{
"total_samples": 10435,
"train_samples": 8348,
"test_samples": 2087,
"tp_count": 9630,
"fp_count": 805,
"num_features": 28,
"feature_names": [
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"confidence",
"detector_category",
"has_cwe",
"entity_type",
"function_loc",
"file_loc",
"function_count_in_file",
"finding_line_span_norm",
"cyclomatic_complexity",
"max_nesting_depth",
"fan_in",
"fan_out",
"scc_membership",
"file_age_log",
"recent_churn",
"developer_count",
"unique_change_count",
"is_recently_created",
"major_contributor_pct",
"minor_contributor_count",
"file_depth",
"fp_path_indicator_count",
"tp_path_indicator_count",
"finding_density",
"same_detector_findings",
"historical_fp_rate"
],
"num_trees": 100,
"max_depth": 6,
"learning_rate": 0.1,
"test_auc": 0.9982924092026084,
"test_accuracy": 0.9889793962625779,
"test_precision": 0.9937727036844837,
"test_recall": 0.994288681204569,
"unique_detectors": 132,
"detector_distribution": {
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"UnreachableCodeDetector": 1466,
"DeadStoreDetector": 1096,
"DuplicateCodeDetector": 800,
"UnhandledPromiseDetector": 143,
"NPlusOneDetector": 46,
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"MagicNumbersDetector": 326,
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"AIComplexitySpikeDetector": 373,
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"LongMethodsDetector": 396,
"SurprisalDetector": 151,
"InsecureTlsDetector": 16,
"Consensus[LogInjectionDetector+DebugCodeDetector]": 2,
"CoreUtilityDetector": 603,
"LargeFilesDetector": 78,
"MissingAwaitDetector": 29,
"BroadExceptionDetector": 47,
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"ShotgunSurgeryDetector": 112,
"HardcodedTimeoutDetector": 4,
"DataClumpsDetector": 314,
"CommentedCodeDetector": 209,
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"Consensus[UnreachableCodeDetector+LongMethodsDetector]": 30,
"Consensus[LongMethodsDetector+AIMissingTestsDetector]": 45,
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"GHActionsInjectionDetector": 2,
"CallbackHellDetector": 4,
"TestInProductionDetector": 12,
"Consensus[BroadExceptionDetector+EmptyCatchDetector]": 4,
"ImplicitCoercionDetector": 9,
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"LongParameterListDetector": 77,
"LazyClassDetector": 505,
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"Consensus[LongMethodsDetector+ArchitecturalBottleneckDetector+InfluentialCodeDetector]": 4,
"TodoScanner": 97,
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"AIDuplicateBlockDetector": 181,
"Consensus[LongMethodsDetector+FeatureEnvyDetector+AIMissingTestsDetector]": 1,
"StringConcatLoopDetector": 9,
"ExpressSecurityDetector": 14,
"PathTraversalDetector": 1,
"UnsafeTemplateDetector": 15,
"Consensus[UnreachableCodeDetector+AIMissingTestsDetector+LongMethodsDetector]": 2,
"GeneratorMisuseDetector": 3,
"AINamingPatternDetector": 7,
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"InsecureCryptoDetector": 2,
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"GodClassDetector": 25,
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"MiddleManDetector": 5,
"InappropriateIntimacyDetector": 3,
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"Consensus[InfluentialCodeDetector+AIMissingTestsDetector+LongMethodsDetector]": 2,
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"SsrfDetector": 1,
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"BooleanTrapDetector": 14,
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"RegexInLoopDetector": 5,
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"RegexDosDetector": 15,
"PrototypePollutionDetector": 7,
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"JwtWeakDetector": 3,
"Consensus[LongParameterListDetector+UnreachableCodeDetector]": 7,
"Consensus[UnreachableCodeDetector+LongParameterListDetector]": 6,
"Consensus[LongParameterListDetector+LongMethodsDetector+AIMissingTestsDetector]": 1,
"Consensus[CoreUtilityDetector+LongParameterListDetector]": 1,
"Consensus[LongParameterListDetector+LongMethodsDetector+CoreUtilityDetector]": 1,
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"WildcardImportsDetector": 80,
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"Consensus[LongMethodsDetector+FeatureEnvyDetector]": 4,
"InsecureDeserializeDetector": 1,
"FeatureEnvyDetector": 11,
"Consensus[LongMethodsDetector+FeatureEnvyDetector+DegreeCentralityDetector]": 1,
"Consensus[InfluentialCodeDetector+FeatureEnvyDetector+LongMethodsDetector]": 1,
"Consensus[FeatureEnvyDetector+LongMethodsDetector]": 1,
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"InfiniteLoopDetector": 10,
"BoxDynTraitDetector": 9,
"CloneInHotPathDetector": 88,
"UnwrapWithoutContextDetector": 78,
"MessageChainDetector": 3,
"PanicDensityDetector": 6,
"MutexPoisoningRiskDetector": 2,
"UnsafeWithoutSafetyCommentDetector": 5,
"Consensus[UnreachableCodeDetector+CoreUtilityDetector]": 2,
"MissingMustUseDetector": 6,
"EvalDetector": 2,
"Consensus[InfluentialCodeDetector+ArchitecturalBottleneckDetector]": 1,
"Consensus[ArchitecturalBottleneckDetector+InfluentialCodeDetector]": 1,
"Consensus[ArchitecturalBottleneckDetector+LongMethodsDetector]": 1,
"Consensus[ArchitecturalBottleneckDetector+InfluentialCodeDetector+LongMethodsDetector]": 1,
"Consensus[ArchitecturalBottleneckDetector+LongMethodsDetector+InfluentialCodeDetector]": 1,
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"Consensus[RegexDosDetector+ImplicitCoercionDetector]": 2,
"Consensus[InsecureRandomDetector+NPlusOneDetector]": 1,
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"Consensus[AIMissingTestsDetector+UnreachableCodeDetector+LongMethodsDetector]": 1,
"Consensus[LongMethodsDetector+DegreeCentralityDetector]": 1,
"Consensus[CallbackHellDetector+UnhandledPromiseDetector]": 1,
"Consensus[UnhandledPromiseDetector+CallbackHellDetector]": 1
},
"label_source_distribution": {
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"supervised:dead code finding": 1091,
"supervised:unreachable code": 1451,
"supervised:dead store": 1066,
"supervised:duplicate code": 751,
"supervised:unknown detector: UnhandledPromiseDetector": 100,
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"supervised:unknown detector: SingleCharNamesDetector": 108,
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"supervised:deep nesting is structural": 281,
"supervised:common constant, likely FP": 237,
"supervised:unknown detector: CircularDependencyDetector": 3,
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"supervised:long method is structural": 396,
"supervised:unknown detector: SurprisalDetector": 145,
"supervised:core utility is informational": 600,
"supervised:large file is structural": 78,
"supervised:missing await": 29,
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"supervised:unknown detector: DepAuditDetector": 31,
"supervised:unknown detector: GlobalVariablesDetector": 19,
"supervised:unknown detector: InsecureCookieDetector": 9,
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"supervised:shotgun surgery risk": 112,
"supervised:unknown detector: HardcodedTimeoutDetector": 1,
"supervised:data clumps are structural": 314,
"supervised:commented out code": 209,
"supervised:unknown detector in test file": 35,
"supervised:duplicate code in tests is normal": 49,
"supervised:unknown detector, critical severity": 19,
"supervised:unknown detector: AIBoilerplateDetector": 28,
"supervised:unknown detector: CallbackHellDetector": 4,
"supervised:unknown detector: TestInProductionDetector": 11,
"supervised:unknown detector: ImplicitCoercionDetector": 9,
"supervised:long parameter list is structural": 77,
"supervised:dead code in test file": 19,
"supervised:lazy class": 217,
"supervised:magic number": 63,
"supervised:unknown detector: TodoScanner": 96,
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"supervised:lazy class in Go/Rust (trait/interface impl)": 285,
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"supervised:unknown detector: StringConcatLoopDetector": 9,
"supervised:magic numbers in tests are normal": 26,
"supervised:framework security in test": 13,
"supervised:framework security finding": 1,
"supervised:path traversal finding": 1,
"supervised:unknown detector: GeneratorMisuseDetector": 3,
"supervised:unknown detector: AINamingPatternDetector": 7,
"supervised:unknown detector: UnsafeTemplateDetector": 2,
"supervised:weak crypto algorithm": 2,
"supervised:god class is structural": 25,
"supervised:unknown detector: UnusedImportsDetector": 5,
"supervised:inappropriate intimacy": 3,
"supervised:vendor/generated file": 15,
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"supervised:React hooks violation": 9,
"supervised:unknown detector: BooleanTrapDetector": 14,
"supervised:regex compilation in loop": 5,
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"supervised:XSS in test file": 6,
"supervised:unknown detector: LogInjectionDetector": 2,
"supervised:empty catch blocks are almost always bad": 30,
"supervised:unknown detector: RegexDosDetector": 14,
"supervised:broad exception in test": 1,
"supervised:unknown detector: JwtWeakDetector": 1,
"supervised:unknown detector: WildcardImportsDetector": 80,
"supervised:architectural metric": 2,
"supervised:unknown detector: InfluentialCodeDetector": 4,
"supervised:unknown detector: InsecureDeserializeDetector": 1,
"supervised:feature envy": 11,
"supervised:unknown detector: BoxDynTraitDetector": 9,
"supervised:unknown detector: CloneInHotPathDetector": 88,
"supervised:unwrap without context": 78,
"supervised:unknown detector: MessageChainDetector": 3,
"supervised:unknown detector: PanicDensityDetector": 5,
"supervised:unknown detector: MutexPoisoningRiskDetector": 2,
"supervised:unknown detector: MissingMustUseDetector": 6,
"supervised:debug code in test is normal": 67,
"supervised:AI duplicate in test": 2,
"supervised:lazy class in test is normal": 3
}
}