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            2293,
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            2342,
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            3740,
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            3777,
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            3790,
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            3828,
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          [
            3870,
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            3895,
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            3919,
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            3951,
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          [
            3975,
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            4007,
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          [
            4063,
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            4085,
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            4115,
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          [
            4137,
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          [
            4167,
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            4185,
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          [
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          [
            4229,
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          [
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          [
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          [
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          [
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          [
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            5186,
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          [
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          [
            5314,
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          [
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            "wmi.DLL"
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          [
            5370,
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          [
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            5478,
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        ],
        "sz": 5632,
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          {
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            "e": [
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          {
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          {
            "c": 1.0,
            "d": "ASLR enabled (DYNAMIC_BASE)",
            "e": [
              "true"
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            "i": "metadata/hardening/mitigation::pe-aslr",
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          },
          {
            "c": 0.699999988079071,
            "d": "PE FileDescription metadata field",
            "e": [
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            "i": "metadata/package/versioning::pe-filedescription-field",
            "l": 2
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          {
            "c": 0.699999988079071,
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            "e": [
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            "i": "metadata/binary/symbols/imports::pe-imports-max-six",
            "l": 1
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          {
            "c": 0.8999999761581421,
            "d": "PE standard runtime section",
            "e": [
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            "i": "metadata/binary/section/names::pe-runtime-standard-section",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE resource section",
            "e": [
              ".rsrc"
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            "i": "metadata/binary/section/names::pe-resource-section",
            "l": 1
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          {
            "c": 1.0,
            "d": "File is a compiled binary",
            "e": [
              "190655"
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            "i": "metadata/binary/framework::is-binary",
            "l": 1
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          {
            "c": 0.8500000238418579,
            "d": "PE checksum field not set",
            "e": [
              "pe.has_checksum = 1.00"
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            "i": "metadata/binary/layout::pe-checksum-absent",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
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            "e": [
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              "api-ms-win-eventing-classicprovider-l1-1-0.GetTraceEnableFlags",
              "api-ms-win-eventing-obsolete-l1-1-0.SetTraceCallback",
              "api-ms-win-eventing-obsolete-l1-1-0.RemoveTraceCallback",
              "api-ms-win-eventing-consumer-l1-1-0.CloseTrace",
              "api-ms-win-eventing-controller-l1-1-0.QueryAllTracesW",
              "api-ms-win-eventing-legacy-l1-1-0.EnableTrace",
              "api-ms-win-eventing-controller-l1-1-0.ControlTraceW",
              "api-ms-win-eventing-consumer-l1-1-0.OpenTraceW",
              "api-ms-win-eventing-legacy-l1-1-0.ControlTraceA",
              "api-ms-win-eventing-legacy-l1-1-0.OpenTraceA",
              "api-ms-win-eventing-obsolete-l1-1-0.RegisterTraceGuidsA",
              "api-ms-win-eventing-classicprovider-l1-1-0.RegisterTraceGuidsW",
              "api-ms-win-eventing-legacy-l1-1-0.QueryAllTracesA",
              "api-ms-win-eventing-classicprovider-l1-1-0.GetTraceEnableLevel"
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            "i": "micro-behaviors/os/api-resolution/manual::api-ms-string-reference",
            "l": 1
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          {
            "c": 1.0,
            "d": "Binary has low average complexity",
            "e": [
              "binary.avg_complexity = 0.00"
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            "i": "metadata/binary/metrics/threshold::avg-complexity-15-max",
            "l": 2
          },
          {
            "a": "T1070.006",
            "c": 0.699999988079071,
            "d": "Debug timestamps internally consistent",
            "e": [
              "pe.debug_timestamp_consistent = 1.00"
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            "i": "objectives/evasion/indicator-removal/timestamps::debug-timestamps-consistent",
            "l": 1
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          {
            "c": 0.800000011920929,
            "d": "Very low code entropy, minimal code",
            "e": [
              "binary.code_entropy = 0.00"
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            "i": "metadata/binary/resource::low-code-entropy",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "High ratio of forwarded exports (\u003e80%)",
            "e": [
              "pe.forward_ratio = 1.00"
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            "i": "metadata/binary/symbols/exports::high-forwarder-ratio",
            "l": 3
          },
          {
            "c": 1.0,
            "d": "Tiny PE by file size",
            "e": [
              "pe.machine = 34404.00"
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            "i": "metadata/binary/metrics/size::tiny-pe",
            "l": 3
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          {
            "c": 1.0,
            "d": "Binary has 4 or fewer sections",
            "e": [
              "binary.section_count = 2.00"
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            "i": "objectives/command-and-control/infrastructure/config::max-sections-4",
            "l": 1
          },
          {
            "a": "T1036.005",
            "c": 0.8999999761581421,
            "d": "Microsoft Corporation company in version info",
            "e": [
              "Microsoft Corporation"
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            "i": "objectives/evasion/masquerade/version-resource/microsoft-utility::dw20-microsoft-company",
            "l": 1,
            "m": "F0004"
          },
          {
            "c": 1.0,
            "d": "High-entropy ASLR (64-bit)",
            "e": [
              "true"
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            "i": "metadata/hardening/mitigation::pe-high-entropy-va",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "Tiny PE stub footprint",
            "e": [
              "190655"
            ],
            "i": "well-known/malware/trojan/shellobject/revengerat::tiny-pe-footprint",
            "l": 1
          },
          {
            "a": "T1055.012",
            "c": 1.0,
            "d": "Lacks substantial data section",
            "e": [
              "binary.data_to_file_ratio = 0.00"
            ],
            "i": "objectives/evasion/process/injection/hollowing::lacks-substantial-data",
            "l": 1,
            "m": "E1055.012"
          },
          {
            "a": "T1027.007",
            "c": 1.0,
            "d": "WININET.DLL absent from PE import table",
            "e": [
              "pe.import_dll_count = 0.00"
            ],
            "i": "objectives/anti-static/obfuscation/imports::wininet-import-absent",
            "l": 2,
            "m": "B0032"
          },
          {
            "c": 1.0,
            "d": "Control Flow Guard enabled",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-cfg",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "PE has few sections",
            "e": [
              "binary.section_count = 2.00"
            ],
            "i": "metadata/binary/layout::legacy-few-sections",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has 9+ exports",
            "e": [
              "binary.export_count = 45.00"
            ],
            "i": "metadata/binary/metrics/threshold::many-exports-9",
            "l": 1
          },
          {
            "c": 0.800000011920929,
            "d": "Regex component marker",
            "e": [
              "StringFileInfo"
            ],
            "i": "micro-behaviors/communications/http/client/managed::webclient--rx-7",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE imports from one DLL",
            "e": [
              "pe.import_dll_count = 0.00"
            ],
            "i": "metadata/binary/symbols/imports::pe-single-import-dll",
            "l": 1
          },
          {
            "c": 0.8799999952316284,
            "d": "Sparse function count stub",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "well-known/malware/trojan/shellobject/revengerat::sparse-function-stub",
            "l": 1
          },
          {
            "a": "T1620",
            "c": 0.8999999761581421,
            "d": "Regex component marker",
            "e": [
              "binary.export_count = 45.00"
            ],
            "i": "objectives/command-and-control/backdoor/loader/native-reflect::runtime-loader-with-encoded-data-cond-4--inline-14359",
            "l": 1,
            "m": "B0032"
          },
          {
            "a": "T1036.005",
            "c": 0.949999988079071,
            "d": "Microsoft company version identity",
            "e": [
              "Microsoft Corporation"
            ],
            "i": "objectives/evasion/masquerade/version-resource/contradiction::microsoft-company-versioninfo-kv",
            "l": 1
          },
          {
            "c": 0.800000011920929,
            "d": "Small PE resource section",
            "e": [
              "pe.rsrc_size = 1024.00"
            ],
            "i": "metadata/package/versioning::pe-small-rsrc",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.17"
            ],
            "i": "metadata/binary/layout::low-overall-entropy",
            "l": 2
          },
          {
            "a": "T1070.006",
            "c": 0.699999988079071,
            "d": "PE header compile timestamp predates 2025",
            "e": [
              "pe.timestamp = 1446173016.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::header-timestamp-pre-2025",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.699999988079071,
            "d": "Zero recovered functions",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/encrypted::zero-function-count",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.8500000238418579,
            "d": "Direct NT API access",
            "e": [
              "ntdll.EtwLogTraceEvent",
              "ntdll.EtwTraceEventInstance",
              "ntdll.EtwCreateTraceInstanceId"
            ],
            "i": "micro-behaviors/os/syscall/invoke::ntdll-import",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "DEP / NX enabled (NX_COMPAT)",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-dep",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.9900000095367432,
            "d": "PE version resource text",
            "e": [
              "VS_VERSION_INFO"
            ],
            "i": "objectives/anti-static/obfuscation/payload/section::anydesk-version-info",
            "l": 1,
            "m": "B0032"
          },
          {
            "a": "T1204.002",
            "c": 0.7599999904632568,
            "d": "Short PDB marker",
            "e": [
              "wmi.pdb"
            ],
            "i": "objectives/command-and-control/dropper/execution/clickfix::short-pdb-marker",
            "l": 1,
            "m": "B0024"
          },
          {
            "c": 0.8999999761581421,
            "d": "Microsoft vendor marker in resource section",
            "e": [
              "Microsoft Corporation"
            ],
            "i": "metadata/binary/vendor::microsoft-corp-marker-rsrc",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE InternalName metadata field",
            "e": [
              "InternalName"
            ],
            "i": "metadata/package/versioning::pe-internalname-field",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Binary has many exports (\u003e10)",
            "e": [
              "binary.export_count = 45.00"
            ],
            "i": "metadata/binary/metrics/structural::many-exports",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "PE ProductName metadata field",
            "e": [
              "ProductName"
            ],
            "i": "metadata/package/versioning::pe-productname-field",
            "l": 2
          },
          {
            "a": "T1027.003",
            "c": 0.9900000095367432,
            "d": "PE checksum mismatch",
            "e": [
              "pe.checksum_valid = 1.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/container::pe-checksum-mismatch-png",
            "l": 1,
            "m": "F0001.006"
          },
          {
            "a": "T1036.005",
            "c": 0.9700000286102295,
            "d": "Windows operating system product string",
            "e": [
              "Microsoft® Windows® Operating System"
            ],
            "i": "objectives/evasion/masquerade/version-resource/claim::getmac-product-string",
            "l": 1
          },
          {
            "d": ".dll extension reference",
            "e": [
              ".dll"
            ],
            "i": "micro-behaviors/fs/path/extension::dll-dup",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "PE mapped image under 768 KiB",
            "e": [
              "pe.size_of_image = 12288.00"
            ],
            "i": "metadata/binary/layout::image-under-768kb",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Import count is exactly zero",
            "e": [
              "binary.import_count = 0.00"
            ],
            "i": "objectives/evasion/masquerade/identity/vendor::zero-import-count",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "PGO-trained release build (POGO)",
            "e": [
              "pe.has_pogo = 1.00"
            ],
            "i": "metadata/build/reproducible::pe-pgo-trained",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "PE CompanyName metadata field",
            "e": [
              "CompanyName"
            ],
            "i": "metadata/package/versioning::pe-companyname-field",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "Binary has low average string entropy",
            "e": [
              "binary.avg_string_entropy = 3.63"
            ],
            "i": "metadata/binary/metrics/threshold::avg-string-entropy-4-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": 0.8799999952316284,
            "d": "Small string table footprint",
            "e": [
              "binary.string_count = 117.00"
            ],
            "i": "well-known/malware/trojan/shellobject/revengerat::tiny-string-table",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Binary has low overall entropy",
            "e": [
              "binary.overall_entropy = 4.17"
            ],
            "i": "metadata/binary/metrics/threshold::low-overall-entropy-binary",
            "l": 1
          },
          {
            "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
          },
          {
            "c": 0.699999988079071,
            "d": "PE OriginalFilename metadata field",
            "e": [
              "OriginalFilename"
            ],
            "i": "metadata/package/versioning::pe-originalfilename-field",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "PE first resource is RT_VERSION",
            "e": [
              "RT_VERSION"
            ],
            "i": "metadata/binary/resource::pe-resource-version-first",
            "l": 2
          },
          {
            "c": 0.8199999928474426,
            "d": "PE has DLL characteristics",
            "e": [
              "pe.characteristics = 8226.00"
            ],
            "i": "metadata/binary/metrics/pe-details::pe-dll-characteristics",
            "l": 1
          },
          {
            "c": 0.949999988079071,
            "d": "PE version info numeric fields present",
            "e": [
              "10.0.10586.0 (th2_release.151029-1700)"
            ],
            "i": "metadata/binary/anomaly/format::version-info-file-version-present",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has many readable strings",
            "e": [
              "binary.string_count = 117.00"
            ],
            "i": "metadata/binary/layout::many-readable-strings",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.800000011920929,
            "d": "Few PE resource entries (no DIALOG/MENU/STRINGTABLE)",
            "e": [
              "pe.resource_count = 1.00"
            ],
            "i": "objectives/evasion/anti-av/heuristic::minimal-pe-resources",
            "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": "T1070.006",
            "c": 0.8999999761581421,
            "d": "Export directory timestamp set to 0xFFFFFFFF (tampered)",
            "e": [
              "pe.export_timestamp = 1446170181.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::export-timestamp-maxval",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "Claims Microsoft Corp in version resource",
            "e": [
              "Microsoft Corporation",
              "Microsoft Corporation."
            ],
            "i": "metadata/binary/vendor::microsoft-corp-versioninfo",
            "l": 1
          },
          {
            "c": 0.9900000095367432,
            "d": "Pure proxy DLL (100% forwarded exports)",
            "e": [
              "pe.forward_ratio = 1.00"
            ],
            "i": "metadata/binary/symbols/exports::pure-proxy-dll",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "No imported symbols",
            "e": [
              "binary.import_density = 0.00"
            ],
            "i": "metadata/binary/metrics/structural::no-imports",
            "l": 3
          },
          {
            "a": "T1105",
            "c": 0.800000011920929,
            "d": "Compact PE import table",
            "e": [
              "binary.import_count = 0.00"
            ],
            "i": "objectives/command-and-control/dropper/delivery/download-execute::compact-import-table",
            "l": 1,
            "m": "E1105"
          },
          {
            "a": "T1612",
            "c": 0.8500000238418579,
            "d": "PE has few icon resources",
            "e": [
              "pe.icon_count = 0.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/resource::icon-count-under-six",
            "l": 1,
            "m": "B0023"
          },
          {
            "a": "T1055",
            "c": 0.9200000166893005,
            "d": "Regex component marker",
            "e": [
              "binary.import_count = 0.00"
            ],
            "i": "objectives/evasion/process/injection/vb6::vb6-process-injection-pattern-cond-1--inline-17571",
            "l": 1,
            "m": "C0041"
          },
          {
            "c": 0.6000000238418579,
            "d": "Very few sections (merged/stripped)",
            "e": [
              "binary.section_count = 2.00"
            ],
            "i": "metadata/binary/metrics/structural::few-sections",
            "l": 3
          },
          {
            "a": "T1027",
            "c": 0.8500000238418579,
            "d": "Regex component marker",
            "e": [
              "binary.export_count = 45.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/section::versioned-export-heavy-library-cond-1--inline-29160",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.800000011920929,
            "d": "PE executable is unsigned",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "metadata/signed/trust-level::unsigned-pe-executable",
            "l": 3
          },
          {
            "c": 1.0,
            "d": "Modern PE hardening (ASLR + DEP + CFG)",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-modern-hardening",
            "l": 2
          },
          {
            "c": 0.8600000143051147,
            "d": "Low-code PE with no imports",
            "e": [
              "binary.code_entropy = 0.00",
              "binary.import_density = 0.00"
            ],
            "i": "metadata/binary/resource::low-code-no-import-resource-stub",
            "l": 1
          },
          {
            "a": "T1497.003",
            "c": 0.7799999713897705,
            "d": "Microsoft export-heavy waitable timer context",
            "e": [
              "Microsoft Corporation",
              "binary.export_count = 45.00"
            ],
            "i": "objectives/anti-analysis/timing/evasion::waitable-timer-export-heavy-microsoft",
            "l": 1,
            "m": "B0003.003"
          },
          {
            "c": 0.8999999761581421,
            "d": "PE file consisting primarily of resources (e.g., .mui, UI localization)",
            "e": [
              "binary.code_entropy = 0.00",
              "binary.func_count = 0.00",
              "binary.import_density = 0.00"
            ],
            "i": "metadata/binary/resource::resource-only-dll",
            "l": 2
          }
        ],
        "sha": "237ef5ffc12100365442d06e61cfa8855a7a23e71546c2365688af0b900b058b",
        "path": "/data/samples/good/datasets/pe-machine-learning-dataset/190655",
        "type": "pe"
      }
    ],
    "tv": "6f60c"
  }
}