace_id": "d1950bb8-dd61-c334-15af-61f8f039ff36" }
{ "account_age_days": 525, "account_id": "ACCT-A73AFACB926F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.522 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 345, "timestamp": "2026-01-06T20:04:00Z", "transaction_amount_usd": 21.52 }, { "asset": "SOL", "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": 0.69, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1975.22, "financial_exposure_usd": 2904.95, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100959", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-01T15:59:00Z", "trace_id": "705a346e-9c84-0576-27e6-71c399ab5b7e" }
{ "account_age_days": 1304, "account_id": "ACCT-59122D58E027", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.687 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 734, "timestamp": "2026-01-01T15:59:00Z", "transaction_amount_usd": 22254.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "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": 459150.36, "financial_exposure_usd": 877775.83, "recoverable_pct": 0.24 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107000", "label": "benign", "label_confidence": 0.63, "severity": "medium", "timestamp": "2026-01-05T20:40:00Z", "trace_id": "d834b880-7c53-c17d-8b52-c085706c933e" }
{ "account_age_days": 501, "account_id": "ACCT-3FA861055CF1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.361 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 476, "timestamp": "2026-01-05T20:40:00Z", "transaction_amount_usd": 3654.5 }, { "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": 0.499, "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": 4809.26, "financial_exposure_usd": 5988.42, "recoverable_pct": 0.869 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109181", "label": "benign", "label_confidence": 0.622, "severity": "low", "timestamp": "2026-01-07T09:01:00Z", "trace_id": "601f5901-60d9-02c6-c333-2bf8402ed9a0" }
{ "account_age_days": 1349, "account_id": "ACCT-13FCB47E6D2C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.663 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 413, "timestamp": "2026-01-07T09:01:00Z", "transaction_amount_usd": 10582.64 }, { "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": 0.451, "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": 4761.78, "financial_exposure_usd": 7729.54, "recoverable_pct": 0.525 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102204", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-02T12:44:00Z", "trace_id": "9a641dd7-6093-258f-949c-44f8a77c419d" }
{ "account_age_days": 382, "account_id": "ACCT-8A3854AC49BC", "baseline_risk_score": 0.403, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 130, "timestamp": "2026-01-02T04:17:00Z", "transaction_amount_usd": 21.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.697, "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": 506308.01, "financial_exposure_usd": 648710.98, "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-108110", "label": "benign", "label_confidence": 0.482, "severity": "low", "timestamp": "2026-01-06T15:10:00Z", "trace_id": "93d393b0-c425-e446-8975-fe1bf6b11b66" }
{ "account_age_days": 1350, "account_id": "ACCT-E3290B0460B6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.457 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1035, "timestamp": "2026-01-06T15:10:00Z", "transaction_amount_usd": 7968.45 }, { "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": 0.515, "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": 1188.52, "financial_exposure_usd": 1728.51, "recoverable_pct": 0.477 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107173", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-05T23:33:00Z", "trace_id": "8d62732e-4c85-118c-52d7-dde3eb390b29" }
{ "account_age_days": 399, "account_id": "ACCT-022D31D72EB2", "baseline_risk_score": 0.096, "kyc_tier": "tier_3", "session_entropy": 0.208 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 220, "timestamp": "2026-01-05T17:09:00Z", "transaction_amount_usd": 20.19 }, { "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": 0.692, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1298.54, "financial_exposure_usd": 1441.46, "recoverable_pct": 0.673 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100827", "label": "fraudulent", "label_confidence": 0.851, "severity": "medium", "timestamp": "2026-01-01T13:47:00Z", "trace_id": "b71aa854-7253-c3e9-3e21-fdb741ee3556" }
{ "account_age_days": 1548, "account_id": "ACCT-1C347D81D6F3", "baseline_risk_score": 0.491, "kyc_tier": "tier_3", "session_entropy": 0.418 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1181, "timestamp": "2026-01-01T13:47:00Z", "transaction_amount_usd": 57991.99 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.83, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 603864.73, "financial_exposure_usd": 1146867.2, "recoverable_pct": 0.573 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102219", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-02T12:59:00Z", "trace_id": "e76b4f6b-24af-053b-8953-cc01281fe4d8" }
{ "account_age_days": 1101, "account_id": "ACCT-C59A8F0B6D32", "baseline_risk_score": 0.51, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 188, "timestamp": "2026-01-02T12:59:00Z", "transaction_amount_usd": 64368.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.811, "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": 415867.51, "financial_exposure_usd": 794989.77, "recoverable_pct": 0.369 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106527", "label": "fraudulent", "label_confidence": 0.712, "severity": "critical", "timestamp": "2026-01-05T12:47:00Z", "trace_id": "a38bcbdd-032a-1996-08a7-eeb952a65286" }
{ "account_age_days": 1607, "account_id": "ACCT-C9857661569A", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 469, "timestamp": "2026-01-05T12:47:00Z", "transaction_amount_usd": 1477009.87 }, { "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": 0.366, "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": 2710848.01, "financial_exposure_usd": 4348579.48, "recoverable_pct": 0.805 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108140", "label": "benign", "label_confidence": 0.652, "severity": "high", "timestamp": "2026-01-06T15:40:00Z", "trace_id": "8997f700-f5c6-de6c-26da-f67f321cec48" }
{ "account_age_days": 207, "account_id": "ACCT-FD7E6BED5C39", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.694 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 273, "timestamp": "2026-01-06T15:40:00Z", "transaction_amount_usd": 12525.75 }, { "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": 0.705, "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": 1059.99, "financial_exposure_usd": 1216.32, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109391", "label": "benign", "label_confidence": 0.538, "severity": "low", "timestamp": "2026-01-07T12:31:00Z", "trace_id": "8fc85d0a-cc6d-a24f-d6c2-9ab5fedb6781" }
{ "account_age_days": 383, "account_id": "ACCT-13F151888437", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.685 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 82, "timestamp": "2026-01-07T12:31:00Z", "transaction_amount_usd": 4554.35 }, { "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": 0.59, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 863.06, "financial_exposure_usd": 1339.7, "recoverable_pct": 0.803 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107866", "label": "benign", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-06T11:06:00Z", "trace_id": "d6298068-ae1a-6e75-c977-e93bbaae57cf" }
{ "account_age_days": 60, "account_id": "ACCT-4650FBD72205", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.477 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 344, "timestamp": "2026-01-06T11:06:00Z", "transaction_amount_usd": 5123.17 }, { "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": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1880.63, "financial_exposure_usd": 2061.98, "recoverable_pct": 0.861 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109227", "label": "benign", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-07T09:47:00Z", "trace_id": "8e03a5e4-5923-59d8-0aaf-d8b16bbebd68" }
{ "account_age_days": 1363, "account_id": "ACCT-6969E1D086FC", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.892 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 260, "timestamp": "2026-01-06T21:32:00Z", "transaction_amount_usd": 8.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.507, "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": 2501, "financial_exposure_usd": 4293.85, "recoverable_pct": 0.742 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104647", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-04T05:27:00Z", "trace_id": "5f264217-8724-111e-f392-a2195f2eb4e3" }
{ "account_age_days": 1471, "account_id": "ACCT-3F0B7FE7D542", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 276, "timestamp": "2026-01-04T05:27:00Z", "transaction_amount_usd": 2504690.44 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.751, "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": 1198532.01, "financial_exposure_usd": 2440685.49, "recoverable_pct": 0.713 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103373", "label": "fraudulent", "label_confidence": 0.907, "severity": "low", "timestamp": "2026-01-03T08:13:00Z", "trace_id": "6e10100c-ac39-ac73-d828-c159737b76b9" }
{ "account_age_days": 379, "account_id": "ACCT-7D4F6A9CCB94", "baseline_risk_score": 0.283, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 422, "timestamp": "2026-01-03T08:13:00Z", "transaction_amount_usd": 498475.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 944736.89, "financial_exposure_usd": 981717.79, "recoverable_pct": 0.557 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108410", "label": "benign", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-06T20:10:00Z", "trace_id": "d362b62b-0244-56d7-43b1-ce8d012ac82a" }
{ "account_age_days": 1523, "account_id": "ACCT-A585C8E3F5CA", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 259, "timestamp": "2026-01-06T17:26:00Z", "transaction_amount_usd": 2.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.777, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2376.9, "financial_exposure_usd": 3485.31, "recoverable_pct": 0.696 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101242", "label": "fraudulent", "label_confidence": 0.929, "severity": "low", "timestamp": "2026-01-01T20:42:00Z", "trace_id": "ecd0b2e6-07a3-3bd0-cb0d-acb06a4aef53" }
{ "account_age_days": 800, "account_id": "ACCT-444D1597AA5B", "baseline_risk_score": 0.635, "kyc_tier": "tier_2", "session_entropy": 0.67 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 218, "timestamp": "2026-01-01T12:25:00Z", "transaction_amount_usd": 13.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 228149.4, "financial_exposure_usd": 256801.84, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102953", "label": "fraudulent", "label_confidence": 0.973, "severity": "medium", "timestamp": "2026-01-03T01:13:00Z", "trace_id": "780f5153-14a7-7589-7b70-dcb1018aec2d" }
{ "account_age_days": 1185, "account_id": "ACCT-252ED1A72AD9", "baseline_risk_score": 0.593, "kyc_tier": "tier_3", "session_entropy": 0.392 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 204, "timestamp": "2026-01-03T01:13:00Z", "transaction_amount_usd": 61630.98 }, { "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": 0.64, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 734378.94, "financial_exposure_usd": 829352.31, "recoverable_pct": 0.37 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107910", "label": "benign", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-06T11:50:00Z", "trace_id": "3170713e-57c8-890a-df48-dfdc50142b8c" }
{ "account_age_days": 1647, "account_id": "ACCT-B692DE026A74", "baseline_risk_score": 0.135, "kyc_tier": "tier_3", "session_entropy": 0.419 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 787, "timestamp": "2026-01-06T11:50:00Z", "transaction_amount_usd": 8686.74 }, { "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": 0.542, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1662.04, "financial_exposure_usd": 3724.4, "recoverable_pct": 0.633 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103396", "label": "fraudulent", "label_confidence": 0.819, "severity": "medium", "timestamp": "2026-01-03T08:36:00Z", "trace_id": "3964e1a9-2ba2-eaf0-8b81-b9f36f73bb19" }
{ "account_age_days": 768, "account_id": "ACCT-23358B7CDC4C", "baseline_risk_score": 0.135, "kyc_tier": "tier_3", "session_entropy": 0.225 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 108, "timestamp": "2026-01-03T02:22:00Z", "transaction_amount_usd": 2.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.466, "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": 3323646.9, "financial_exposure_usd": 3749771.33, "recoverable_pct": 0.864 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107120", "label": "benign", "label_confidence": 0.524, "severity": "low", "timestamp": "2026-01-05T22:40:00Z", "trace_id": "592a624b-5662-c95c-8b84-d47523bda447" }
{ "account_age_days": 785, "account_id": "ACCT-C5B2D54ADC3E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.13 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 585, "timestamp": "2026-01-05T22:40:00Z", "transaction_amount_usd": 2437.75 }, { "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": 0.708, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "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": 431.83, "financial_exposure_usd": 515.01, "recoverable_pct": 0.756 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102890", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-03T00:10:00Z", "trace_id": "c3f47183-47d9-4caf-73f2-85606cabab5c" }
{ "account_age_days": 692, "account_id": "ACCT-2B31B98E1DFE", "baseline_risk_score": 0.563, "kyc_tier": "tier_2", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 359, "timestamp": "2026-01-03T00:10:00Z", "transaction_amount_usd": 108459.27 }, { "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": 0.648, "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 HA...
{ "customer_funds_at_risk_usd": 348097.65, "financial_exposure_usd": 770925.59, "recoverable_pct": 0.689 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105491", "label": "fraudulent", "label_confidence": 0.769, "severity": "critical", "timestamp": "2026-01-04T19:31:00Z", "trace_id": "12058528-644c-8fdb-9eba-9116bcd1ca54" }
{ "account_age_days": 1576, "account_id": "ACCT-5B3D9BDC8603", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.863 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 764, "timestamp": "2026-01-04T19:31:00Z", "transaction_amount_usd": 292861.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.576, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7273448.84, "financial_exposure_usd": 8971388.91, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107049", "label": "benign", "label_confidence": 0.67, "severity": "medium", "timestamp": "2026-01-05T21:29:00Z", "trace_id": "aeb6b13c-70ae-762c-3951-f5fa382cd83a" }
{ "account_age_days": 739, "account_id": "ACCT-286B24388361", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.149 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 117, "timestamp": "2026-01-05T21:29:00Z", "transaction_amount_usd": 2109.36 }, { "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": 0.775, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 392.8, "financial_exposure_usd": 691.19, "recoverable_pct": 0.853 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104188", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-03T21:48:00Z", "trace_id": "4272b21f-c00e-b75f-e898-4ee109728afe" }
{ "account_age_days": 332, "account_id": "ACCT-327EDC8B0501", "baseline_risk_score": 0.44, "kyc_tier": "tier_1", "session_entropy": 0.32 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 322, "timestamp": "2026-01-03T20:31:00Z", "transaction_amount_usd": 23.37 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.775, "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": 4073570.76, "financial_exposure_usd": 5535907.19, "recoverable_pct": 0.633 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103426", "label": "fraudulent", "label_confidence": 0.694, "severity": "high", "timestamp": "2026-01-03T09:06:00Z", "trace_id": "4804e342-8640-f209-7d12-4e4fd550bfaf" }
{ "account_age_days": 539, "account_id": "ACCT-3995372501EE", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.433 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1110, "timestamp": "2026-01-03T09:06:00Z", "transaction_amount_usd": 281132.9 }, { "asset": "USDT", "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": 0.478, "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": 2120400.39, "financial_exposure_usd": 4494138.4, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108548", "label": "benign", "label_confidence": 0.493, "severity": "high", "timestamp": "2026-01-06T22:28:00Z", "trace_id": "a7333a1d-b835-34c0-7d82-b63092ac0cfe" }
{ "account_age_days": 838, "account_id": "ACCT-D01EE8E1D4C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.22 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 602, "timestamp": "2026-01-06T22:28:00Z", "transaction_amount_usd": 5371.2 }, { "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": 0.676, "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": 9539.86, "financial_exposure_usd": 10001.3, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106406", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-05T10:46:00Z", "trace_id": "13dba6e7-5e6a-8a73-6c20-e9132900b6e6" }
{ "account_age_days": 1458, "account_id": "ACCT-BF78DB30CBB5", "baseline_risk_score": 0.069, "kyc_tier": "tier_2", "session_entropy": 0.55 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 298, "timestamp": "2026-01-04T23:37:00Z", "transaction_amount_usd": 11.46 }, { "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": 0.933, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.52 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100372", "label": "fraudulent", "label_confidence": 0.826, "severity": "low", "timestamp": "2026-01-01T06:12:00Z", "trace_id": "04273ece-d121-3c1b-d8fc-0b1eed1cf073" }
{ "account_age_days": 382, "account_id": "ACCT-6EEF882AA9D8", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1146, "timestamp": "2026-01-01T06:12:00Z", "transaction_amount_usd": 55939.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.594, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 302614.99, "financial_exposure_usd": 340594.99, "recoverable_pct": 0.287 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103306", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-03T07:06:00Z", "trace_id": "922b2dce-a13a-0f3a-09cd-1e40c72cb0e6" }
{ "account_age_days": 239, "account_id": "ACCT-99C21D8B80BA", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 99, "timestamp": "2026-01-02T21:39:00Z", "transaction_amount_usd": 7.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "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": 556969.02, "financial_exposure_usd": 656838.67, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105495", "label": "fraudulent", "label_confidence": 0.676, "severity": "low", "timestamp": "2026-01-04T19:35:00Z", "trace_id": "403551af-0830-f8da-17f9-522b548d6cf0" }
{ "account_age_days": 697, "account_id": "ACCT-16631ADE0A0E", "baseline_risk_score": 0.201, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 817, "timestamp": "2026-01-04T19:35:00Z", "transaction_amount_usd": 872024.38 }, { "asset": "USDC", "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": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4097519.31, "financial_exposure_usd": 4331284.92, "recoverable_pct": 0.569 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106273", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-05T08:33:00Z", "trace_id": "ecdc7c65-244d-5d2e-9e00-346f2a3ce060" }
{ "account_age_days": 1165, "account_id": "ACCT-72F03C2F8B26", "baseline_risk_score": 0.287, "kyc_tier": "tier_2", "session_entropy": 0.467 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1088, "timestamp": "2026-01-05T08:33:00Z", "transaction_amount_usd": 2581596.93 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.586, "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": 4211901.39, "financial_exposure_usd": 4518788.71, "recoverable_pct": 0.538 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104440", "label": "fraudulent", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-04T02:00:00Z", "trace_id": "30ade2e1-76a3-db21-edad-041d09c612e3" }
{ "account_age_days": 560, "account_id": "ACCT-151114F0A887", "baseline_risk_score": 0.396, "kyc_tier": "tier_1", "session_entropy": 0.813 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 298, "timestamp": "2026-01-03T22:51:00Z", "transaction_amount_usd": 13.03 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3007166.79, "financial_exposure_usd": 4093669.28, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109390", "label": "benign", "label_confidence": 0.515, "severity": "critical", "timestamp": "2026-01-07T12:30:00Z", "trace_id": "d6c308dd-8b3a-bc68-c035-18ce84263984" }
{ "account_age_days": 1718, "account_id": "ACCT-DF35189F4145", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.809 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 626, "timestamp": "2026-01-07T12:30:00Z", "transaction_amount_usd": 10465.75 }, { "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": 0.531, "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": 6020.2, "financial_exposure_usd": 7096.17, "recoverable_pct": 0.442 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106979", "label": "benign", "label_confidence": 0.689, "severity": "medium", "timestamp": "2026-01-05T20:19:00Z", "trace_id": "8eb42f23-7c0a-c349-4859-bdc265dd642f" }
{ "account_age_days": 1862, "account_id": "ACCT-1516DE557631", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.812 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 112, "timestamp": "2026-01-05T20:19:00Z", "transaction_amount_usd": 1060.87 }, { "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": 0.637, "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": 1498.48, "financial_exposure_usd": 2034.08, "recoverable_pct": 0.55 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102007", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-02T09:27:00Z", "trace_id": "b62da658-171c-4152-5451-fa9c18528e81" }
{ "account_age_days": 580, "account_id": "ACCT-DAF1E5089BF6", "baseline_risk_score": 0.525, "kyc_tier": "tier_1", "session_entropy": 0.167 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1103, "timestamp": "2026-01-02T09:27:00Z", "transaction_amount_usd": 3696.28 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.507, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 341532.09, "financial_exposure_usd": 447986.56, "recoverable_pct": 0.662 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101396", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-01T23:16:00Z", "trace_id": "37c0e546-35ba-6188-b746-c6ef6ae8519e" }
{ "account_age_days": 1166, "account_id": "ACCT-3FDD537E3319", "baseline_risk_score": 0.545, "kyc_tier": "tier_3", "session_entropy": 0.515 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 550, "timestamp": "2026-01-01T23:16:00Z", "transaction_amount_usd": 15146.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.63, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 1426563.91, "financial_exposure_usd": 1441197.66, "recoverable_pct": 0.118 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107209", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-06T00:09:00Z", "trace_id": "5a1e07c6-a562-0de9-405d-5c0aca4efb85" }
{ "account_age_days": 1844, "account_id": "ACCT-1793E107ED89", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.715 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 536, "timestamp": "2026-01-06T00:09:00Z", "transaction_amount_usd": 1428.09 }, { "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": 0.487, "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": 1905.49, "financial_exposure_usd": 3161.6, "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-106900", "label": "benign", "label_confidence": 0.471, "severity": "high", "timestamp": "2026-01-05T19:00:00Z", "trace_id": "91947cfa-ab34-65e8-52e5-785605a57b5d" }
{ "account_age_days": 1597, "account_id": "ACCT-33D7A1AFF956", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 107, "timestamp": "2026-01-05T19:00:00Z", "transaction_amount_usd": 5467.14 }, { "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": 0.479, "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": 667.53, "financial_exposure_usd": 698.62, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108961", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-07T05:21:00Z", "trace_id": "ad6a1e3a-6632-22ac-397e-b2ab4f5c1f9e" }
{ "account_age_days": 1250, "account_id": "ACCT-53CD8CD9D0E7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 763, "timestamp": "2026-01-07T05:21:00Z", "transaction_amount_usd": 12683.63 }, { "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": 0.689, "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": 3360.13, "financial_exposure_usd": 3672.91, "recoverable_pct": 0.487 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104903", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-04T09:43:00Z", "trace_id": "e0a7af25-8af4-1c3a-d5af-0e146756af05" }
{ "account_age_days": 1408, "account_id": "ACCT-F5EBCCF1E126", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 303, "timestamp": "2026-01-04T04:11:00Z", "transaction_amount_usd": 14.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.869, "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": 3203499.87, "financial_exposure_usd": 5608911.43, "recoverable_pct": 0.882 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101344", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-01T22:24:00Z", "trace_id": "0ef340cd-e158-cee3-9208-d532f99188c8" }
{ "account_age_days": 1900, "account_id": "ACCT-44F57082EE49", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.362 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 246, "timestamp": "2026-01-01T18:21:00Z", "transaction_amount_usd": 13.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.537, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 288736.35, "financial_exposure_usd": 379898.14, "recoverable_pct": 0.783 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103630", "label": "fraudulent", "label_confidence": 0.658, "severity": "medium", "timestamp": "2026-01-03T12:30:00Z", "trace_id": "4e3fd574-dc28-5bb5-ade8-e7b54d46bb74" }
{ "account_age_days": 1649, "account_id": "ACCT-AA61D9DB65FB", "baseline_risk_score": 0.337, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1164, "timestamp": "2026-01-03T12:30:00Z", "transaction_amount_usd": 811046.02 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.471, "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": 3036702.68, "financial_exposure_usd": 4589547.78, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104101", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-03T20:21:00Z", "trace_id": "0d117007-36d1-d61f-697f-57cc1f6233fd" }
{ "account_age_days": 180, "account_id": "ACCT-505A87119887", "baseline_risk_score": 0.388, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 787, "timestamp": "2026-01-03T20:21:00Z", "transaction_amount_usd": 1947630.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.783, "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 ...
{ "customer_funds_at_risk_usd": 2990483.14, "financial_exposure_usd": 4986986.24, "recoverable_pct": 0.612 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102048", "label": "fraudulent", "label_confidence": 0.891, "severity": "critical", "timestamp": "2026-01-02T10:08:00Z", "trace_id": "5aa1ae70-545b-78d0-2cb5-7ad81bc0c874" }
{ "account_age_days": 1483, "account_id": "ACCT-ED5A7808C26F", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 835, "timestamp": "2026-01-02T10:08:00Z", "transaction_amount_usd": 18104.29 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "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": 638064.62, "financial_exposure_usd": 1067501.84, "recoverable_pct": 0.321 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106511", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-05T12:31:00Z", "trace_id": "55bf41c8-35a2-a067-4117-34f855b9d94e" }
{ "account_age_days": 1745, "account_id": "ACCT-43DFB8D9ABDD", "baseline_risk_score": 0.08, "kyc_tier": "tier_1", "session_entropy": 0.773 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 190, "timestamp": "2026-01-05T09:47:00Z", "transaction_amount_usd": 14.7 }, { "asset": "USDC", "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": 0.862, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1364016.34, "financial_exposure_usd": 1973553.73, "recoverable_pct": 0.411 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105265", "label": "fraudulent", "label_confidence": 0.893, "severity": "medium", "timestamp": "2026-01-04T15:45:00Z", "trace_id": "585dc5c6-eb0c-5255-8aa9-7c71ee3ece5a" }
{ "account_age_days": 635, "account_id": "ACCT-3718969034A7", "baseline_risk_score": 0.164, "kyc_tier": "tier_3", "session_entropy": 0.568 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 131, "timestamp": "2026-01-04T03:21:00Z", "transaction_amount_usd": 9.1 }, { "asset": "BTC", "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": 0.927, "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": 3380087.14, "financial_exposure_usd": 4526463.6, "recoverable_pct": 0.768 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107316", "label": "benign", "label_confidence": 0.596, "severity": "medium", "timestamp": "2026-01-06T01:56:00Z", "trace_id": "eb26b5dd-e01f-4404-ee64-d8ac5451043c" }
{ "account_age_days": 724, "account_id": "ACCT-D522EA08F9B4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.608 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 499, "timestamp": "2026-01-06T01:56:00Z", "transaction_amount_usd": 1319.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.781, "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": 381.22, "financial_exposure_usd": 912.44, "recoverable_pct": 0.711 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105202", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-04T14:42:00Z", "trace_id": "fb4db394-6080-7534-9a75-5f75ca5dbc7c" }
{ "account_age_days": 1350, "account_id": "ACCT-312FAA389006", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.351 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 122, "timestamp": "2026-01-04T07:36:00Z", "transaction_amount_usd": 10.47 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.941, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 3492359.05, "financial_exposure_usd": 3961063.55, "recoverable_pct": 0.436 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105622", "label": "fraudulent", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-04T21:42:00Z", "trace_id": "e05b4556-6304-d23b-7546-e69d350479f3" }
{ "account_age_days": 1709, "account_id": "ACCT-66D5451141E4", "baseline_risk_score": 0.278, "kyc_tier": "tier_1", "session_entropy": 0.683 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 201, "timestamp": "2026-01-04T21:42:00Z", "transaction_amount_usd": 1094615.98 }, { "asset": "GBP", "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": 0.878, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4956776.02, "financial_exposure_usd": 6465862.46, "recoverable_pct": 0.79 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101100", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-01T18:20:00Z", "trace_id": "4247212f-8b3a-303e-b5a6-33bbb3a54c88" }
{ "account_age_days": 1539, "account_id": "ACCT-F544514FAC7B", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.683 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 637, "timestamp": "2026-01-01T18:20:00Z", "transaction_amount_usd": 19887.9 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.59, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 313911.24, "financial_exposure_usd": 511841.52, "recoverable_pct": 0.721 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100396", "label": "fraudulent", "label_confidence": 0.889, "severity": "high", "timestamp": "2026-01-01T06:36:00Z", "trace_id": "ca43f7c5-052a-5c27-3d91-56b66e75f4a1" }
{ "account_age_days": 52, "account_id": "ACCT-54CBD831B7E4", "baseline_risk_score": 0.437, "kyc_tier": "tier_3", "session_entropy": 0.349 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 201, "timestamp": "2026-01-01T06:36:00Z", "transaction_amount_usd": 71926.69 }, { "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": 0.727, "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": 254976.07, "financial_exposure_usd": 272067.32, "recoverable_pct": 0.443 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109938", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-07T21:38:00Z", "trace_id": "f97ec4f0-5459-1927-6bd8-6610c5a1f596" }
{ "account_age_days": 779, "account_id": "ACCT-60799E44B04B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 930, "timestamp": "2026-01-07T21:38:00Z", "transaction_amount_usd": 6468.94 }, { "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": 0.699, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 2412.8, "financial_exposure_usd": 3510.1, "recoverable_pct": 0.895 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103963", "label": "fraudulent", "label_confidence": 0.813, "severity": "medium", "timestamp": "2026-01-03T18:03:00Z", "trace_id": "0278695a-f907-4e8c-a1e4-7bc51a10542a" }
{ "account_age_days": 1359, "account_id": "ACCT-97E8A8E57D2C", "baseline_risk_score": 0.204, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 345, "timestamp": "2026-01-03T18:03:00Z", "transaction_amount_usd": 2081030.41 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.569, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3075825.25, "financial_exposure_usd": 5061960.93, "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-109540", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-07T15:00:00Z", "trace_id": "084ef05f-0193-df82-71be-1f0e24960764" }
{ "account_age_days": 1049, "account_id": "ACCT-E6F866EBFC00", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 938, "timestamp": "2026-01-07T15:00:00Z", "transaction_amount_usd": 2501.44 }, { "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": 0.589, "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": 1187.27, "financial_exposure_usd": 1204.98, "recoverable_pct": 0.755 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100512", "label": "fraudulent", "label_confidence": 0.935, "severity": "critical", "timestamp": "2026-01-01T08:32:00Z", "trace_id": "83336fe8-4c89-cc83-3b8a-bb2d8b2e74a7" }
{ "account_age_days": 859, "account_id": "ACCT-96D2875FF484", "baseline_risk_score": 0.625, "kyc_tier": "tier_3", "session_entropy": 0.43 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 222, "timestamp": "2026-01-01T06:35:00Z", "transaction_amount_usd": 10.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.388, "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": 486687.19, "financial_exposure_usd": 610822.95, "recoverable_pct": 0.457 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101783", "label": "fraudulent", "label_confidence": 0.893, "severity": "high", "timestamp": "2026-01-02T05:43:00Z", "trace_id": "105fca31-fa79-bc08-4ecf-5048c485c677" }
{ "account_age_days": 671, "account_id": "ACCT-FBB079F7A5D8", "baseline_risk_score": 0.609, "kyc_tier": "tier_3", "session_entropy": 0.688 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 353, "timestamp": "2026-01-02T01:55:00Z", "transaction_amount_usd": 23.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.857, "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": 457469.77, "financial_exposure_usd": 852610.3, "recoverable_pct": 0.216 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106482", "label": "fraudulent", "label_confidence": 0.772, "severity": "medium", "timestamp": "2026-01-05T12:02:00Z", "trace_id": "01a38c54-8ecb-76ad-15cf-aaefb9299fab" }
{ "account_age_days": 1924, "account_id": "ACCT-1F854BCAB8A5", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 459, "timestamp": "2026-01-05T12:02:00Z", "transaction_amount_usd": 460537.82 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.735, "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": 2614917.29, "financial_exposure_usd": 4105614.7, "recoverable_pct": 0.619 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105496", "label": "fraudulent", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-04T19:36:00Z", "trace_id": "7383f268-a93d-923b-c4ba-f1fa31de006b" }
{ "account_age_days": 1709, "account_id": "ACCT-6F13DACF8962", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.803 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 357, "timestamp": "2026-01-04T14:39:00Z", "transaction_amount_usd": 12.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.76, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3145784.6, "financial_exposure_usd": 3834647.28, "recoverable_pct": 0.737 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109038", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T06:38:00Z", "trace_id": "c2735d35-8f32-c838-33a2-1c4a871945ab" }
{ "account_age_days": 1226, "account_id": "ACCT-A3C6EB929C49", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.793 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 107, "timestamp": "2026-01-07T01:24:00Z", "transaction_amount_usd": 23.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.502, "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": 7219.35, "financial_exposure_usd": 8862.72, "recoverable_pct": 0.755 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101311", "label": "fraudulent", "label_confidence": 0.808, "severity": "medium", "timestamp": "2026-01-01T21:51:00Z", "trace_id": "861350c5-854b-295d-11a6-33207549c150" }
{ "account_age_days": 1832, "account_id": "ACCT-9002E87A8976", "baseline_risk_score": 0.358, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1021, "timestamp": "2026-01-01T21:51:00Z", "transaction_amount_usd": 38163.36 }, { "asset": "ETH", "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": 0.851, "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": 681530.61, "financial_exposure_usd": 1347545, "recoverable_pct": 0.389 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106145", "label": "fraudulent", "label_confidence": 0.685, "severity": "medium", "timestamp": "2026-01-05T06:25:00Z", "trace_id": "25eecd89-d0da-f48e-d92c-1d29e56dad1c" }
{ "account_age_days": 1077, "account_id": "ACCT-C85C82F01948", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 708, "timestamp": "2026-01-05T06:25:00Z", "transaction_amount_usd": 916880.35 }, { "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": 0.803, "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": 5255346.11, "financial_exposure_usd": 6541392.45, "recoverable_pct": 0.999 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107363", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-06T02:43:00Z", "trace_id": "78bf3dfd-8fa9-ae1b-aebc-af23ea2d2282" }
{ "account_age_days": 1009, "account_id": "ACCT-9172CD1E9A54", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 151, "timestamp": "2026-01-05T18:13:00Z", "transaction_amount_usd": 1.66 }, { "asset": "USDC", "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": 0.487, "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": 2937.37, "financial_exposure_usd": 4373.3, "recoverable_pct": 0.733 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104232", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-03T22:32:00Z", "trace_id": "d6653a49-0d55-09dd-934e-c250ca3d711d" }
{ "account_age_days": 742, "account_id": "ACCT-F0E6D7A07AC1", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.414 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 179, "timestamp": "2026-01-03T18:45:00Z", "transaction_amount_usd": 3.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.42, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4608167.68, "financial_exposure_usd": 5659135.29, "recoverable_pct": 0.913 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106419", "label": "fraudulent", "label_confidence": 0.733, "severity": "critical", "timestamp": "2026-01-05T10:59:00Z", "trace_id": "a3053679-d490-76ff-5f76-8530430c32f8" }
{ "account_age_days": 1745, "account_id": "ACCT-5014CF1FE7D7", "baseline_risk_score": 0.36, "kyc_tier": "tier_2", "session_entropy": 0.288 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 504, "timestamp": "2026-01-05T10:59:00Z", "transaction_amount_usd": 2290061.16 }, { "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": 0.9, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 5036396, "financial_exposure_usd": 6644827.18, "recoverable_pct": 0.861 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102762", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-02T22:02:00Z", "trace_id": "a78a1d0a-d48b-6ed2-6a7d-df5cdb12c6c0" }
{ "account_age_days": 1267, "account_id": "ACCT-2BB1C3118062", "baseline_risk_score": 0.321, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 643, "timestamp": "2026-01-02T22:02:00Z", "transaction_amount_usd": 51874.9 }, { "asset": "ETH", "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": 0.411, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 450791.34, "financial_exposure_usd": 756660.37, "recoverable_pct": 0.153 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104613", "label": "fraudulent", "label_confidence": 0.833, "severity": "medium", "timestamp": "2026-01-04T04:53:00Z", "trace_id": "b56cbf2a-7cad-b8d4-81c5-f9bc979c06a1" }
{ "account_age_days": 1127, "account_id": "ACCT-5B78C4C65FE4", "baseline_risk_score": 0.387, "kyc_tier": "tier_1", "session_entropy": 0.19 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 166, "timestamp": "2026-01-04T02:46:00Z", "transaction_amount_usd": 19.6 }, { "asset": "JPY", "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": 0.679, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "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": 1287143.18, "financial_exposure_usd": 2743051.77, "recoverable_pct": 0.775 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106103", "label": "fraudulent", "label_confidence": 0.937, "severity": "critical", "timestamp": "2026-01-05T05:43:00Z", "trace_id": "09d1c7a5-26f9-bbbb-a2c0-13eeead221d8" }
{ "account_age_days": 802, "account_id": "ACCT-CA1CB12F3493", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.586 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 808, "timestamp": "2026-01-05T05:43:00Z", "transaction_amount_usd": 1726843.94 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.615, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1971093.51, "financial_exposure_usd": 2672259.56, "recoverable_pct": 0.45 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100374", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-01T06:14:00Z", "trace_id": "cedad670-c72c-ee50-71f0-be7a830f3db8" }
{ "account_age_days": 1983, "account_id": "ACCT-507DBC11C638", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.265 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 200, "timestamp": "2026-01-01T06:14:00Z", "transaction_amount_usd": 909.93 }, { "asset": "USDC", "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": 0.449, "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": 647170.96, "financial_exposure_usd": 678289.91, "recoverable_pct": 0.007 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105174", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-04T14:14:00Z", "trace_id": "ee7d8471-4de1-bedd-d70f-3104109f8721" }
{ "account_age_days": 1765, "account_id": "ACCT-B17F06EBEE82", "baseline_risk_score": 0.166, "kyc_tier": "tier_3", "session_entropy": 0.683 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 637, "timestamp": "2026-01-04T14:14:00Z", "transaction_amount_usd": 1127535.35 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.371, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3689936.92, "financial_exposure_usd": 3913347.85, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109457", "label": "benign", "label_confidence": 0.545, "severity": "critical", "timestamp": "2026-01-07T13:37:00Z", "trace_id": "c9b1762d-b792-ab22-96d5-5341d6edd6db" }
{ "account_age_days": 523, "account_id": "ACCT-DEC27BBC6B24", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.235 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 426, "timestamp": "2026-01-07T13:37:00Z", "transaction_amount_usd": 10385.97 }, { "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": 0.496, "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": 2113.3, "financial_exposure_usd": 4866.47, "recoverable_pct": 0.704 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104271", "label": "fraudulent", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-03T23:11:00Z", "trace_id": "b36fba39-c75a-4b01-c396-d6aa72bfe460" }
{ "account_age_days": 629, "account_id": "ACCT-5AC896C0B68C", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.846 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 147, "timestamp": "2026-01-03T22:18:00Z", "transaction_amount_usd": 8.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.368, "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": 3059964.05, "financial_exposure_usd": 6082898.4, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101637", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-02T03:17:00Z", "trace_id": "809e0692-a931-428b-4f70-1850b2443af8" }
{ "account_age_days": 1016, "account_id": "ACCT-DE6D69298D4D", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.631 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 116, "timestamp": "2026-01-02T03:17:00Z", "transaction_amount_usd": 22893.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 305685.78, "financial_exposure_usd": 576733.55, "recoverable_pct": 0.559 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100994", "label": "fraudulent", "label_confidence": 0.965, "severity": "critical", "timestamp": "2026-01-01T16:34:00Z", "trace_id": "fdbe885c-a535-a77d-838f-eff5c38f3905" }
{ "account_age_days": 131, "account_id": "ACCT-528259726259", "baseline_risk_score": 0.276, "kyc_tier": "tier_2", "session_entropy": 0.723 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 988, "timestamp": "2026-01-01T16:34:00Z", "transaction_amount_usd": 44375.26 }, { "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": 0.747, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 563660.75, "financial_exposure_usd": 657131.55, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106475", "label": "fraudulent", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-05T11:55:00Z", "trace_id": "22b119ef-de4d-d5f5-d8b5-ece4e8c9ee6b" }
{ "account_age_days": 171, "account_id": "ACCT-DE21062AA9E5", "baseline_risk_score": 0.142, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 255, "timestamp": "2026-01-05T10:27:00Z", "transaction_amount_usd": 10.08 }, { "asset": "GBP", "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": 0.729, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5273686.17, "financial_exposure_usd": 7804191.77, "recoverable_pct": 0.999 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101517", "label": "fraudulent", "label_confidence": 0.872, "severity": "medium", "timestamp": "2026-01-02T01:17:00Z", "trace_id": "7e4d3cf6-b03a-ee67-6976-82a982f3fe3f" }
{ "account_age_days": 702, "account_id": "ACCT-0892C40497EF", "baseline_risk_score": 0.49, "kyc_tier": "tier_1", "session_entropy": 0.686 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 500, "timestamp": "2026-01-02T01:17:00Z", "transaction_amount_usd": 46208.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.634, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 359766.96, "financial_exposure_usd": 618008.26, "recoverable_pct": 0.834 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100761", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-01T12:41:00Z", "trace_id": "1b9632f0-adcb-9787-2024-03e7fddb7a02" }
{ "account_age_days": 1514, "account_id": "ACCT-C6F656E7BF97", "baseline_risk_score": 0.445, "kyc_tier": "tier_1", "session_entropy": 0.947 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 618, "timestamp": "2026-01-01T12:41:00Z", "transaction_amount_usd": 49725.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.501, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 586829.72, "financial_exposure_usd": 1178520.48, "recoverable_pct": 0.098 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104765", "label": "fraudulent", "label_confidence": 0.945, "severity": "low", "timestamp": "2026-01-04T07:25:00Z", "trace_id": "7fb8f5d3-8cae-7ea8-a85c-2e046391d820" }
{ "account_age_days": 1580, "account_id": "ACCT-8D617DAD5FB7", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.463 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 651, "timestamp": "2026-01-04T07:25:00Z", "transaction_amount_usd": 1661063.72 }, { "asset": "USDC", "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": 0.674, "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": 3087342.34, "financial_exposure_usd": 4297285.88, "recoverable_pct": 0.66 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104584", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-04T04:24:00Z", "trace_id": "823d4dc8-5036-61fb-24f5-b591aec65078" }
{ "account_age_days": 215, "account_id": "ACCT-12FEAF91A25E", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.692 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 669, "timestamp": "2026-01-04T04:24:00Z", "transaction_amount_usd": 1530578.79 }, { "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": 0.592, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3337679.45, "financial_exposure_usd": 4847031.42, "recoverable_pct": 0.708 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105516", "label": "fraudulent", "label_confidence": 0.875, "severity": "low", "timestamp": "2026-01-04T19:56:00Z", "trace_id": "9552c043-c06f-76b6-d269-3003547cc8fb" }
{ "account_age_days": 511, "account_id": "ACCT-03D3294C18ED", "baseline_risk_score": 0.415, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 725, "timestamp": "2026-01-04T19:56:00Z", "transaction_amount_usd": 671630.83 }, { "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": 0.427, "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": 5137476.16, "financial_exposure_usd": 5527340.79, "recoverable_pct": 0.8 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108772", "label": "benign", "label_confidence": 0.732, "severity": "medium", "timestamp": "2026-01-07T02:12:00Z", "trace_id": "71710c10-6904-84fb-d0ee-76dc25c86156" }
{ "account_age_days": 1802, "account_id": "ACCT-FC374A3B98A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.532 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 815, "timestamp": "2026-01-07T02:12:00Z", "transaction_amount_usd": 10864.43 }, { "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": 0.47, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1790.28, "financial_exposure_usd": 3353.49, "recoverable_pct": 0.47 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100826", "label": "fraudulent", "label_confidence": 0.821, "severity": "critical", "timestamp": "2026-01-01T13:46:00Z", "trace_id": "edcb14d5-aff4-fc8d-23c9-58dccbf3f130" }
{ "account_age_days": 129, "account_id": "ACCT-381FF62FA2C5", "baseline_risk_score": 0.602, "kyc_tier": "tier_1", "session_entropy": 0.166 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 170, "timestamp": "2026-01-01T13:46:00Z", "transaction_amount_usd": 21144.44 }, { "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": 0.481, "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": 235712.11, "financial_exposure_usd": 324290.27, "recoverable_pct": 0.564 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107428", "label": "benign", "label_confidence": 0.514, "severity": "medium", "timestamp": "2026-01-06T03:48:00Z", "trace_id": "0e296c16-4f67-1799-c564-04c2fd7b59d7" }
{ "account_age_days": 1446, "account_id": "ACCT-DAF6390C22C5", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.178 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 121, "timestamp": "2026-01-05T18:06:00Z", "transaction_amount_usd": 5.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.679, "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": 2671.11, "financial_exposure_usd": 6144.98, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108090", "label": "benign", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-06T14:50:00Z", "trace_id": "69fae108-9d56-565f-c207-12cbe5702f6c" }
{ "account_age_days": 1683, "account_id": "ACCT-DD02AD69A6E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.678 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 948, "timestamp": "2026-01-06T14:50:00Z", "transaction_amount_usd": 6138.88 }, { "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": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3135.43, "financial_exposure_usd": 4427.61, "recoverable_pct": 0.693 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102752", "label": "fraudulent", "label_confidence": 0.955, "severity": "critical", "timestamp": "2026-01-02T21:52:00Z", "trace_id": "1d687129-da26-0988-27cf-f0654fe5c01c" }
{ "account_age_days": 1069, "account_id": "ACCT-C9BAC51FF68D", "baseline_risk_score": 0.511, "kyc_tier": "tier_3", "session_entropy": 0.329 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 453, "timestamp": "2026-01-02T21:52:00Z", "transaction_amount_usd": 59496.67 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.72, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 692944.07, "financial_exposure_usd": 760371.23, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109704", "label": "benign", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-07T17:44:00Z", "trace_id": "cbd38ca9-cbc5-e449-6eb1-a8300c0407ed" }
{ "account_age_days": 656, "account_id": "ACCT-00D237674712", "baseline_risk_score": 0.121, "kyc_tier": "tier_3", "session_entropy": 0.898 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 276, "timestamp": "2026-01-07T12:54:00Z", "transaction_amount_usd": 13.1 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.66, "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 prior...
{ "customer_funds_at_risk_usd": 3574.98, "financial_exposure_usd": 4292.99, "recoverable_pct": 0.74 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103708", "label": "fraudulent", "label_confidence": 0.889, "severity": "critical", "timestamp": "2026-01-03T13:48:00Z", "trace_id": "12cb7528-ff17-3b12-0fee-5f56fbda765b" }
{ "account_age_days": 1122, "account_id": "ACCT-8F38C0E3CCAE", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.787 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 149, "timestamp": "2026-01-03T10:18:00Z", "transaction_amount_usd": 11.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.382, "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": 3478007.57, "financial_exposure_usd": 6716638.61, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101959", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-02T08:39:00Z", "trace_id": "a5fd843a-5a95-a72c-485a-801c5df50956" }
{ "account_age_days": 879, "account_id": "ACCT-EF88A3D2352D", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.77 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 415, "timestamp": "2026-01-02T08:39:00Z", "transaction_amount_usd": 109895.78 }, { "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": 0.632, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 464816.04, "financial_exposure_usd": 737861.67, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107442", "label": "benign", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-06T04:02:00Z", "trace_id": "40f02b5f-24c2-22ff-740c-a7121d47821b" }
{ "account_age_days": 1546, "account_id": "ACCT-ECDAA684552A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.198 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 169, "timestamp": "2026-01-05T16:42:00Z", "transaction_amount_usd": 12.82 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.686, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 527.27, "financial_exposure_usd": 718.89, "recoverable_pct": 0.554 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106411", "label": "fraudulent", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-05T10:51:00Z", "trace_id": "f9c3d2b3-9af5-6f0a-019a-685797a6b72c" }
{ "account_age_days": 1755, "account_id": "ACCT-CADB60E4DA2A", "baseline_risk_score": 0.06, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 730, "timestamp": "2026-01-05T10:51:00Z", "transaction_amount_usd": 1512896.37 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.869, "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": 3473743.57, "financial_exposure_usd": 6883679.58, "recoverable_pct": 0.465 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109996", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-07T22:36:00Z", "trace_id": "3380a90b-9d8e-720f-3bc8-67bc156524d6" }
{ "account_age_days": 412, "account_id": "ACCT-6B42631C9463", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.283 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 525, "timestamp": "2026-01-07T22:36:00Z", "transaction_amount_usd": 806.67 }, { "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": 0.652, "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": 2512.4, "financial_exposure_usd": 3493.82, "recoverable_pct": 0.607 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104068", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-03T19:48:00Z", "trace_id": "9130c96f-b1cb-f853-3cbe-431ffc540f04" }
{ "account_age_days": 1070, "account_id": "ACCT-06EFEB8C4675", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.393 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 378, "timestamp": "2026-01-03T19:48:00Z", "transaction_amount_usd": 1531662.85 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.403, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5444251.94, "financial_exposure_usd": 5972096.27, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100532", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-01T08:52:00Z", "trace_id": "23e4beaf-b865-19d5-642c-14aca9638663" }
{ "account_age_days": 1996, "account_id": "ACCT-BADBEA35E5C1", "baseline_risk_score": 0.485, "kyc_tier": "tier_1", "session_entropy": 0.215 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 454, "timestamp": "2026-01-01T08:52:00Z", "transaction_amount_usd": 33831.86 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.794, "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": 794829.89, "financial_exposure_usd": 915939.43, "recoverable_pct": 0.577 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104921", "label": "fraudulent", "label_confidence": 0.826, "severity": "low", "timestamp": "2026-01-04T10:01:00Z", "trace_id": "9e7b81b8-9c1b-4057-229c-f0668fa7fb85" }
{ "account_age_days": 1384, "account_id": "ACCT-62C3A6C3DE74", "baseline_risk_score": 0.166, "kyc_tier": "tier_3", "session_entropy": 0.425 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 317, "timestamp": "2026-01-04T10:01:00Z", "transaction_amount_usd": 2982244.61 }, { "asset": "USDT", "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": 0.839, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1257722.58, "financial_exposure_usd": 3031637.96, "recoverable_pct": 0.548 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }