Rajani S. Sadasivam

15 papers A 1Misc 2Journal 6Unranked 6
YearRankTypeTitle / Venue / Authors
2019 conf
HICSS
Amanda Blok, Rajani S. Sadasivam, Daniel Amante, Ariana Kamberi, Julie Flahive, Thomas K. Houston
2019 J jnl
Neural Networks
Wei Li, Wei Ding, Rajani S. Sadasivam, Xiaohui Cui, Ping Chen
2017 conf
HICSS
Thomas M. English, Daniel Amante, Erin Borglund, Ariana Kamberi, Rajani S. Sadasivam, Rebecca L. Kinney, Thomas K. Houston
2017 conf
ICBK
Wei Li, Xiaohui Cui, Kevin Michael Amaral, Rajani S. Sadasivam, Ping Chen
2016 conf
ICDM Workshops
Kevin Michael Amaral, Ping Chen, Wei Ding, Rajani S. Sadasivam
2014 A conf
RecSys
Roy J. Adams, Rajani S. Sadasivam, Kavitha Balakrishnan, Rebecca L. Kinney, Thomas K. Houston, Benjamin M. Marlin
2013 J jnl
J. Medical Syst.
Rajani S. Sadasivam, Murat M. Tanik
2013 J jnl
Int. J. Medical Informatics
Rajani S. Sadasivam, Rebecca L. Kinney, Stephenie C. Lemon, Stephanie L. Shimada, Jeroan J. Allison, Thomas K. Houston
2013 Misc conf
AMIA
Benjamin M. Marlin, Roy J. Adams, Rajani S. Sadasivam, Thomas K. Houston
2013 conf
MedInfo
Rajani S. Sadasivam, Sarah L. Cutrona, Erik M. Volz, Sowmya R. Rao, Thomas K. Houston
2012 J jnl
J. Medical Syst.
Rajani S. Sadasivam, Vaibhav Gathibandhe, Murat M. Tanik, James H. Willig
2012 Misc conf
AMIA
Rajani S. Sadasivam, Jeroan J. Allison, Midge N. Ray, Daniel Ford, Thomas K. Houston
2010 conf
MedInfo
Thomas K. Houston, Heather L. Coley, Rajani S. Sadasivam, Midge N. Ray, Jessica H. Williams, Jeroan J. Allison, Gregg H. Gilbert, Catarina I. Kiefe, Connie Kohler
2009 J jnl
Int. J. Distributed Sens. Networks
Rajani S. Sadasivam, Ravikumar Goli, Rajesh Kathiru, Adisesh Krishnan, Stanley Thompson, Yalcin Tuncer, Murat M. Tanik
2008 J jnl
Trans. SDPS
Rajani S. Sadasivam, Murat M. Tanik, James H. Willig
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

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

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

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