TwitterGAN: Fake Account Dataset with GAN Profile Images (AAAI 2020)

A Twitter dataset of 1,353 fake accounts, collected by Yang et al. (OSoMe/Indiana University). Each record contains user_id, user profile, recent tweets, GAN-generated profile image path, dataset label. Twitter fake account dataset featuring GAN-generated profile photos; multimodal bot detection resource.. Suitable for Social bot detection, GAN-generated content identification, deepfake profile research..

#Deepfake#Fake account#Gan generated image#Osome#Profile image

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Analytics

8.6
Flesch–Kincaid grade
US school grade level
10.9
Automated readability index
Frequent terms
likepeopleelonmuskdonneedrighttimedeveloperuwugoodukrainethinkknowtwittertrumpwantrussianewgoingwaygotyearsbidendemocracyrussiandoesnwarlolbetterwomendaythingworkwhitesurecountryworldgreatdidnmanamericansyeartodayliferepmtgisnrealenriqueurbano13hateletbad
Topic clusters

Topic 0

like
people
right
think
woman
need
trump
good

Topic 1

ukraine
russia
russian
war
putin
ukrainian
nato
nuclear

Topic 2

vaccine
covid
mask
surge
pandemic
effective
fall
safe

Topic 3

speech
israel
jewish
black
people
americans
reparation
antisemitism

Topic 4

twitter
tweet
elon
today
account
like
employee
people

Topic 5

amp
song
play
music
sound
rock
original
voice

Topic 6

gas
tesla
climate
vehicle
green
electric
car
price

Topic 7

mexico
japanese
latinx
que
del
anime
spanish
humor

Topic 8

dog
chair
pit
animal
tree
sit
reply
flexibility
Top hashtags
#bettercallsaul6
#ufotwitter6
#drums5
#florida5
#drummers4
#elonmusk4
#iran4
#nafo4
#tesla4
#breaking3
#brittneygriner3
#twitterlayoffs3
#مهسا_امینی3
#12
#alexa2
#antisemitism2
#bidenflation2
#blm2
#bluecheckmark2
#btfd2
Top emoji
😂408
🤣51
🤷39
🇺34
🏼33
🟩33
🏻27
👍27
🤔25
😁24
🇷22
🙏22
🇸20
😭19
🇮18

Computed over the full corpus.

Record

Catalog key
osome-twittergan
Authors
Yang, Kaicheng; Singh, Danishjeet; Menczer, Filippo
Year
2024
Source paper
Characteristics and Prevalence of Fake Social Media Profiles with AI-generated Faces
DOI / arXiv
10.54501/jots.v2i4.197
License
Creative Commons Attribution 4.0 International (CC BY 4.0) (CC-BY-4.0)
Records
8,125
Languages
en
Collected
2023 (2020s)
Tasks
Bot detection inferred
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://zenodo.org/records/10436889 link checked
Hosted copy
Mirrored on echo.directory on 2026-10-21, 84.5 MB across 4 files. Checksums in MANIFEST.json.

Citations

Characteristics and prevalence of fake social media profiles with AI-generated faces
Kai-Cheng Yang, Danishjeet Singh, F. Menczer
Journal Article · Journal of Online Trust and Safety · 2024

38
citations
cited
4
influential citations
11% of all citations

Cited by

Show all 10

Citation data from Semantic Scholar, retrieved 2026-10-22.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@article{Yang_2024,
  title     = {Characteristics and Prevalence of Fake Social Media Profiles with AI-generated Faces},
  volume    = {2},
  issn      = {2770-3142},
  url       = {http://dx.doi.org/10.54501/jots.v2i4.197},
  doi       = {10.54501/jots.v2i4.197},
  number    = {4},
  journal   = {Journal of Online Trust and Safety},
  publisher = {Stanford Internet Observatory},
  author    = {Yang, Kaicheng and Singh, Danishjeet and Menczer, Filippo},
  year      = {2024},
  month     = Sept
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Yang, K., Singh, D., & Menczer, F. (2024). TwitterGAN: Fake Account Dataset with GAN Profile Images (AAAI 2020) [Data set]. https://doi.org/10.54501/jots.v2i4.197

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Yang, Kaicheng, et al. TwitterGAN: Fake Account Dataset with GAN Profile Images (AAAI 2020). 2024, doi.org/10.54501/jots.v2i4.197.

BibTeX · RIS · CSL-JSON

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