Irma Shamatava

15 papers C 7Journal 7Unranked 1
YearRankTypeTitle / Venue / Authors
2018 C conf
IGARSS
Fridon Shubitidze, Benjamin E. Barrowes, Irma Shamatava
2014 J jnl
IEEE Trans. Geosci. Remote. Sens.
Alex Bijamov, Juan Pablo Fernández, Benjamin E. Barrowes, Irma Shamatava, Kevin O'Neill, Fridon Shubitidze
2014 J jnl
IEEE Trans. Geosci. Remote. Sens.
Fridon Shubitidze, Juan Pablo Fernández, Benjamin E. Barrowes, Irma Shamatava, Alex Bijamov, Kevin O'Neill, David Karkashadze
2010 J jnl
EURASIP J. Adv. Signal Process.
Juan Pablo Fernández, Fridon Shubitidze, Irma Shamatava, Benjamin E. Barrowes, Kevin O'Neill
2008 conf
IGARSS (2)
Fridon Shubitidze, Juan Pablo Fernández, Benjamin E. Barrowes, Irma Shamatava, Kevin O'Neill
2006 J jnl
IEEE Trans. Geosci. Remote. Sens.
Kevin O'Neill, Keli Sun, Fridon Shubitidze, Irma Shamatava, Keith D. Paulsen
2005 J jnl
IEEE Trans. Geosci. Remote. Sens.
Fridon Shubitidze, Kevin O'Neill, Irma Shamatava, Keli Sun, Keith D. Paulsen
2005 J jnl
IEEE Trans. Geosci. Remote. Sens.
Keli Sun, Kevin O'Neill, Fridon Shubitidze, Irma Shamatava, Keith D. Paulsen
2004 C conf
IGARSS
Fridon Shubitidze, Kevin O'Neill, Irma Shamatava, Keli Sun, Keith D. Paulsen
2004 J jnl
IEEE Trans. Geosci. Remote. Sens.
Keli Sun, Kevin O'Neill, Fridon Shubitidze, Irma Shamatava, Keith D. Paulsen
2003 C conf
IGARSS
Fridon Shubitidze, Kevin O'Neill, Irma Shamatava, Keli Sun, Keith D. Paulsen
2003 C conf
IGARSS
Keli Sun, Kevin O'Neill, Fridon Shubitidze, Irma Shamatava, Keith D. Paulsen
2003 C conf
IGARSS
Fridon Shubitidze, Kevin O'Neill, Irma Shamatava, Keli Sun, Keith D. Paulsen
2002 C conf
IGARSS
Fridon Shubitidze, Kevin O'Neill, Keli Sun, Irma Shamatava
2002 C conf
IGARSS
Irma Shamatava, Kevin O'Neill, Fridon Shubitidze, Keli Sun, Chi O. Ao
redb/extractors/pe_extractors/pe_sections.py
← Index redb/extractors/pe_extractors/pe_sections.py python
import base64
import hashlib
import inspect
from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PESection
from datetime import datetime, timezone
from typing import Any


class PESectionExtractor(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.elastic_index = self.index_prefix + "-pe_sections"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_sections(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        sections = []
        for section in self.pe.sections:
            try:
                name = self.process_binary_string(section.Name)
            except Exception as e:
                name = "UnableToDecode"
                self.log.warning(
                    f'Unable to store section Name "{section.Name}" for {self.hash.sha256}'
                    f" exception {e}"
                )
            sec_sha256 = section.get_hash_sha256()
            sec_md5 = section.get_hash_md5()
            # sec_entropy = "%.2f" % section.get_entropy()
            sec_entropy = section.get_entropy()
            pe_section = PESection(
                _id=hashlib.sha256(
                    name.encode()
                ).hexdigest(),  # usecase 8e035beb02a411f8a9e92d4cf184ad34f52bbd0a81a50c222cdd4706e4e45104, all section have same sha256
                section_name=name,
                section_name_b64=base64.b64encode(
                    section.Name.rstrip(b'\x00')
                ).decode(),  # base64.b64decode(b64) to decode
                section_v_addr=section.VirtualAddress,
                section_v_addr_hex=hex(section.VirtualAddress),
                section_v_size=section.Misc_VirtualSize,
                section_size=section.SizeOfRawData,
                section_pointer_to_raw_data=hex(section.PointerToRawData),
                section_md5=sec_md5,
                section_sha256=sec_sha256,
                section_entropy=sec_entropy,
            )
            sections.append(pe_section)
        return sections

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            sections = self._extract_sections()
            # self.export_to_elastic(sections)  # Let the exporters handle this
            return sections
        except Exception as e:
            self.log.error(f"Error extracting PE sections: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            sections = self.extract()
            if sections is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            for section in sections:
                data.append([
                    self.sha256,                          # sha256
                    self.md5,                             # md5
                    self.sha1,                            # sha1
                    section.section_name,                 # section_name
                    section.section_name_b64,             # section_name_b64
                    section.section_entropy,              # section_entropy
                    section.section_sha256,               # section_sha256
                    section.section_md5,                  # section_md5
                    section.section_size,                 # section_size
                    section.section_v_addr,               # section_v_addr
                    section.section_v_size,               # section_v_size
                    int(section.section_pointer_to_raw_data, 16),  # section_pointer_to_raw_data - convert from hex
                    current_time                          # analysis_date
                ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'section_name', 'section_name_b64',
                'section_entropy', 'section_sha256', 'section_md5', 'section_size',
                'section_v_addr', 'section_v_size', 'section_pointer_to_raw_data',
                'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'Float64', 'FixedString(64)', 'FixedString(32)', 'UInt64',
                'UInt64', 'UInt64', 'UInt64',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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