README.md

metadata

dataset_info:
  features:
    - name: image
      dtype: image
    - name: id
      dtype: string
    - name: user_id
      dtype: float64
    - name: date
      dtype: string
    - name: likes
      dtype: float64
    - name: shares
      dtype: int64
    - name: comments
      dtype: int64
    - name: post_text
      dtype: string
    - name: post_link
      dtype: string
    - name: img_link
      dtype: string
    - name: ocr
      dtype: string
    - name: caption
      dtype: string
    - name: reactions
      dtype: string
  splits:
    - name: train
      num_bytes: 10804037551.84
      num_examples: 235880
  download_size: 8561366079
  dataset_size: 10804037551.84
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
pretty_name: facebook_memes
size_categories:
  - 100K<n<1M

Dataset Card for Facebook Image Dataset

Table of Contents

• Dataset Description
  • Dataset Summary
  • Supported Tasks and Leaderboards
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits

Dataset Description

Dataset Summary

This dataset contains images scraped from Facebook along with associated metadata. The dataset is intended for research purposes, focusing on image analysis, natural language processing, and social media dynamics studies.

Supported Tasks and Leaderboards

The dataset can be used for tasks such as image recognition, sentiment analysis, text extraction from images (OCR), and social media trend analysis.

Languages

The text in the dataset is primarily in English, as extracted from Facebook posts.

Dataset Structure

Data Instances

A data instance consists of an image and its metadata. For example:

{
  "id": "12345",
  "user_id": "67890",
  "date": "2023-07-04",
  "likes": 150,
  "shares": 25,
  "comments": 40,
  "post_text": "Here's a great moment captured #fun",
  "post_link": "https://facebook.com/example/status/12345",
  "img_link": "https://example.com/img.jpg",
  "ocr": "Here's a great moment captured",
  "captions": "A boy holding a balloon.",
  "reactions": ['Haha: 3 people', 'Love: 1 person']
  "file_name": "12345.jpg"
}

Data Fields

• id: Unique identifier for each post.
• user_id: Facebook user ID of the post author.
• date: Date the post was made.
• likes: Number of likes the post received.
• shares: Number of shares the post received.
• comments: Number of comments on the post.
• post_text: Text content of the post.
• post_link: URL to the original Facebook post.
• img_link: URL to the image.
• ocr: Text extracted from the image using OCR.
• captions: An image description generated by BLIP.
• reactions: Reactions native to Facebook, given by users for the post.
• file_name: Name of the file stored locally.

Data Splits

This dataset does not have predefined splits (train/test/validation). Users can create splits as needed for their specific tasks.