Ao3 Dataset. DBS is an executive non-departmental public body, sponsored by th

DBS is an executive non-departmental public body, sponsored by the Home Office . A fan-created, fan-run, nonprofit, noncommercial archive for transformative fanworks, like fanfiction, fanart, fan videos, and podfic more than 76,910 fandoms | 9,928,000 users | 16,710,000 works The Archive of Our Own is a project of the Organization for Transformative Works. Maximize your social ROI with Sprout Social, trusted by 30k+ brands. Build better AI with a data-centric approach. Columns, N/A Values, and Simple Data Cleaning In this section, we focus on navigating the data set, and cleaning missing values. Mar 21, 2021 · From time to time, we get contacted by students, scholars, and people interested in fandom stats who would like to access information about the fanworks in the AO3 database, such as frequently used tags or growth of a fandom over time. A fan-created, fan-run, nonprofit, noncommercial archive for transformative fanworks, like fanfiction, fanart, fan videos, and podfic more than 76,900 fandoms | 9,922,000 users | 16,700,000 works The Archive of Our Own is a project of the Organization for Transformative Works. Jan 14, 2017 · AO3 doesn't have an official API for scraping data - but with a bit of Python, it might not be necessary. It is not an official API. Collect data from AO3 to create data graphics about used tags, fanwork length and more. Aug 17, 2020 · This article details a python script that scrapes the fiction text of any subsection of the fanfiction and fan works site: Archive of Our Own. csv", which was scraped separately. You can find a tool visualising data about an AO3 tag, and more. This is in contrast to this dataset which has not been given distribution rights by the fanfic authors or fan artists whose work has been stolen. OSF is a free, open-source platform that supports collaboration and streamlines research workflows for researchers and teams. Whether your goal is to fine-tune a pre-trained model for a specific task or to continue pre-training for domain-specific applications, having a well-curated dataset is crucial for achieving optimal performance. Motivation I want to be able to write Python scripts that use data from AO3. Best free AI detector - simply paste your text to instantly get an overall AI score and advanced sentence by sentence detection. Archive of Our Own Archive of Our Own (AO3) is a nonprofit, open source repository for fanfiction and other fanworks contributed by users. Scripts for scraping Archive of Our Own (AO3), Tumblr, Fanfiction. We signed up for sudowrites, and here are some examples we found: Jan 15, 2017 · Project description This Python package provides a scripted interface to some of the data on AO3 (the Archive of Our Own). I provide this work for free Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. It specializes in extracting data based on specific AO3 tags or searches, offering high customization. datasets. What we're going to build. A free test data generator and API mocking tool - Mockaroo lets you create custom CSV, JSON, SQL, and Excel datasets to test and demo your software. We signed up for sudowrites, and here are some examples we found: Jan 10, 2025 · This dataset is of interest to those outside myself for a myriad of reasons but primarily for its work as a case study in what is possible to do with Ao3 data. my_dataset # Register `my_dataset` ds = tfds. I have studied story and writing for nearly two decades and I have written more than half a million words to hone my craft. Yes, Common Crawl was scraping the Archive for inclusion in its datasets, which are used by a number of AI projects (e. Data Analysis on a 2021 dataset released by Ao3! Investigating fanworks and fandom behavior over the years - ao3_data/README. The Tag Stats API is a tool we're building for programmers and fandom analysts to get data from Archive Of Our Own (AO3), and use it in their own project. Jan 9, 2025 · We would like to show you a description here but the site won’t allow us. The dataset was created by processing works with IDs from 1 to 63,200,000 that are publicly accessible. If you are interested in collecting data from the website and would like some help getting started, please get in touch :) My Google Data Analytics course capstone project. Mar 4, 2024 · 《harry-potter-fanfic-dataset》数据集由@b8horpet于2017年6月27日从AO3（Archive of Our Own）平台中抓取并整理而成，涵盖了111,963篇《哈利·波特》同人小说的标题、作者及摘要信息。 该数据集的创建旨在为自然语言处理、文本生成及文化研究等领域提供丰富的文本资源。 Aug 12, 2012 · AO3 Works List (Download) AO3 Works List (Manual) (For Internet Explorer and other browsers that the other version doesn't work for. Jan 10, 2025 · This dataset is of interest to those outside myself for a myriad of reasons but primarily for its work as a case study in what is possible to do with Ao3 data. There are 58 M/M relationships on the list, 11 F/M, 8 F/F, 18 Gen and 5 Other. project. ini configurations. This data was obtained by webscraping Archive of Our Own (AO3)! Mar 4, 2024 · 《harry-potter-fanfic-dataset》数据集由@b8horpet于2017年6月27日从AO3（Archive of Our Own）平台中抓取并整理而成，涵盖了111,963篇《哈利·波特》同人小说的标题、作者及摘要信息。 该数据集的创建旨在为自然语言处理、文本生成及文化研究等领域提供丰富的文本资源。 Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. com, [W 4] and was announced by Sanger on the Nupedia mailing list. An Archive of Our Own, a project of the Organization for Transformative Works Tutorial: Posting a Work on AO3 Introduction About the New Work Page Entering Tag Information Rating (required) Archive Warnings (required) Fandoms (required) Category Relationships Characters Additional Tags Work Title (required) Add co-authors? Summary Notes Does this fulfill a challenge assignment? Post to Collections / Challenges Gift this work to This work is a remix, a translation, a An unofficial sub devoted to AO3. Documentation I am a serial archivist. Check for potential edits with additions at the end of the post! What is happening? What do we… Oct 4, 2025 · About Dataset License: Use with attribution Original Dataset: "random works - Oct 2025. In the past other people have scraped Ao3 and uploaded their own such datasets. [21][22] Its Incarceration trends for all states and counties since 1970: Examine jail and prison populations, incarceration rates, and racial disparities. TFDS process those datasets into a standard format (external data -> serialized Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support. Enter TFDS. Has an option to download the bookmarks and neatly organize them into folders based on fandoms. csv, or paste the text into your spreadsheet editor, then use its Data->Text to Columns menu option to split it into columns. The Disclosure and Barring Service helps employers make safer recruitment decisions. Aug 6, 2021 · Dataset Using a webscraper by UC Berkeley graduate student Sarah Sterman and Stanford student Jingyi Li, I collected the data and full text from the top 3. Train a computer to recognize your own images, sounds, & poses. Power everything from publishing and engagement to analytics and influencer marketing. ) Usage Jun 27, 2017 · Thanks to some heroic work by @b8horpet in scraping (with permission) hundreds of thousands of Harry Potter fan fiction titles and summaries from AO3, here's a dataset of 111,963 Harry Potter fanfiction titles, authors, and summaries. You need to agree to share your contact information to access this dataset This repository is publicly accessible, but you have to accept the conditions to access its files and content. Wikipedia was launched on January 15, 2001 (referred to as "Wikipedia Day"), [19] as a single English language edition with the domain name www. . g. Works on public and private bookmarks if you log into your AO3 account. org (AO3) API for python Over*Flow: Fan Demographics on Archive of Our Own Lauren Rouse & Mel Stanfill / University of Central Florida February 22, 2023 Lauren Rouse and Mel Stanfill / University of Central Florida 8 comments Popular fan fiction hosting site Archive of Our Own May 1, 2025 · This code doesn't require an AO3 account, so it should only find public works. , Sudowrite uses a language model known as GPT-3, which is partially trained on data from Common Crawl). While we're unable to respond to individual requests, today we're pleased to provide a one-time release of data for all of our users. has been made into a downloadable, still avaible Torrent file by the person who scrapped AO3 And all the others are avaible here too! This person scrapped all of these works, whether they be drawings or writings, for AI purposes and to sell them! These statistics are visible to all visitors of the work's page whether or not they have an Archive of Our Own (AO3) account. To avoid potential issues with data analysis, it was necessary to assign a unique value to each work. - amecreate/AO3-Data-Dump-By-Year Apr 24, 2025 · 💬 3 🔁 76 ️ 85 · AO3 Data Scraped for AI Training Dataset · What is happening, and what you can do. To access the scraper code and an example dataset None AO3 API This is an unofficial python library that lets you access some of AO3's (archiveofourown. You can either copy the data into a new plain text document and save as . /current — see the freshest results from the currently active polls /vote-graphs — see the graphs of how the vote numbers in each poll changed over time /all-data — download the datasets behind the graphs Dec 19, 2024 · In this blog post, we provide an introduction to preparing your own dataset for LLM training. Jan 18, 2022 · A web scraper that scrapes, cleans, and exports fanfiction metadata of one’s choice from Archive of Our Own. co/datasets/Chat-Error/archiveofourown-newest Total size 265gb See translation 🤗 4 4 + Chat-Error 19 days ago Jan 30, 2024 · Here are the 6 ways to create your own dataset in Python. This list was created by comparing the current number of fics with data gathered for the 2022 AO3 Ship Stats. Everything you need to build and deploy computer vision models, from automated annotation tools to high-performance deployment solutions. The initial dataset obtained from the Archive of Our Own (AO3) did not contain a unique identifier for each work. Oct 4, 2025 · License: Use with attribution Original Dataset: "random works - Oct 2025. - Leats/AO3FanworkStatistics 23andMe offers DNA testing with the most comprehensive ancestry breakdown, personalized health insights and more. If you have any datasets or ideas for any more of these projects, I would love to discuss them too! An unofficial archiveofourown. [17] The name, proposed by Sanger to forestall any potential damage to the Nupedia name, [20] originated from a blend of the words wiki and encyclopedia. We'll use torchvision. Apr 29, 2025 · you know where you can find all these fics in a not scummy way? Go on AO3 and read them the way all these authors intended! You don't need a dataset to read these stories. Fandom Stats is an ongoing project to create open-source tools for "fandom analysis" - data-driven exploration of behavior. load('my_dataset') # `my_dataset` registered Overview Datasets are distributed in all kinds of formats and in all kinds of places, and they're not always stored in a format that's ready to feed into a machine learning pipeline. Each entry contains the full text of the work along with Ao3 throttles your connection if you make too many requests from one IP so in order to achieve the request volume necessary for effective scraping I used a set of 80 or so proxies. Apr 24, 2025 · On a personal note, your scraping and collection of this data is disgusting. “Ben Solo” and “Kylo Ren” aren’t separate character labels when they in fact reference the same character. wikipedia. Mar 2, 2021 · Mining Fanfics on AO3 — Part 1: Data Collection When starting this project, I had the dual purpose of getting started with web scraping/text mining and actually fetching some insights from An unofficial sub devoted to AO3. Python code for saving the official AO3 data dump into smaller files, filtered by year. Jun 12, 2023 · Fanfic has a rocky legal history, and the creation of the Archive of Our Own has its roots in a fan-led movement to establish a home for fandoms outside of corporate influence and without threat Apr 25, 2025 · Libraries: Datasets Dask Croissant License: other Dataset card Data Studio FilesFiles and versions xet Community 244 Newer scrape of AO3 #168 by Chat-Error - opened 19 days ago Discussion Chat-Error 19 days ago https://huggingface. org) data using webscraping and some other tools. Log in or Sign Up to review the conditions and access this dataset content. net (FFN), and Wattpad to gather fandom data. You stated that you believed the DMCA from AO3 was "unfounded," but you have stolen millions of public, free works created by people who do so as a labor of love. Apr 26, 2025 · The AO3 dataset, while currently unavaible on the HuggingFace website. What do Statistics track? Your Statistics page tracks your works' Subscriptions, Hits, Kudos, Comment Threads, and Bookmarks. Jul 13, 2023 · 📚 This guide explains how to train your own custom dataset with YOLOv5 🚀. We would like to show you a description here but the site won’t allow us. This project has been collecting data about the most-used relationship tags on AO3 regularly since 2013. An official API for AO3 data has been on the roadmap for a couple of years. A fast, easy way to create machine learning models for your sites, apps, and more – no expertise or coding required. I happen to have a personal copy of every fanfic uploaded to Ao3 as of July 2024, including all works locked behind registration barriers. EDIT: ao3continuing and updateable are compilations of datadumps I've had sitting around a while, ao3's are identical to the previous ones, with the addition of the newer dumps in one place. Archived post. 6 million publicly available works from Archive of Our Own (AO3), a fan-created, fan-run, non-profit archive for transformative fanworks. md at main · jiljames/ao3_data AO3 Tag Stats API The Tag Stats API is a tool we're building for programmers and fandom analysts to get data from Archive Of Our Own (AO3), and use it in their own project. Utility for downloading fanfiction in bulk from the Archive of Our Own - nianeyna/ao3downloader Im interested in data analysis and visualization projects, so your post got me curious enough to look for an Ao3 dataset. Simplify ETL, data warehousing, governance and AI on the Data Intelligence Platform. Aug 15, 2023 · As part of the AO3 Ship Stats project, this list shows the 100 most-posted relationship tags on Archive Of Our Own in the period August 4 2022 - August 7 2023. We’re on a journey to advance and democratize artificial intelligence through open source and open science. We are proactive and innovative in protecting and defending our work from commercial exploitation and legal challenge. datasets as well as our own custom Dataset class to load in images of food and then we'll build a PyTorch computer vision model to hopefully be able to classify them. This meta looks at a full year's 48/7 half-hourly data of 6 variables (total {bookmarks, works, comments, hits [with my own works' hits for comparison and contrast], and kudos}, complete with tables and graphs) throughout all of AO3, tells how they were obtained, and draws traffic pattern conclusions from these. - radiolarian/AO3Scraper None AO3 API This is an unofficial python library that lets you access some of AO3's (archiveofourown. Sudowrites Scraping AO3 After reading this article, my friends and I suspected that Sudowrites as well as other AI-Writing Assistants using GPT-3 might be scraping using AO3 as a "learning dataset" as it is one of the largest and most accessible text archives. 5k works (aka “fics”), as sorted by likes (or as Ao3 calls them, kudos) of fanfiction on the popular fanfiction website Archive of Our Own. org (AO3) API for python - GitHub - wendytg/ao3_api: An unofficial archiveofourown. Some people here have claimed registered users only works were found in the dataset. AO3_Scraper A web scraper that extracts bookmark metadata from Archive of Our Own and saves it to a CSV file. Download or clone images from Roboflow Universe for use in your projects. New comments cannot be posted and votes cannot be cast. (The above data is wonderful, but it's too big to 💬 6 🔁 256 ️ 436 · Easier access to AO3 data dump · I have split up the AO3 tag data into smaller files, in case people want to access smaller subsets of the tags and/or view the data as a spread… We’re on a journey to advance and democratize artificial intelligence through open source and open science. Databricks offers a unified platform for data, analytics and AI. The Archive of Our Own (AO3) offers a noncommercial and nonprofit central hosting place for fanworks. This is similar to fanfic authors or fanartists giving OTW the right to distribute their work on Archive of Our Own. How to load sample datasets into your Atlas cluster. Create high-quality datasets using different techniques. Documentation As a result neither the dataset or the scraping code are public at the moment. The goal will be to load these images and then build a model to train and predict on them. Quiver Alerts Be the first to see our newest insights and most important dataset updates A Python scraper for getting fan fiction content and metadata from Archive of Our Own. The data visualisations on the homepage are an example of what you can do with the resulting dataset. See YOLOv5 Docs for additional details. AO3 has people working behind the scenes to keep these consistent, so that e. - Leats/AO3FanworkStatistics An unofficial sub devoted to AO3. This dataset includes all of the data collected over the course of the AO3 Ship Stats project. Specifically, we're going to cover: Interacting programmatically with Kaggle Jun 12, 2023 · Fanfic has a rocky legal history, and the creation of the Archive of Our Own has its roots in a fan-led movement to establish a home for fandoms outside of corporate influence and without threat Jul 18, 2023 · import my. This data was obtained by webscraping Archive of Our Own (AO3)! AO3 is an online fanfiction archive known for the quality of its users' works and its extensive user-driven tagging system, which I have Dataset Card for Archive of Our Own (AO3) Dataset Summary This dataset contains approximately 12. API usage The initial dataset obtained from the Archive of Our Own (AO3) did not contain a unique identifier for each work. Data Analysis on a 2021 dataset released by Ao3! Investigating fanworks and fandom behavior over the years - jiljames/ao3_data Apr 24, 2021 · I have split up the AO3 tag data into smaller files, in case people want to access smaller subsets of the tags and/or view the data as a spreadsheet. To access the scraper code and an example dataset Google's service, offered free of charge, instantly translates words, phrases, and web pages between English and over 100 other languages. UPDATED 13 April 2023. Try 30 days free. Creating a custom model to detect your objects is an iterative process of collecting and organizing images, labeling your objects of interest, training a Collect data from AO3 to create data graphics about used tags, fanwork length and more. csv" More variations have been added based on this dataset, except for "fandoms. This information can be found in each work's statistics box on your Statistics page. AO3 Custom Scraper with Sampling A Python tool designed for in-depth scraping of Archive of Our Own (AO3) content, tailored through config. These are all python scripts that will output CSV files containing data about fanworks (plus some helper functions).

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