README.md

---
language:
- en
license: mit
size_categories:
- 1K<n<10K
task_categories:
- image-classification
- image-feature-extraction
pretty_name: Stock Charts
dataset_info:
  features:
  - name: image
    dtype: image
  - name: label
    dtype:
      class_label:
        names:
          '0': charts
          '1': non-charts
  - name: id
    dtype: string
  splits:
  - name: train
    num_bytes: 541945527.874
    num_examples: 4763
  download_size: 513966372
  dataset_size: 541945527.874
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
tags:
- fintwit
- twitter
- charts
- financial
- financial charts
- finance
- stocks
- crypto
- image
---

## Stock Charts

This dataset is a collection of a sample of images from tweets that I scraped using my [Discord bot](https://github.com/StephanAkkerman/fintwit-bot) that keeps track of financial influencers on Twitter.
The data consists of images that were part of tweets that mentioned a stock.
This dataset can be used for a wide variety of tasks, such as image classification or feature extraction.

### FinTwit Charts Collection
This dataset is part of a larger collection of datasets, scraped from Twitter and labeled by a human (me). Below is the list of related datasets.
- [Crypto Charts](huggingface.co/datasets/StephanAkkerman/crypto-charts): Images of financial charts of cryptocurrencies
- [Stock Charts](https://huggingface.co./datasets/StephanAkkerman/stock-charts): Images of financial charts of stocks
- [FinTwit Images](https://huggingface.co./datasets/StephanAkkerman/fintwit-images): Images that had no clear description, this contains a lot of non-chart images

## Dataset Structure
Each images in the dataset is structured as follows:

- **Image**: The image of the tweet, this can be of varying dimensions.
- **Label**: A numerical label indicating the category of the image, with '1' for charts, and '0' for non-charts.

## Dataset Size
The dataset comprises 5,203 images in total, categorized into:

- 4,607 chart images
- 596 non-chart images

## Usage
I used this dataset for training my [chart-recognizer model](https://huggingface.co./StephanAkkerman/chart-recognizer) for classifying if an image is a chart or not.

## Acknowledgments
We extend our heartfelt gratitude to all the authors of the original tweets.

## License
This dataset is made available under the MIT license, adhering to the licensing terms of the original datasets.