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            "m": "C0041"
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          {
            "c": 1.0,
            "d": "Binary has 4 or fewer sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "objectives/command-and-control/infrastructure/config::max-sections-4",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Get tick count",
            "e": [
              "GetTickCount"
            ],
            "i": "micro-behaviors/time/query::get-tick-count",
            "l": 2
          },
          {
            "c": 0.8399999737739563,
            "d": "Invoke unhandled exception filter",
            "e": [
              "UnhandledExceptionFilter"
            ],
            "i": "micro-behaviors/os/exception/error-handling::unhandled-exception-filter-import",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Small PE resource section",
            "e": [
              "pe.rsrc_size = 0.00"
            ],
            "i": "metadata/package/versioning::pe-small-rsrc",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE imports from one DLL",
            "e": [
              "pe.import_dll_count = 1.00"
            ],
            "i": "metadata/binary/symbols/imports::pe-single-import-dll",
            "l": 1
          },
          {
            "a": "T1027.007",
            "c": 1.0,
            "d": "WININET.DLL absent from PE import table",
            "e": [
              "pe.import_dll_count = 1.00"
            ],
            "i": "objectives/anti-static/obfuscation/imports::wininet-import-absent",
            "l": 2,
            "m": "B0032"
          },
          {
            "c": 0.8999999761581421,
            "d": "PE Rich header present (MSVC toolchain)",
            "e": [
              "pe.rich_header_present = 1.00"
            ],
            "i": "metadata/binary/resource::rich-header-present",
            "l": 2
          },
          {
            "c": 0.8399999737739563,
            "d": "Read wide environment block",
            "e": [
              "GetEnvironmentStringsW"
            ],
            "i": "micro-behaviors/os/env/access::get-environment-strings-wide",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has 40+ imports",
            "e": [
              "binary.import_count = 48.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-40",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Heap memory deallocation",
            "e": [
              "HeapFree"
            ],
            "i": "micro-behaviors/mem/alloc/heap::heap-free",
            "l": 2
          },
          {
            "c": 0.8500000238418579,
            "d": "Unicode string locale mapping",
            "e": [
              "LCMapStringW"
            ],
            "i": "micro-behaviors/os/env/access::lcmap-string-w",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has 30+ imports",
            "e": [
              "binary.import_count = 48.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-30",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "LoadLibrary symbol",
            "e": [
              "LoadLibraryA"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/class::loadlibrary-sym",
            "l": 1
          },
          {
            "a": "T1620",
            "c": 0.8999999761581421,
            "d": "LoadLibraryA loader API string",
            "e": [
              "LoadLibraryA"
            ],
            "i": "objectives/command-and-control/dropper/execution/loader::dark-eye-loadlibrarya-string",
            "l": 1,
            "m": "B0030"
          },
          {
            "c": 0.8999999761581421,
            "d": "PE standard runtime section",
            "e": [
              ".rdata"
            ],
            "i": "metadata/binary/section/names::pe-runtime-standard-section",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary has 25+ imports",
            "e": [
              "binary.import_count = 48.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-25",
            "l": 1
          },
          {
            "c": 0.8500000238418579,
            "d": "Query current module path",
            "e": [
              "GetModuleFileNameA"
            ],
            "i": "micro-behaviors/fs/path/check::get-module-filename",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Tiny writable data section",
            "e": [
              ".data (size: 1024)"
            ],
            "i": "metadata/binary/section/metrics::tiny-data-section",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Get standard I/O handle",
            "e": [
              "GetStdHandle"
            ],
            "i": "micro-behaviors/fs/file/handle::get-std-handle",
            "l": 2
          },
          {
            "a": "T1027.007",
            "c": 0.8500000238418579,
            "d": "TEB to PEB access for module enumeration",
            "e": [
              "64 A1 18 00 00 00"
            ],
            "i": "objectives/anti-static/obfuscation/imports::teb-peb-access",
            "l": 1,
            "m": "B0032.014"
          },
          {
            "c": 0.8999999761581421,
            "d": "PE mapped image under 768 KiB",
            "e": [
              "pe.size_of_image = 36864.00"
            ],
            "i": "metadata/binary/layout::image-under-768kb",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE standard code/data section",
            "e": [
              ".data",
              ".text"
            ],
            "i": "metadata/binary/section/names::pe-code-data-standard-section",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Binary has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.42"
            ],
            "i": "metadata/binary/metrics/threshold::low-overall-entropy-binary",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Get system time as FILETIME",
            "e": [
              "GetSystemTimeAsFileTime"
            ],
            "i": "micro-behaviors/time/query::get-system-time-as-filetime",
            "l": 2
          },
          {
            "c": 0.8199999928474426,
            "d": "Elevated text section entropy",
            "e": [
              ".text (entropy: 6.60)"
            ],
            "i": "metadata/binary/section/metrics::elevated-text-entropy-section",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Heap memory reallocation",
            "e": [
              "HeapReAlloc"
            ],
            "i": "micro-behaviors/mem/alloc/heap::heap-realloc",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Regex component marker",
            "e": [
              "GetEnvironmentStringsW",
              "FreeEnvironmentStringsW",
              "GetEnvironmentStrings",
              "LCMapStringW",
              "GetStringTypeA",
              "LCMapStringA",
              "GetStringTypeW",
              "FreeEnvironmentStringsA"
            ],
            "i": "micro-behaviors/communications/http/client/managed::webclient--rx-7",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has many readable strings",
            "e": [
              "binary.string_count = 121.00"
            ],
            "i": "metadata/binary/layout::many-readable-strings",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "Get file handle type",
            "e": [
              "GetFileType"
            ],
            "i": "micro-behaviors/fs/file/handle::get-file-type",
            "l": 2
          },
          {
            "d": ".dll extension reference",
            "e": [
              ".dll"
            ],
            "i": "micro-behaviors/fs/path/extension::dll-dup",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "Get module file path (ANSI)",
            "e": [
              "GetModuleFileNameA"
            ],
            "i": "micro-behaviors/os/module/load::get-module-filename-ansi",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has 3+ functions",
            "e": [
              "binary.func_count = 49.00"
            ],
            "i": "metadata/binary/metrics/threshold::few-functions-3",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.42"
            ],
            "i": "metadata/binary/layout::low-overall-entropy",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.699999988079071,
            "d": "Code section dominates file layout",
            "e": [
              "binary.largest_section_ratio = 0.73"
            ],
            "i": "objectives/anti-static/obfuscation/string/anomaly::dominant-text-section",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 1.0,
            "d": "Binary has low average complexity",
            "e": [
              "binary.avg_complexity = 10.35"
            ],
            "i": "metadata/binary/metrics/threshold::avg-complexity-15-max",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Multiple loose MZ byte markers",
            "e": [
              "4D 5A"
            ],
            "i": "metadata/binary/layout::multiple-pe-embedded-loose",
            "l": 3
          },
          {
            "c": 0.8999999761581421,
            "d": "Exit current process",
            "e": [
              "ExitProcess"
            ],
            "i": "micro-behaviors/process/terminate/kill::exit-process",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "File is a compiled binary",
            "e": [
              "21097"
            ],
            "i": "metadata/binary/framework::is-binary",
            "l": 1
          },
          {
            "a": "T1222.001",
            "c": 0.949999988079071,
            "d": "Modify memory page protection",
            "e": [
              "VirtualProtect"
            ],
            "i": "micro-behaviors/mem/protect/modify::virtual-protect",
            "l": 2,
            "m": "C0021"
          },
          {
            "c": 1.0,
            "d": "Binary has 20+ imports",
            "e": [
              "binary.import_count = 48.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-20",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary has low average string entropy",
            "e": [
              "binary.avg_string_entropy = 3.43"
            ],
            "i": "metadata/binary/metrics/threshold::avg-string-entropy-4-max",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "Get system error code",
            "e": [
              "GetLastError"
            ],
            "i": "micro-behaviors/os/exception/error-handling::get-last-error",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary is not position-independent (fixed load address)",
            "e": [
              "binary.is_pie = 0.00"
            ],
            "i": "metadata/hardening/layout::no-pie",
            "l": 2
          },
          {
            "a": "T1620",
            "c": 0.8500000238418579,
            "d": "mscoree.dll text reference",
            "e": [
              "mscoree.dll"
            ],
            "i": "objectives/anti-static/obfuscation/payload/loader::mscoree-dll-text-ref",
            "l": 3,
            "m": "B0032"
          },
          {
            "c": 0.699999988079071,
            "d": "Read startup info via GetStartupInfoA",
            "e": [
              "GetStartupInfoA"
            ],
            "i": "micro-behaviors/os/sysinfo/process::get-startup-info-a",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "VirtualProtect symbol",
            "e": [
              "VirtualProtect"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/class::virtualprotect-sym",
            "l": 1
          },
          {
            "a": "T1082",
            "c": 0.8999999761581421,
            "d": "Query system hardware info (CPU cores)",
            "e": [
              "GetSystemInfo"
            ],
            "i": "micro-behaviors/os/sysinfo/hardware::get-system-info",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "CorExitProcess CLR termination reference",
            "e": [
              "CorExitProcess"
            ],
            "i": "micro-behaviors/process/inject/runtime/clr::corexitprocess-string",
            "l": 3
          },
          {
            "a": "T1082",
            "c": 0.8799999952316284,
            "d": "Query locale information",
            "e": [
              "GetLocaleInfoA"
            ],
            "i": "micro-behaviors/os/sysinfo/platform/locale::get-locale-info",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.8399999737739563,
            "d": "VB6 PE with three sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/string-sparse::three-section-vb6-layout",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.699999988079071,
            "d": "GetModuleFileName API call",
            "e": [
              "GetModuleFileNameA"
            ],
            "i": "micro-behaviors/process/info/current::get-module-filename",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Binary has many sentence-like strings",
            "e": [
              "binary.sentence_string_ratio = 0.33"
            ],
            "i": "metadata/binary/metrics/threshold::rich-sentence-strings-20pct",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Get current process ID",
            "e": [
              "GetCurrentProcessId"
            ],
            "i": "micro-behaviors/process/info/thread::get-current-process-id",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "Get module handle ANSI",
            "e": [
              "GetModuleHandleA"
            ],
            "i": "micro-behaviors/os/module/load::get-module-handle-ansi",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "Get current process handle",
            "e": [
              "GetCurrentProcess"
            ],
            "i": "micro-behaviors/os/module/load::get-current-process",
            "l": 2
          },
          {
            "c": 0.8500000238418579,
            "d": "Runtime library unwind operation",
            "e": [
              "RtlUnwind"
            ],
            "i": "micro-behaviors/os/exception/error-handling::rtl-unwind",
            "l": 2
          },
          {
            "a": "T1055.001",
            "c": 0.949999988079071,
            "d": "References LoadLibraryA dynamic module loading",
            "e": [
              "LoadLibraryA"
            ],
            "i": "micro-behaviors/process/inject/dll::load-library-a-remote-resolution",
            "l": 3,
            "m": "F0003"
          },
          {
            "a": "T1055",
            "c": 0.949999988079071,
            "d": "Huge null run in executable (128+ bytes)",
            "e": [
              "00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00"
            ],
            "i": "objectives/anti-static/obfuscation/binary-structure::huge-null-run-text",
            "l": 1
          },
          {
            "c": 0.6000000238418579,
            "d": "Very few sections (merged/stripped)",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "metadata/binary/metrics/structural::few-sections",
            "l": 3
          },
          {
            "c": 0.699999988079071,
            "d": "QueryPerformanceCounter timing API",
            "e": [
              "QueryPerformanceCounter"
            ],
            "i": "micro-behaviors/time/timing/delay::query-performance-counter",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.800000011920929,
            "d": "Few PE resource entries (no DIALOG/MENU/STRINGTABLE)",
            "e": [
              "pe.resource_count = 0.00"
            ],
            "i": "objectives/evasion/anti-av/heuristic::minimal-pe-resources",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Create private heap (HeapCreate)",
            "e": [
              "HeapCreate"
            ],
            "i": "micro-behaviors/mem/alloc/heap::heap-create",
            "l": 3
          },
          {
            "a": "T1620",
            "c": 0.8999999761581421,
            "d": "VirtualAlloc loader API string",
            "e": [
              "VirtualAlloc"
            ],
            "i": "objectives/command-and-control/dropper/execution/loader::dark-eye-virtualalloc-string",
            "l": 1,
            "m": "B0030"
          },
          {
            "c": 0.8999999761581421,
            "d": "Inline MZ and PE validation",
            "e": [
              "39"
            ],
            "i": "micro-behaviors/fs/file/pe-inspect::inline-pe-signature-check",
            "l": 3
          },
          {
            "a": "T1574.002",
            "c": 0.8999999761581421,
            "d": "Hidden LoadLibraryA string reference",
            "e": [
              "LoadLibraryA"
            ],
            "i": "micro-behaviors/dylib/load/runtime::load-library-a-string-no-import",
            "l": 1
          },
          {
            "c": 0.8500000238418579,
            "d": "Repeated GetTickCount with small-constant comparisons",
            "e": [
              "9c 60 40 00",
              "64 60 40 00"
            ],
            "i": "objectives/anti-static/obfuscation/instruction/junk::gettickcount-junk-branches",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary is not digitally signed",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "metadata/signed/trust-level::unsigned",
            "l": 3
          },
          {
            "a": "T1105",
            "c": 0.800000011920929,
            "d": "Compact PE import table",
            "e": [
              "binary.import_count = 48.00"
            ],
            "i": "objectives/command-and-control/dropper/delivery/download-execute::compact-import-table",
            "l": 1,
            "m": "E1105"
          },
          {
            "c": 0.8999999761581421,
            "d": "Browser process termination API",
            "e": [
              "TerminateProcess"
            ],
            "i": "objectives/collection/stealer/browser::windows-browser-terminate-api",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Resolve exports with GetProcAddress",
            "e": [
              "GetProcAddress"
            ],
            "i": "micro-behaviors/os/module/load::get-proc-address-import",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.8600000143051147,
            "d": "Long mixed-case identifiers cluster",
            "e": [
              "GetSystemTimeAsFileTime",
              "GetUserObjectInformationA",
              "GetCurrentProcessId",
              "UnhandledExceptionFilter",
              "MultiByteToWideChar",
              "GetModuleFileNameA",
              "WideCharToMultiByte",
              "GetProcessWindowStation"
            ],
            "i": "objectives/anti-static/obfuscation/string/junking::long-mixedcase-identifiers",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.800000011920929,
            "d": "Binary lacks resource section entirely",
            "e": [
              "binary.rsrc_to_file_ratio = 0.00"
            ],
            "i": "metadata/binary/resource::no-resources",
            "l": 2
          },
          {
            "a": "T1620",
            "c": 0.8999999761581421,
            "d": "GetProcAddress loader API string",
            "e": [
              "GetProcAddress"
            ],
            "i": "objectives/command-and-control/dropper/execution/loader::dark-eye-getprocaddress-string",
            "l": 1,
            "m": "B0030"
          },
          {
            "a": "T1027",
            "c": 0.8199999928474426,
            "d": "Packed loader largest section ratio above 0.65",
            "e": [
              "binary.largest_section_ratio = 0.73"
            ],
            "i": "objectives/anti-static/obfuscation/payload/section::packed-loader-largest-section-dominates",
            "l": 1,
            "m": "B0032"
          },
          {
            "a": "T1027.007",
            "c": 0.8600000143051147,
            "d": "PE API hashing indicator present",
            "e": [
              "pe.api_hashing_indicators = 1.00"
            ],
            "i": "objectives/anti-static/obfuscation/imports::pe-api-hashing-indicator-single",
            "l": 1,
            "m": "B0032.014"
          },
          {
            "c": 0.800000011920929,
            "d": "Legitimate DLL name associated with module stomping",
            "e": [
              "mscoree.dll"
            ],
            "i": "objectives/evasion/process/injection/toolkit::module-stomping-target",
            "l": 1
          },
          {
            "a": "T1070.006",
            "c": 0.8999999761581421,
            "d": "Export timestamp is absent",
            "e": [
              "pe.export_timestamp_present = 0.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::export-timestamp-absent",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "PE executable is unsigned",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "metadata/signed/trust-level::unsigned-pe-executable",
            "l": 3
          },
          {
            "a": "T1027",
            "c": 0.949999988079071,
            "d": "Regex component marker",
            "e": [
              "binary.largest_section_ratio = 0.73"
            ],
            "i": "objectives/anti-static/obfuscation/payload/section::packed-loader-data-geometry-cond-1--inline-29188",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.949999988079071,
            "d": "links KERNEL32.dll (GetProcAddress, LoadLibraryA, ExitProcess, GetModuleHandleA, GetStartupInfoA, ... +43 more)",
            "e": [
              "KERNEL32.dll"
            ],
            "i": "metadata/dylib::kernel32/dll",
            "l": 2
          },
          {
            "a": "T1497.003",
            "c": 0.8500000238418579,
            "d": "Multiple timing calls (delta measurement)",
            "e": [
              "GetTickCount",
              "QueryPerformanceCounter"
            ],
            "i": "objectives/anti-analysis/timing/evasion::timing-delta-check",
            "l": 1,
            "m": "B0003.003"
          },
          {
            "c": 0.8799999952316284,
            "d": "Enumerate process environment block",
            "e": [
              "FreeEnvironmentStringsW",
              "GetEnvironmentStringsW"
            ],
            "i": "micro-behaviors/os/env/access::environment-block-enumeration",
            "l": 2
          },
          {
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            "e": [
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              "GetModuleHandleA"
            ],
            "i": "micro-behaviors/os/module/load::dynamic-self-resolution-imports",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.8799999952316284,
            "d": "Timing API junk branches in minimal stub",
            "e": [
              "64 60 40 00",
              "9c 60 40 00",
              "GetTickCount"
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            "i": "objectives/anti-static/obfuscation/instruction/junk::timing-junk-code-stub",
            "l": 4
          },
          {
            "c": 0.8999999761581421,
            "d": "Unsigned binary contains DLL name associated with module stomping",
            "e": [
              "mscoree.dll",
              "binary.has_signature = 0.00"
            ],
            "i": "objectives/evasion/process/injection/toolkit::unsigned-module-stomping-target",
            "l": 1
          },
          {
            "a": "T1620",
            "c": 0.9300000071525574,
            "d": "Native PE loads .NET payload via CLR",
            "e": [
              "LoadLibraryA",
              "CorExitProcess",
              "mscoree.dll"
            ],
            "i": "objectives/anti-static/obfuscation/payload/loader::native-pe-loads-dotnet-payload",
            "l": 4,
            "m": "B0032"
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        ],
        "sha": "0b4d31edf54da8cd34f97fab0186efd9bfa39057df6b9f64f4c7a38fbc0aa433",
        "path": "/data/samples/bad/datasets/pe-machine-learning-dataset/21097",
        "type": "pe"
      }
    ],
    "tv": "84923"
  }
}