ATLA Character Dialogue Dataset
Entertainment & Media Consumption
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Free
About
This dataset provides a complete transcript of the popular show Avatar: The Last Airbender. It was created by scraping the transcripts from the fandom wiki, offering a valuable resource for various analytical tasks. The project specifically focused on basic exploratory data analysis (EDA) of character lines, utilising tools like BeautifulSoup and pandas for the scraping process. This free dataset is designed to be highly accessible and of excellent quality.
Columns
The dataset comprises five key columns, detailing character lines and scene descriptions from the show:
- Character: This column indicates the name of the character speaking. If the field is blank, it signifies a scene description text rather than dialogue.
- script: Contains the actual line spoken by a character or the descriptive text for a scene.
- ep_number: Represents the episode number within its respective Book (season).
- Book: Denotes the season number of the show.
- total_number: Provides the episode number across the entire series.
Distribution
This dataset is free to use and is listed for global availability. It holds a quality rating of 5 out of 5 and is currently at version 1.0. While specific total row counts are not detailed, the data encompasses lines from 61 unique total episodes across the entire show. For instance, the 'Character' column indicates that 13% of the lines are spoken by Aang, 25% are description texts (null), and 61% are attributed to other characters. The data for individual episodes and books shows varying counts of lines, indicating a rich and varied distribution of content throughout the series. The typical data file format for such datasets is CSV, and a sample file will be made available separately.
Usage
This dataset is ideal for exploratory data analysis (EDA), particularly focusing on character dialogue. It is also well-suited for natural language processing (NLP) projects, allowing users to analyse language patterns, sentiment, or character interactions. Additionally, it can be used for media consumption research and for training and testing AI and Large Language Models (LLMs).
Coverage
The dataset covers the entire Avatar: The Last Airbender series, providing episode numbers across all books/seasons. It is available globally.
License
CC0
Who Can Use It
This dataset is suitable for:
- Data Scientists and Analysts interested in text analysis, character dialogue, or media trends.
- Researchers studying animated series, narrative structures, or fan-generated content.
- AI/LLM Developers seeking to train or evaluate models on conversational or script data.
- Students undertaking projects in data analysis, NLP, or digital humanities.
Dataset Name Suggestions
- Avatar: The Last Airbender Transcripts
- ATLA Character Dialogue Dataset
- Avatar Script Data
- Animated Series Complete Transcripts
Attributes
Original Data Source: Avatar: The Last Airbender Complete Transcript