Candace A. Walkington

25 papers B 3C 1Journal 8Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Candace A. Walkington, Mingyu Feng, Itffini Pruitt-Britton, Theodora Beauchamp, Andrew Lan
2026 J jnl
Comput. Educ.
Candace A. Walkington, Julianna Washington-Henderson, Jonathan Hunnicutt, Mitchell J. Nathan
2025 J jnl
Educ. Inf. Technol.
Candace A. Walkington, Mitchell J. Nathan, Julianna Washington, Jonathan Hunnicutt, Taylor Darwin, LeaAnne Daughrity, Kelsey Schenck
2025 conf
AIED (4)
Candace A. Walkington, Theodora Beauchamp, Andrew S. Lan, Tiffini Pruitt-Britton
2025 J jnl
Virtual Real.
Candace A. Walkington, Max K. Sherard, LeaAnne Daughrity, Prajakt Pande, Theodora Beauchamp, Anthony Cuevas
2025 conf
AIED Companion (2)
Candace A. Walkington, Robert DiBiano
2024 ed.
HEXED/L3MNGET@EDM
Juan D. Pinto, Eamon Worden, Anthony Botelho, Lea Cohausz, Clayton Cohn, Mingyu Feng, Neil T. Heffernan, Arto Hellas, Lan Jiang, David Joyner, Tanja Käser, Juho Kim, Andrew S. Lan, Chenglu Li, Joshua Littenberg-Tobias, Qianhui Liu, Christopher MacLellan, Steven Moore, Maciej Pankiewicz, Luc Paquette, Zach A. Pardos, Anna N. Rafferty, Adish Singla, Shashank Sonkar, Vinitra Swamy, Rose E. Wang, Candace A. Walkington
2024 B conf
EDM
Neil T. Heffernan, Rose E. Wang, Christopher MacLellan, Arto Hellas, Chenglu Li, Candace A. Walkington, Joshua Littenberg-Tobias, David Joyner, Steven Moore, Adish Singla, Zach A. Pardos, Maciej Pankiewicz, Juho Kim, Shashank Sonkar, Clayton Cohn, Anthony Botelho, Andrew S. Lan, Lan Jiang, Mingyu Feng, Tanja Käser, Eamon Worden
2023 conf
LLM@AIED
Katie Bainbridge, Candace A. Walkington, Armon Ibrahim, Iris Zhong, Debshila Basu Mallick, Julianna Washington, Richard G. Baraniuk
2023 J jnl
Int. J. Comput. Support. Collab. Learn.
Wen Huang, Candace A. Walkington, Mitchell J. Nathan
2022 J jnl
Cogn. Sci.
Candace A. Walkington, Mitchell J. Nathan, Min Wang, Kelsey Schenck
2021 C conf
ICCE
Mitchell J. Nathan, Candace A. Walkington, Michael I. Swart
2020 conf
ICLS
Michael Horn, Kelsey Schenck, Fangli Xia, Oh Hoon Kwon, Mitchell J. Nathan, Rebecca Vinsonhaler, Candace A. Walkington
2019 J jnl
Int. J. Artif. Intell. Educ.
Candace A. Walkington, Matthew L. Bernacki
2018 conf
ICLS
Candace A. Walkington, Geoffrey Chelule, Dawn Woods, Mitchell J. Nathan
2018 J jnl
J. Numer. Cogn.
Candace A. Walkington, Jennifer Cooper, Olubukola Leonard, Caroline Williams-Pierce, Chuck Kalish
2018 conf
ICLS
Dor Abrahamson, Alejandro Andrade, Oskar Lindwall, Arthur Bakker, Mitchell J. Nathan, Candace A. Walkington, Robb Lindgren, David E. Brown, Asnat R. Zohar, Sharona T. Levy, Joshua A. Danish, Adam Maltese, Noel Enyedy, Megan Humburg, Asmalina Saleh, Maggie Dahn, Christine Lee, Xintian Tu, Bria Davis, Chris Georgen
2018 conf
ICLS
Candace A. Walkington, Dawn Woods, Mitchell J. Nathan, Geoffrey Chelule, Min Wang
2014 conf
ICLS
Candace A. Walkington, Rebecca Boncoddo, Caroline Williams, Mitchell J. Nathan, Martha W. Alibali, Erica Simon, Elizabeth L. Pier
2014 conf
ICLS
Elizabeth L. Pier, Candace A. Walkington, Caroline Williams, Rebecca Boncoddo, Jessica Waala, Martha W. Alibali, Mitchell J. Nathan
2014 conf
EDM (Workshops)
Candace A. Walkington, Virginia Clinton, Steven Ritter, Mitchell J. Nathan, Stephen E. Fancsali
2014 conf
EDM (Workshops)
Matthew L. Bernacki, Candace A. Walkington
2012 conf
ICLS
Candace A. Walkington, Milan Sherman
2011 B conf
CogSci
Jennifer Cooper, Candace A. Walkington, Caroline Williams, Olubukola Akinsiku, Charles Kalish, Amy Ellis, Eric Knuth
2011 B conf
CogSci
Candace A. Walkington, Keith E. Maull
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"