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Dependencies

simple-image-download
instaloader

Data Collection

Image collection pipeline

  • Google - Data is collected form google search API using keywords for each of the 6 pillars
  • Instagram - We use instaloader library(https://pypi.org/project/instaloader/)
    usage - instaloader profile [instagram page handle e.g. memedefsg]
    This creates a folder with the handle name and downloads visuals
#Visuals
Google search 2,125
Instagram 33,954
Total 36,079

Instagram handles Used

| #mindefmemes | | @kmfst_ | | @memedefsg | | @sgagsg | | #sgmeme | | #sgmemes | | #singaporememes | | @yeolo.sg | | @mndsg_ (memes n dreams singapore) | | @nus_memes | | @smumemes | | @pioneer_university | | @changicollege | | @sgsocialworkmemes | | @mas_complaints | | @sit.tum.memes |

Dataset Annotation

Dataset Stats

Dataset #Visuals classes
Non Memes 1,711
SG Memes 2,893
Non-SG Memes 2,408
Pillars - Stance 2,513 [Social,Economic,Psychological,Military,Civil,Digital,Others]-[Supportive,Neutral,Against]
Tags 2,513
Text 7,012

Dataset is available here
This dataset should only be used for non-commercial research purposes. Should you find any meme in violation of copyright, please notify us and we will take it down.

Annotation is available in:

  • report/annotations_raw.csv - contains raw annotation by all annotators
  • report/annotation.json -
    • contains labels based on agreement between annotators
    • Tags are combined excluding duplicate tags and removing stop words

Annotation stats (Krippendorf's alpha):

Types Pillars Stances
0.65 0.55 0.21

To cite:

To be Updated

About

Dataset and code implementation for the paper "TotalDefMeme: A Multi-Attribute Meme dataset on Total Defence in Singapore" (MMSYS'23).

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