{
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      {
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    "analyzed_at": "2026-05-12T07:30:19Z"
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          "pe.section_characteristics[0].virtual_address": 12288,
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          "StrCSpnA",
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          "HDC_UserSize",
          "GetErrorInfo",
          "DeleteDC",
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          "RestoreDC",
          "GetLayout",
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          "GlobalAlloc",
          "GlobalFree",
          "LoadLibraryA",
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          "GetDateFormatA",
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            "file_alignment": 512.0,
            "characteristics": 259.0,
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            "timestamp_anomaly": true,
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            "avg_string_length": 11.38,
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            "code_to_data_ratio": 6.0,
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          [
            17900,
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          [
            17915,
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          [
            17947,
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          [
            17960,
            "GDI32.dll"
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          [
            17972,
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          [
            17983,
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          [
            18010,
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          [
            18022,
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          [
            18032,
            "KERNEL32.dll"
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          [
            18047,
            "CreateThread"
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          [
            18062,
            "ExitProcess"
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          [
            18076,
            "GetProcAddress"
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          [
            18093,
            "GlobalAlloc"
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          [
            18107,
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          [
            18120,
            "LoadLibraryA"
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          [
            18135,
            "VirtualProtect"
          ],
          [
            18152,
            "WaitForSingleObject"
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          [
            18196,
            "Sleep"
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          [
            18204,
            "GetDateFormatA"
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          [
            18221,
            "RaiseException"
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          [
            18238,
            "GetLastError"
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        ],
        "sz": 29696,
        "ts": [
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            "e": [
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            "i": "micro-behaviors/process/threading/create::create-thread-text",
            "l": 2
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          {
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          {
            "a": "T1553.002",
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            "d": "PE lacks VS_VERSION_INFO resource",
            "e": [
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            "i": "objectives/evasion/masquerade/cert::pe-no-version-info-resource",
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            "d": "Exit current process",
            "e": [
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            "i": "micro-behaviors/process/terminate/kill::exit-process",
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          {
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            "i": "micro-behaviors/time/timing/delay::sleep-dup",
            "l": 2
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          {
            "c": 1.0,
            "d": "Binary has 4 or fewer sections",
            "e": [
              "binary.section_count = 3.00"
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            "i": "objectives/command-and-control/infrastructure/config::max-sections-4",
            "l": 1
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          {
            "c": 0.699999988079071,
            "d": "PE has few sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "metadata/binary/layout::legacy-few-sections",
            "l": 2
          },
          {
            "a": "T1027.007",
            "c": 1.0,
            "d": "WININET.DLL absent from PE import table",
            "e": [
              "pe.import_dll_count = 5.00"
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            "i": "objectives/anti-static/obfuscation/imports::wininet-import-absent",
            "l": 2,
            "m": "B0032"
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          {
            "c": 0.800000011920929,
            "d": "CompanyName field absent from PE version info",
            "e": [
              "field 'pe.version_info.company_name' does not exist"
            ],
            "i": "metadata/binary/anomaly/format::version-info-company-name-absent",
            "l": 1
          },
          {
            "d": "Few detected functions (stub-like or analysis-limited)",
            "e": [
              "binary.func_count = 2.00"
            ],
            "i": "metadata/binary/metrics/structural::no-functions",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "PE Rich header present (MSVC toolchain)",
            "e": [
              "pe.has_rich_header = 1.00"
            ],
            "i": "metadata/binary/resource::rich-header-present",
            "l": 2
          },
          {
            "a": "T1106",
            "c": 0.8999999761581421,
            "d": "FFI GetProcAddress API name",
            "e": [
              "GetProcAddress"
            ],
            "i": "objectives/command-and-control/dropper/execution/loader::ffi-getprocaddress-api",
            "l": 1
          },
          {
            "c": 0.8500000238418579,
            "d": "PE checksum field not set",
            "e": [
              "pe.has_checksum = 0.00"
            ],
            "i": "metadata/binary/layout::pe-checksum-absent",
            "l": 1
          },
          {
            "c": 0.8500000238418579,
            "d": "Raise structured exception",
            "e": [
              "RaiseException"
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            "i": "micro-behaviors/os/exception/raise::raise-exception",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has 20+ imports",
            "e": [
              "binary.import_count = 33.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-20",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Reference to GDI32.dll",
            "e": [
              "GDI32.dll"
            ],
            "i": "micro-behaviors/os/module/load::gdi32-dll-reference",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "PE mapped image under 768 KiB",
            "e": [
              "pe.size_of_image = 40960.00"
            ],
            "i": "metadata/binary/layout::image-under-768kb",
            "l": 1
          },
          {
            "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": 1.0,
            "d": "LoadLibrary symbol",
            "e": [
              "LoadLibraryA"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/class::loadlibrary-sym",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE standard runtime section",
            "e": [
              ".rdata"
            ],
            "i": "metadata/binary/section/names::pe-runtime-standard-section",
            "l": 1
          },
          {
            "c": 0.75,
            "d": "Binary exports no symbols",
            "e": [
              "binary.export_count = 0.00"
            ],
            "i": "metadata/binary/symbols/exports::no-exports",
            "l": 1
          },
          {
            "c": 0.8199999928474426,
            "d": "Elevated text section entropy",
            "e": [
              ".text (entropy: 6.68)"
            ],
            "i": "metadata/binary/section/metrics::elevated-text-entropy-section",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "Get system error code",
            "e": [
              "GetLastError"
            ],
            "i": "micro-behaviors/os/exception/error-handling::get-last-error",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "Binary has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.06"
            ],
            "i": "metadata/binary/metrics/threshold::low-overall-entropy-binary",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary has low average complexity",
            "e": [
              "binary.avg_complexity = 1.00"
            ],
            "i": "metadata/binary/metrics/threshold::avg-complexity-15-max",
            "l": 2
          },
          {
            "a": "T1036.005",
            "c": 0.9700000286102295,
            "d": "PE has no Authenticode signature",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "objectives/evasion/masquerade/version-resource/microsoft-utility::dw20-host-unsigned",
            "l": 1,
            "m": "F0004"
          },
          {
            "c": 0.800000011920929,
            "d": "Small PE resource section",
            "e": [
              "pe.rsrc_size = 0.00"
            ],
            "i": "metadata/package/versioning::pe-small-rsrc",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "VirtualProtect symbol",
            "e": [
              "VirtualProtect"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/class::virtualprotect-sym",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "PE built after 2020-01-01",
            "e": [
              "pe.timestamp = 2019954075.00"
            ],
            "i": "metadata/hardening/mitigation::post-2020-pe",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary has 30+ imports",
            "e": [
              "binary.import_count = 33.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-30",
            "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": 0.8999999761581421,
            "d": "Wait for process/object",
            "e": [
              "WaitForSingleObject"
            ],
            "i": "micro-behaviors/process/create/spawn::wait-for-single-object",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "File is a compiled binary",
            "e": [
              "75285"
            ],
            "i": "metadata/binary/framework::is-binary",
            "l": 1
          },
          {
            "c": 0.6000000238418579,
            "d": "SOCKS5 UDP ASSOCIATE request opcode",
            "e": [
              "05 03 00"
            ],
            "i": "micro-behaviors/communications/proxy/socks::socks5-udp-associate-byte",
            "l": 1
          },
          {
            "a": "T1129",
            "c": 0.949999988079071,
            "d": "Create thread in current process",
            "e": [
              "CreateThread"
            ],
            "i": "micro-behaviors/process/thread/create::create-thread",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has low average string entropy",
            "e": [
              "binary.avg_string_entropy = 2.94"
            ],
            "i": "metadata/binary/metrics/threshold::avg-string-entropy-4-max",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "PE standard code/data section",
            "e": [
              ".text",
              ".data"
            ],
            "i": "metadata/binary/section/names::pe-code-data-standard-section",
            "l": 1
          },
          {
            "a": "T1027.007",
            "c": 0.699999988079071,
            "d": "PE header access via e_lfanew offset",
            "e": [
              "4b",
              "49"
            ],
            "i": "objectives/anti-static/obfuscation/imports::pe-header-walk",
            "l": 1,
            "m": "B0032.014"
          },
          {
            "c": 1.0,
            "d": "Binary has 25+ imports",
            "e": [
              "binary.import_count = 33.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-imports-25",
            "l": 1
          },
          {
            "c": 0.7799999713897705,
            "d": "Uninitialize COM subsystem",
            "e": [
              "CoUninitialize"
            ],
            "i": "micro-behaviors/os/com/invoke::co-uninitialize",
            "l": 2
          },
          {
            "a": "T1055.012",
            "c": 1.0,
            "d": "Lacks substantial resources",
            "e": [
              "binary.rsrc_to_file_ratio = 0.00"
            ],
            "i": "objectives/evasion/process/injection/hollowing::lacks-substantial-resources",
            "l": 1,
            "m": "E1055.012"
          },
          {
            "c": 0.800000011920929,
            "d": "Tiny writable data section",
            "e": [
              ".data (size: 8192)"
            ],
            "i": "metadata/binary/section/metrics::tiny-data-section",
            "l": 1
          },
          {
            "c": 0.8799999952316284,
            "d": "LoadLibraryA then VirtualProtect strings",
            "e": [
              "LoadLibraryAVirtualProtect"
            ],
            "i": "micro-behaviors/mem/protect/modify::loadlibrarya-virtualprotect-pair",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.06"
            ],
            "i": "metadata/binary/layout::low-overall-entropy",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Suspicious combination of imported APIs",
            "e": [
              "pe.api_hashing_indicator_count = 1.00"
            ],
            "i": "metadata/binary/metrics/anomaly::suspicious-import-combo-marker",
            "l": 1
          },
          {
            "c": 0.75,
            "d": "Uninitialize OLE/COM subsystem",
            "e": [
              "OleUninitialize"
            ],
            "i": "micro-behaviors/os/com/invoke::ole-uninitialize",
            "l": 2
          },
          {
            "d": ".dll extension reference",
            "e": [
              ".dll"
            ],
            "i": "micro-behaviors/fs/path/extension::dll-dup",
            "l": 2
          },
          {
            "a": "T1070.006",
            "c": 0.699999988079071,
            "d": "PE timestamp anomaly detected",
            "e": [
              "pe.timestamp_anomaly = 1.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::timestamp-anomaly",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "Resolve exports with GetProcAddress",
            "e": [
              "GetProcAddress"
            ],
            "i": "micro-behaviors/os/module/load::get-proc-address-import",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary is not digitally signed",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "metadata/signed/trust-level::unsigned",
            "l": 3
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          {
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            "a": "T1574.002",
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          {
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            "l": 2
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          {
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            "e": [
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            "i": "objectives/anti-static/obfuscation/imports::pe-api-hashing-indicator-single",
            "l": 1,
            "m": "B0032.014"
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            "a": "T1055",
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            "i": "objectives/evasion/process/injection/vb6::vb6-process-injection-pattern-cond-1--inline-17571",
            "l": 1,
            "m": "C0041"
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            "d": "PE executable is unsigned",
            "e": [
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            "i": "metadata/signed/trust-level::unsigned-pe-executable",
            "l": 3
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            "d": "links SHLWAPI.dll (ColorHLSToRGB, SHGetValueA, ColorRGBToHLS, StrCSpnA, StrCmpCA)",
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            "i": "metadata/dylib::shlwapi/dll",
            "l": 2
          },
          {
            "c": 0.949999988079071,
            "d": "links comdlg32.dll (dwOKSubclass, ChooseFontA, ChooseColorW, ChooseFontW, ReplaceTextA)",
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              "comdlg32.dll"
            ],
            "i": "metadata/dylib::comdlg32/dll",
            "l": 2
          },
          {
            "c": 0.949999988079071,
            "d": "links KERNEL32.dll (CreateThread, ExitProcess, GetProcAddress, GlobalAlloc, GlobalFree, ... +8 more)",
            "e": [
              "KERNEL32.dll"
            ],
            "i": "metadata/dylib::kernel32/dll",
            "l": 2
          },
          {
            "c": 0.949999988079071,
            "d": "links GDI32.dll (DeleteDC, SetGraphicsMode, SaveDC, RestoreDC, GetLayout)",
            "e": [
              "GDI32.dll"
            ],
            "i": "metadata/dylib::gdi32/dll",
            "l": 2
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          {
            "c": 0.949999988079071,
            "d": "links ole32.dll (OleUninitialize, GetClassFile, CoUninitialize, HDC_UserSize, GetErrorInfo)",
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              "ole32.dll"
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            "i": "metadata/dylib::ole32/dll",
            "l": 2
          }
        ],
        "sha": "2268f06d258d759fe4946e2d3f6856cad7973cede824c8fdf0f2aa1590e1975d",
        "path": "/data/samples/bad/datasets/pe-machine-learning-dataset/75285",
        "type": "pe"
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    ],
    "tv": "46790"
  }
}