Camille Nebeker

11 papers Journal 10Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
J. Am. Medical Informatics Assoc.
Brian James McInnis, Ramona Pindus, Daniah Kareem, Julie Cakici, Daniela G. Vital, Eric B. Hekler, Camille Nebeker
2024 J jnl
Proc. ACM Hum. Comput. Interact.
Brian James McInnis, Ramona Pindus, Daniah Kareem, Savannah Gamboa, Camille Nebeker
2022 J jnl
Sci. Eng. Ethics
Wesam S. Ahmed, Amgad Ahmed, Karem H. Alzoubi, Camille Nebeker
2021 J jnl
Frontiers Digit. Health
Camille Nebeker, Maryam Gholami, Daniah Kareem, Emily Kim
2020 conf
AHFE (8)
Shengzhi Wang, Ellen E. Lee, Benjamin Zywicki, Ho-Cheol Kim, Dilip Jeste, Camille Nebeker
2020 J jnl
PLoS Comput. Biol.
Aïda Bafeta, Jason Bobe, Jon Clucas, Pattie Pramila Gonsalves, Célya Gruson-Daniel, Kathy L. Hudson, Arno Klein, Anirudh Krishnakumar, Anna McCollister-Slipp, Ariel B. Lindner, Dusan Misevic, John A. Naslund, Camille Nebeker, Aki Nikolaidis, Irene V. Pasquetto, Gabriela Sánchez, Matthieu Schapira, Tohar Scheininger, Felix Schoeller, Anibal Sólon Heinsfeld, François Taddei
2020 J jnl
Sci. Eng. Ethics
John Harlow, Nadir Weibel, Rasheed Al Kotob, Vincent Chan, Cinnamon S. Bloss, Rubi Linares-Orozco, Michelle Takemoto, Camille Nebeker
2020 J jnl
Frontiers Digit. Health
Camille Nebeker, Bethany Weisberg, Eric B. Hekler, Michael Kurisu
2019 J jnl
J. Am. Medical Informatics Assoc.
Sherry Pagoto, Camille Nebeker
2018 J jnl
npj Digit. Medicine
John W. Ayers, Theodore L. Caputi, Camille Nebeker, Mark Dredze
2018 J jnl
npj Digit. Medicine
Sarah Dunseath, Nadir Weibel, Cinnamon S. Bloss, Camille Nebeker
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"