---
tags:
- emoji_extraction
- bluesky_emoji_extraction
- emojis
- emoji_analysis
- emoji
---
### Dataset Card for Emoji Extraction from Bluesky Posts

## Dataset Description

# Overview

This dataset contains extracted emojis from Bluesky social media posts, totaling 11.2 GB per file, with a total of 10 JSONL files. Each file is structured to include emojis along with their frequency, name, and Unicode code. The dataset is a valuable resource for researchers and developers working on natural language processing (NLP), large language models (LLMs), generative AI, and data analysis.

# Dataset Size

Total Size: 112 GB (11.2 GB per file × 10 files)
Format: JSONL (JSON Lines)

## Dataset Structure

# Each line in the JSONL files contains the following fields:

emoji: The actual emoji character.

frequency: The frequency of the emoji in the dataset.

name: The name or description of the emoji.

code: The Unicode code point for the emoji

# Dataset Source

The data is sourced from Bluesky social media posts, capturing the usage of emojis across various posts.

# Dataset Usage

Potential Applications

This dataset can be utilized for a variety of purposes, including but not limited to:

## Large Language Models (LLMs):

# Training : 

The dataset can be used to train LLMs to understand and generate text that includes emojis.

# Fine-tuning: 

Fine-tune existing LLMs to better interpret and produce emojis in context.

## Generative AI:

# Text Generation: 

Enhance text generation models to include emojis that are contextually relevant.

# Chatbots: 

Improve chatbot responses by incorporating emojis that match the tone and context of the conversation.

## Data Analysis:

# Trend Analysis: 

Analyze the popularity and usage trends of emojis over time.

# Sentiment Analysis: 

Use emojis as a proxy for sentiment in social media posts.

# User Behavior: 

Study how users interact with emojis in different contexts.

##  AI Research:

# Emoji Prediction: 

Develop models that predict the most appropriate emoji to accompany a given text.

# Multimodal Learning: 

Combine text and emoji data to improve multimodal models that understand both textual and visual (emoji) content.

## Social Media Analysis:

# Content Moderation: 

Identify and moderate content based on the presence of specific emojis.
# Engagement Analysis: 

Analyze how the use of emojis affects user engagement on social media platforms.

## Access and Usage

The dataset is available for research and commercial use. Users are encouraged to cite the source when using the dataset in their work.

## Ethical Considerations

# Privacy: 

Ensure that the dataset does not contain any personally identifiable information (PII).

# Bias: 

Be aware of potential biases in emoji usage and consider how these might affect model training and analysis.

## License

The dataset is released under the MIT License, allowing for free use, modification, and distribution, provided that the original license is included.

## Dataset Details

# File Naming Convention

# File Names:

emoji_df_<number>.jsonl where <number> ranges from 1 to 10.

## Data Fields

emoji: The emoji character itself.

frequency: The number of times the emoji appears in the dataset.

name: A descriptive name for the emoji.

code: The Unicode representation of the emoji.

## Dataset Creation

# Data Collection

The data was collected from Bluesky social media posts, focusing on the extraction of emojis and their metadata.

## Data Processing

# Emoji Extraction:

Emojis were extracted from the text of each post.

# Frequency Counting: 

The frequency of each emoji was calculated.

# Metadata:

Additional metadata such as the name and Unicode code point were added for each emoji.

# Data Storage

The processed data was stored in JSONL format, with each emoji entry on a new line.

# Citation

If you use this dataset in your research, please cite it as follows:

Martin Rivera [DeepSeek-V2.5-1210]. (2024). Emoji Extraction from Bluesky Posts [TroglodyteDerivations/Bluesky_Emoji_Extraction]. 

Available at https://huggingface.co/datasets/TroglodyteDerivations/Bluesky_Emoji_Extraction

## Acknowledgments

We would like to thank Bluesky for providing the platform and data, and all contributors who helped in the collection and processing of this dataset.