Chady Abou Jaoude

36 papers B 11C 3Journal 10Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
Mach. Vis. Appl.
Zahi Al Chami, Chady Abou Jaoude, Richard Chbeir
2025 conf
MENACOMM
Jihad Al Akl, Chady Abou Jaoude, Zahi Al Chami, Christophe Guyeux, David Laiymani, Christophe Sola
2025 B conf
WiMob
Fouad Al Tfaily, Chady Abou Jaoude, Hassan Harb, Hussein Hazimeh, Hassan Kanj
2024 J jnl
Internet Things
Hassan Harb, Clara Abou Nader, Ali Jaber, Mourad Hakem, Jean-Claude Charr, Chady Abou Jaoude, Chamseddine Zaki
2022 J jnl
Wirel. Pers. Commun.
Hassan Harb, Chady Abou Jaoude, David Laiymani, Abdallah Makhoul, Chamseddine Zaki, Layla Tannoury
2022 J jnl
Multim. Tools Appl.
Zahi Al Chami, Chady Abou Jaoude, Richard Chbeir, Mahmoud Barhamgi, Mansour Naser Alraja
2022 J jnl
J. King Saud Univ. Comput. Inf. Sci.
Kamila Koteish, Hassan Harb, Mohammad Dbouk, Chamseddine Zaki, Chady Abou Jaoude
2022 conf
WorldCIST (1)
Roxane Elias Mallouhy, Christophe Guyeux, Chady Abou Jaoude, Abdallah Makhoul
2022 conf
AINA (1)
Roxane Elias Mallouhy, Christophe Guyeux, Chady Abou Jaoude, Abdallah Makhoul
2022 J jnl
EURASIP J. Wirel. Commun. Netw.
Hussein Baalbaki, Hassan Harb, Ameer Sardar Kwekha Rashid, Ali Jaber, Chady Abou Jaoude, Chamseddine Zaki, Kifah Tout
2022 C conf
CoDIT
Roxane Elias Mallouhy, Christophe Guyeux, Chady Abou Jaoude, Abdallah Makhoul
2022 B conf
IWCMC
Roxane Elias Mallouhy, Christophe Guyeux, Chady Abou Jaoude, Abdallah Makhoul
2021 conf
AINA (1)
Roxane Elias Mallouhy, Christophe Guyeux, Chady Abou Jaoude, Abdallah Makhoul
2020 J jnl
Trans. Large Scale Data Knowl. Centered Syst.
Zahi Al Chami, Chady Abou Jaoude, Bechara al Bouna, Richard Chbeir
2020 conf
Cloudtech
Rayane El Sibai, Jacques Bou Abdo, Chady Abou Jaoude, Jacques Demerjian, Yousra Chabchoub, Raja Chiky
2020 J jnl
Peer-to-Peer Netw. Appl.
Hassan Harb, Chady Abou Jaoude, Abdallah Makhoul
2020 B conf
WiMob
Ali Kadhum Idrees, Chady Abou Jaoude, Ali Kadhum M. Al-Qurabat
2020 B conf
IWCMC
Ali Kadhum M. Al-Qurabat, Ali Kadhum Idrees, Chady Abou Jaoude
2020 J jnl
Internet Technol. Lett.
Rayane El Sibai, Jacques Bou Abdo, Chady Abou Jaoude, Jacques Demerjian, Joseph Assaker, Abdallah Makhoul
2019 B conf
IWCMC
Mohamad Mortada, Abdallah Makhoul, Chady Abou Jaoude, Hassan Harb, David Laiymani
2019 B conf
WiMob
Ghina Saad, Hassan Harb, Chady Abou Jaoude, Ali Jaber
2019 C conf
MEDES
Zahi Al Chami, Bechara al Bouna, Chady Abou Jaoude, Richard Chbeir
2019 B conf
IWCMC
Ahmad Karaki, Abbass Nasser, Chady Abou Jaoude, Hassan Harb
2019 C conf
AICCSA
Ghina Saad, Hassan Harb, Chady Abou Jaoude, Ali Jaber
2019 B conf
IWCMC
Ali Kadhum Idrees, Ali Kadhum M. Al-Qurabat, Chady Abou Jaoude, Wathiq Laftah Al-Yaseen
2019 conf
ICT-DM
Roxane Mallouhy, Chady Abou Jaoude, Christophe Guyeux, Abdallah Makhoul
2019 conf
KSEM (1)
Wissam Al Jurdi, Chady Abou Jaoude, Miriam El Khoury Badran, Jacques Bou Abdo, Jacques Demerjian, Abdallah Makhoul
2019 conf
MENACOMM
Rayane El Sibai, Yousra Chabchoub, Chady Abou Jaoude, Jacques Demerjian, Maurras Togbe
2019 B conf
IWCMC
Ali Kadhum M. Al-Qurabat, Chady Abou Jaoude, Ali Kadhum Idrees
2018 J jnl
IEEE Access
Hassan Harb, Abdallah Makhoul, Chady Abou Jaoude
2018 conf
MENACOMM
Hassan Harb, Chady Abou Jaoude
2018 B conf
IWCMC
Hassan Harb, Abdallah Makhoul, Chady Abou Jaoude
2018 conf
MENACOMM
Elie Khoury, Maguy Medlej, Chady Abou Jaoude, Christophe Guyeux
2018 conf
MENACOMM
Rami Yared, Chady Abou Jaoude, Jacques Demerjian
2017 conf
ICCA
Rayane El Sibai, Chady Abou Jaoude, Jacques Demerjian
2017 B conf
WiMob
Ali Jaber, Mohamad Abou Taam, Abdallah Makhoul, Chady Abou Jaoude, Oussama Zahwe, Hassan Harb
redb/extractors/pe_extractors/pe_features.py
← Index redb/extractors/pe_extractors/pe_features.py python
import base64
import inspect
import json
from pprint import pprint
import re

import pefile

from redb.ext.rich_header import get_rich_idVersion
from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor
from redb.models.dataclasses import PE
from datetime import datetime, timezone
from typing import Any


class PEFeaturesExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.pe_features = None
        self.elastic_index = self.index_prefix + "-pe_features"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _extract_type(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        if self.pe.is_dll():
            return "DLL"
        elif self.pe.is_driver():
            return "DRIVER"
        elif self.pe.is_exe():
            return "EXE"

    def _extract_architecture(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        mt = {"0x14c": "x86", "0x0200": "Itanium", "0x8664": "x64"}
        machine_value = self.pe.FILE_HEADER.Machine
        if isinstance(machine_value, int):
            return mt.get(str(hex(machine_value)), "")
        return str(machine_value) + " => Not x86/64 or Itanium"

    def _extract_rich_header(self):
        """Extract the Rich header from the PE file

        to decode it back from base64, use:
        rh_tmp = json.loads(rh_b64_string)
        rh_decoded = {}
        for k in rh_tmp:
            if isinstance(rh_tmp[k], str):
                rh_decoded[k] = base64.b64decode(rh_tmp[k])
            else:
                rh_decoded[k] = rh_tmp[k]
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        rh = self.pe.parse_rich_header()
        rich_header_b64 = {}
        rich_header_infos = []
        if rh:
            for key in rh:
                if isinstance(rh[key], bytes):
                    rich_header_b64[key] = base64.b64encode(rh[key]).decode("utf-8")
                else:
                    rich_header_b64[key] = rh[key]
            rich_header_infos = self._get_rich_header_infos(rh)
        return json.dumps(rich_header_b64) if rich_header_b64 else None, "\n".join(
            item for item in rich_header_infos
        ) if rich_header_infos else None

    def _get_rich_header_infos(self, rh):
        """Parse Rich header information from the PE Rich Header dump"""
        self.log.debug(inspect.currentframe().f_code.co_name)

        rich_header_infos = []
        try:
            # Get list of @Comp.IDs and counts from Rich header
            # Elements in rich_fields at even indices are @Comp.IDs
            # Elements in rich_fields at odd indices are counts
            # example:                  'values': [8681481,
            #                             1,
            #                             9795593,
            #                             1]
            rich_fields = rh.get("values", [])
            if len(rich_fields) % 2 != 0:
                self.log.info(f"rich header extraction stopped for {self.hash.sha256}")
                return None

            comp_id = None
            for i in rich_fields:
                if rich_fields.index(i) % 2 == 0:
                    # even -> save value
                    comp_id = get_rich_idVersion(i)
                else:
                    # odd -> add to list
                    if comp_id:
                        rich_header_infos.append(f"{comp_id} count={i}")
                        comp_id = None
        except Exception as e:
            self.log.error(
                f"Extract rich header error {self.hash.sha256} Exception: {e}"
            )
        return rich_header_infos

    def _extract_version_info(self):
        """Extract the VS_VERSIONINFO field in a PE file

        Returns:
        vsinfo: a list of "key:value" strings from VS_INFORMATION content.
               None if no VS_INFORMATION content is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        version_info = []
        try:
            if hasattr(self.pe, "VS_VERSIONINFO") and hasattr(self.pe, "FileInfo"):
                for finfo in self.pe.FileInfo:
                    for entry in finfo:
                        if hasattr(entry, "StringTable"):
                            for st_entry in entry.StringTable:
                                for key, str_entry in list(st_entry.entries.items()):
                                    version_info.append(f"{key.decode()}:{str_entry.decode()}")
        except Exception as e:
            self.log.error(
                f"Extract VersionInfo error {self.hash.sha256}  Exception: {e}"
            )
        return version_info if version_info else None

    def _extract_exports(self):
        """
        Returns:
        export_library_name: a str representing the name of the export library.
                            An empty string if no export library is present.
        exp_symbols_list: a list of function names exported as per DIRECTORY_ENTRY_EXPORT.symbols
                            An empty list if no export library is present.
        export_timestamp: a timestamp representing the time of the export.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        export_symbols_list = []
        export_library_name = ""
        export_library_name_raw = ""
        export_timestamp = None
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_EXPORT"):
                export_timestamp = self.pe.DIRECTORY_ENTRY_EXPORT.struct.TimeDateStamp
                export_directory = self.pe.DIRECTORY_ENTRY_EXPORT
                export_library_name_rva = export_directory.struct.Name
                try:
                    export_library_name = self.remove_non_utf8(
                        self.pe.get_string_at_rva(export_library_name_rva)
                    ).decode()
                    export_library_name_raw = self.pe.get_string_at_rva(
                        export_library_name_rva
                    ).__str__()
                except Exception as e:
                    self.log.error(
                        f"Error while getting export library name {self.pe.get_string_at_rva(export_library_name_rva)} for file: {self.hash.sha256} {e}"
                    )
                    export_library_name = "REDB_ERROR"
                if hasattr(self.pe.DIRECTORY_ENTRY_EXPORT, "symbols"):
                    for exp in self.pe.DIRECTORY_ENTRY_EXPORT.symbols:
                        export_symbols_list.append(
                            exp.name.decode() if exp.name else None
                        )
        except Exception as e:
            self.log.error(f"Extract exports error {self.hash.sha256} Exception: {e}")

        return (
            export_library_name if export_library_name else None,
            export_library_name_raw if export_library_name_raw else None,
            export_symbols_list if export_symbols_list else None,
            export_timestamp if export_timestamp else None,
        )

    def _extract_dbg_info(self):
        """Extract debug information from PE if present

        At the moment this function parses only the DEBUG_ENTRY Structure where Type
        field == 1, i.e. IMAGE_DEBUG_TYPE_CODEVIEW, where the pdb is eventually present.

        Returns:
        debug_entry: the dump of pe.DIRECTORY_ENTRY_DEBUG.struct only for the type 1
                    "IMAGE_DEBUG_TYPE_CODEVIEW". "None" if not present.
        debug_time: a int representing the epoch timestamp as present in the
                    DIRECTORY_ENTRY_DEBUG. "None" if not present.
        pdb_info: a str with the pdb path. "None" if not present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        dbg_timestamp = None
        dbg_timestamp_utc = ""
        dbg_pdb_info = ""
        dbg_pdb_info_raw = ""
        dbg_struct = ""
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                    if (
                        debug_entry.struct.Type
                        == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                    ):
                        dbg_timestamp = debug_entry.struct.TimeDateStamp
                        dbg_timestamp_utc = datetime.fromtimestamp(
                            dbg_timestamp, timezone.utc
                        ).strftime("%Y-%m-%d %H:%M:%S")
                        # dbg_struct = base64.b64encode(debug_entry.entry).decode()
                        dbg_struct = debug_entry.entry.__str__()
                        if hasattr(debug_entry.entry, "PdbFileName"):
                            dbg_pdb_info = self.remove_non_utf8(
                                debug_entry.entry.PdbFileName.rstrip(b"\x00")
                            ).decode()
                            dbg_pdb_info_raw = debug_entry.entry.PdbFileName.rstrip(
                                b"\x00"
                            ).__str__()
                            # if dbg_pdb_info:
                            #     dbg_pdb_info = dbg_pdb_info.rstrip(b"\x00")
                            #     dbg_pdb_info = dbg_pdb_info.decode()

        except Exception as e:
            self.log.error(f"Extract DBG info error {self.hash.sha256} Exception: {e}")
        return (
            dbg_timestamp if dbg_timestamp else None,
            dbg_timestamp_utc if dbg_timestamp_utc else None,
            dbg_pdb_info if dbg_pdb_info else None,
            dbg_pdb_info_raw if dbg_pdb_info_raw else None,
            dbg_struct if dbg_struct else None,
        )

    def _extract_tls_info(self):
        """Check for the presence of Thread Local Storage and related extract
        callback addresses.

        Taken from the original version of PEScanner, as the python3 porting
        "ext_pescanner" does not have it.

        Returns:
        pe.DIRECTORY_ENTRY_TLS.struct: a pefile.Structure type containing the dump
                    of the TLS structure and content. "None" is no TLS is present.
        callbacks: a list containing the TLS callbacks addresse. Empty list if no
                    address is found, "None" is no TLS is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        callbacks = []
        tls_dir_struct = ""
        try:
            if (
                hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                and self.pe.DIRECTORY_ENTRY_TLS
                and self.pe.DIRECTORY_ENTRY_TLS.struct
                and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
            ):
                # tls_dir_struct = base64.b64encode(self.pe.DIRECTORY_ENTRY_TLS.struct).decode()
                tls_dir_struct = self.pe.DIRECTORY_ENTRY_TLS.struct.__str__()
                callback_array_rva = (
                    self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    - self.pe.OPTIONAL_HEADER.ImageBase
                )
                # Originally it was while True
                # todo while can't be used cause risky
                # what maximum range makes sense to add here?
                for idx in range(10000):
                    func = self.pe.get_dword_from_data(
                        self.pe.get_data(callback_array_rva + 4 * idx, 4), 0
                    )
                    if func == 0:
                        break
                    callbacks.append(func)
        except Exception as e:
            self.log.error(f"Extract TLS error {self.hash.sha256} Exception: {e}")
        return callbacks if callbacks else None, tls_dir_struct if tls_dir_struct else None

    def tag(self):
        return Tag.PE_FEATURES.value

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            (
                export_library_name,
                export_library_name_raw,
                export_symbols_list,
                export_timestamp,
            ) = self._extract_exports()
            (
                dbg_timestamp,
                dbg_timestamp_utc,
                dbg_pdb_info,
                dbg_pdb_info_raw,
                dbg_struct,
            ) = self._extract_dbg_info()
            tls_callbacks, tls_struct = self._extract_tls_info()
            rich_header_dump, rich_header_parsed = self._extract_rich_header()

            is_dotnet = self._check_dotnet()

            number_of_resources = 0
            number_of_imports = 0
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                number_of_resources = len(self.pe.DIRECTORY_ENTRY_RESOURCE.entries)
            if hasattr(self.pe, "DIRECTORY_ENTRY_IMPORT"):
                number_of_imports = len(self.pe.DIRECTORY_ENTRY_IMPORT)

            self.pe_features = PE(
                type=self._extract_type(),
                magic=hex(self.pe.OPTIONAL_HEADER.Magic),
                entry_point=hex(self.pe.OPTIONAL_HEADER.AddressOfEntryPoint),
                major_linker_version=self.pe.OPTIONAL_HEADER.MajorLinkerVersion,
                minor_linker_version=self.pe.OPTIONAL_HEADER.MinorLinkerVersion,
                target_machine=self.pe.FILE_HEADER.Machine,
                architecture=self._extract_architecture(),
                compilation_time=self.pe.FILE_HEADER.TimeDateStamp,
                compilation_time_utc=datetime.fromtimestamp(
                    self.pe.FILE_HEADER.TimeDateStamp, timezone.utc
                ).strftime("%Y-%m-%d %H:%M:%S"),
                rich_header_dump=rich_header_dump,
                rich_header_parsed=rich_header_parsed,
                dos_header=self.pe.DOS_HEADER.__str__(),
                nt_header=self.pe.NT_HEADERS.__str__(),
                optional_header=self.pe.OPTIONAL_HEADER.__str__(),
                file_header=self.pe.FILE_HEADER.__str__(),
                version_info=self._extract_version_info(),
                export_library_name=export_library_name,
                export_library_name_raw=export_library_name_raw,
                export_symbols_list=export_symbols_list,
                export_timestamp=export_timestamp,
                is_dotnet=is_dotnet,
                dbg_timestamp=dbg_timestamp,
                dbg_timestamp_utc=dbg_timestamp_utc,
                dbg_pdb_info=dbg_pdb_info,
                dbg_pdb_info_raw=dbg_pdb_info_raw,
                dbg_struct=dbg_struct,
                tls_callbacks=tls_callbacks,
                tls_struct=tls_struct,
                is_signed=self._is_signed(),
                has_overlay=self._has_overlay(),
                number_of_sections=len(self.pe.sections),
                number_of_imports=number_of_imports,
                number_of_exports=(
                    len(export_symbols_list) if export_symbols_list else 0
                ),
                number_of_resources=number_of_resources,
            )
            return self.pe_features
        except Exception as e:
            self.log.error(f"Error extracting PE features {self.hash.sha256}: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)
        if exporter_type == "ElasticsearchExporter":
            return self.pe_features
        elif exporter_type == "ClickHouseExporter":
            try:
                pe_dump = self.pe.dump_dict()   
                # Convert PE headers directly to JSON
                dos_header_raw = json.dumps(pe_dump['DOS_HEADER'])
                nt_header_raw = json.dumps(pe_dump['NT_HEADERS'])
                optional_header_raw = json.dumps(pe_dump['OPTIONAL_HEADER'])
                file_header_raw = json.dumps(pe_dump['FILE_HEADER'])

                # Convert magic and entry_point from hex strings to integers
                magic_raw = int(self.pe_features.magic, 16) if isinstance(self.pe_features.magic, str) else self.pe_features.magic
                entry_point = int(self.pe_features.entry_point, 16) if isinstance(self.pe_features.entry_point, str) else self.pe_features.entry_point

                # Convert target_machine to string if it's an integer
                target_machine = str(self.pe_features.target_machine) if isinstance(self.pe_features.target_machine, int) else self.pe_features.target_machine

                # debug struct
                dbg_struct_raw = {}
                if self.pe_features.dbg_struct:
                    if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                        for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                            if (
                                debug_entry.struct.Type
                                == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                            ):
                                dbg_struct_raw = json.dumps(debug_entry.struct.__dict__)

                # tls struct
                tls_struct_raw = {}
                if self.pe_features.tls_struct:
                    if (
                        hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                        and self.pe.DIRECTORY_ENTRY_TLS
                        and self.pe.DIRECTORY_ENTRY_TLS.struct
                        and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    ):
                        tls_struct_raw = json.dumps(self.pe.DIRECTORY_ENTRY_TLS.struct.__dict__)

                # Ensure arrays are properly initialized
                rich_header_parsed = []
                if self.pe_features.rich_header_parsed:
                    if isinstance(self.pe_features.rich_header_parsed, str):
                        rich_header_parsed = [x for x in self.pe_features.rich_header_parsed.split("\n") if x]
                    elif isinstance(self.pe_features.rich_header_parsed, list):
                        rich_header_parsed = self.pe_features.rich_header_parsed

                version_info = self.pe_features.version_info if self.pe_features.version_info else []
                version_info_raw = {}
                if version_info:
                    for finfo in self.pe.FileInfo:
                        for entry in finfo:
                            if hasattr(entry, "StringTable"):
                                for st_entry in entry.StringTable:
                                    for key, str_entry in list(st_entry.entries.items()):
                                        version_info_raw[key.decode()] = str_entry.decode()
                version_info_raw = json.dumps(version_info_raw) if version_info_raw else "{}"

                export_symbols_list = self.pe_features.export_symbols_list if self.pe_features.export_symbols_list else []
                tls_callbacks = self.pe_features.tls_callbacks if self.pe_features.tls_callbacks else []

                # Prepare data array
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,
                    self.pe_features.dos_header,
                    dos_header_raw,
                    self.pe_features.nt_header,
                    nt_header_raw,
                    self.pe_features.optional_header,
                    optional_header_raw,
                    self.pe_features.file_header,
                    file_header_raw,
                    magic_raw,
                    entry_point,
                    self.pe_features.major_linker_version,
                    self.pe_features.minor_linker_version,
                    target_machine,
                    self.pe_features.architecture,
                    self.pe_features.compilation_time,
                    1 if self.pe_features.is_dotnet else 0,
                    1 if self.pe_features.is_signed else 0,
                    1 if self.pe_features.has_overlay else 0,
                    self.pe_features.number_of_sections,
                    self.pe_features.number_of_imports,
                    self.pe_features.number_of_exports,
                    self.pe_features.number_of_resources,
                    self.pe_features.type,
                    self.pe_features.dbg_struct,
                    dbg_struct_raw,
                    self.pe_features.dbg_timestamp,
                    self.pe_features.dbg_pdb_info,
                    self.pe_features.dbg_pdb_info_raw,
                    self.pe_features.tls_struct,
                    tls_struct_raw,
                    self.pe_features.export_timestamp,
                    self.pe_features.export_library_name,
                    self.pe_features.export_library_name_raw,
                    self.pe_features.rich_header_dump if self.pe_features.rich_header_dump else "{}",
                    rich_header_parsed,
                    version_info,
                    version_info_raw,
                    export_symbols_list,
                    tls_callbacks,
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'dos_header', 'dos_header_raw', 'nt_header', 'nt_header_raw', 'optional_header', 'optional_header_raw', 'file_header', 'file_header_raw',
                    'magic_raw', 'entry_point',
                    'major_linker_version', 'minor_linker_version',
                    'target_machine', 'architecture',
                    'compilation_time',
                    'is_dotnet', 'is_signed', 'has_overlay',
                    'number_of_sections', 'number_of_imports', 'number_of_exports', 'number_of_resources',
                    'type',
                    'dbg_struct', 'dbg_struct_raw', 'dbg_timestamp', 'dbg_pdb_info', 'dbg_pdb_info_raw',
                    'tls_struct', 'tls_struct_raw', 'export_timestamp', 'export_library_name', 'export_library_name_raw',
                    'rich_header_dump', 'rich_header_parsed', 'version_info', 'version_info_raw',
                    'export_symbols_list', 'tls_callbacks',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'String', 'JSON', 'String', 'JSON', 'String', 'JSON', 'String', 'JSON',
                    'UInt16', 'UInt32',
                    'UInt8', 'UInt8',
                    'LowCardinality(String)', 'Enum8(\'x86\' = 1, \'Itanium\' = 2, \'x64\' = 3)',
                    'UInt64',
                    'UInt8', 'UInt8', 'UInt8',
                    'UInt16', 'UInt16', 'UInt16', 'UInt16',
                    'Enum8(\'DLL\' = 1, \'EXE\' = 2, \'DRIVER\' = 3)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'JSON', 'Array(Nullable(String))', 'Array(Nullable(String))', 'JSON',
                    'Array(Nullable(String))', 'Array(Nullable(UInt64))',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                return (data, column_names, column_type_names)
            except Exception as e:
                self.log.error(f"Error preparing export data: {e}")
                raise

    def get_clickhouse_table(self) -> str:
        return "redb_pe_features"