Ao3 Data. Python code for saving the official AO3 data dump into smaller

Python code for saving the official AO3 data dump into smaller files, filtered by year. Ao3 requires a wait time between page queries, so if you've read a lot it may take a while to get the data. Easier access to AO3 data dump. First, let’s take a look at AO3, one of the largest fanfiction sites in the world. AO3 is run by the Organization for Transformative Works (OTW). Note that this is not the total number of fanworks on AO3 -- this is just the number of single-chapter works produced between Jan 1 and Oct 1 over the past decade. If you don't verify your account within 14 days of setting it up, your registration will expire and you'll need to go through the account creation process again. Quantitative data is data in the form of numbers . Arizona Tucson Nov 20, 2025 · Scrape stats from your AO3 stats page. g. The Archive of Our Own (AO3) is a home for fanworks, including fanfiction based on books, movies, TV, comics, other media, and real-person fiction (RPF). Motivation I want to be able to write Python scripts that use data from AO3. I was wondering if someone could point me in the right direction. Data can be aggregated on various levels, such as all your works, works belonging to a particular fandom, or a single work. The AO3 Demographics Survey 2024 was an unofficial demographics survey of 16,131 AO3 users conducted in January 2024. The idea then is to use the most bare-bones smallest model out there. AO3 History Explorer AO3 History Explorer is a comprehensive web application designed to help Archive of Our Own (AO3) users analyze and export their reading history. The questions they ask Google Sep 9, 2025 · AO3 Ship Stats: Year in Bad Data is a meta essay by tumblr user 5ummit about the annual AO3 Ship Stats series by centreoftheselights, posted after the 2023 statistics were published. An official API for AO3 data has been on the roadmap for a couple of years. Archive of our Own (Ao3) is a noncommercial and nonprofit central hosting site that is designed and built by and for fans to post and showcase their transformative fanworks such as fanfiction, fanart, fan videos, and podfic. There are 58 M/M relationships on the list, 11 F/M, 8 F/F, 18 Gen and 5 Other. Check for potential edits with additions at the end of the post! What is happening? What do we know? A user going by "nyuuzyou" on the HuggingFace platform uploaded a dataset a few days ago - containing scraped content from AO3. I'd like to become a hoarder of data, specifically from ao3. Then feed it gigabytes of our data. Jan 6, 2020 · The goal of this post is to show how to download our own data stored and used by internet services to generate personalized stats / charts like below and will show step-by-step how to do it using c… We own and operate our own data centers so you can trust us with your data AND your business. org (AO3) is a fan-created, fan-run, nonprofit, noncommercial archive for transformative fanworks. ) Usage I used Tableau Prep to aggregate the AO3 data dump to explore the characteristics of works on AO3 with 75+ tags - see the viz on Tableau Public. Jul 10, 2023 · Archive of Our Own disclosed that the perpetrators behind these DDoS attacks are “a collective of religiously and politically motivated hackers. org and collected every non-user-restricted work posted before 2020-07-17 as well as most of the work's meta data (such as tags). Scripts for scraping Archive of Our Own (AO3), Tumblr, Fanfiction. May 9, 2020 · An Archive of Our Own, a project of the Organization for Transformative Works We would like to show you a description here but the site won’t allow us. AO3, is a multi-fandom archive website owned and operated by the Organization for Transformative Works, which largely hosts fanfiction. Below, I created a video that shows a step-by-step guide for this process. Schemas also explains the puzzling phenomenon of false memories. Aug 31, 2023 · So we used our own data integration platform, the Denodo Platform, to create an internal data marketplace that would enable authorized users to quickly and easily access the data they needed. Jul 23, 2025 · By following the steps outlined above—defining the objective, identifying data sources, collecting and cleaning data, transforming and integrating it, validating, documenting, and maintaining it—you can create a robust dataset that serves your analytical or modeling needs effectively. The long-awaited confirmation of the fan-favorite theory concerning the villain Dabi’s true identity arrived in the form of Chapter 290. Some values that were originally aggregated in lists, such as additional tags in Figure 1, are split into multiple triples, e. We would like to show you a description here but the site won’t allow us. Using Python and SQLite to clean and organiz Jan 15, 2017 · Project description This Python package provides a scripted interface to some of the data on AO3 (the Archive of Our Own). We are proactive and innovative in protecting and defending our work from commercial exploitation and legal challenge. Data Analysis on a 2021 dataset released by Ao3! Investigating fanworks and fandom behavior over the years - ao3_data/README. By February 2014, one million fanworks had been uploaded; and in October 2016 The data also showed that weekends - and specifically weekend nights and Sundays, in particular - in the respective local time zones of America and Western Europe - are the time when the most people are on AO3. Utility for downloading fanfiction in bulk from the Archive of Our Own - nianeyna/ao3downloader Nov 30, 2024 · Archive of our Own - Freeform ao3 - Freeform Fandom Statistics Fandom Surveys Survey Results Data - Freeform data collection demographics Fan Demographics Fan Studies Age Age in Fandom LGBTQ Transgender Intersex Polyamory Gender Gender in Fandom Sexuality Sexuality in Fandom romantic orientation English location Race Race in Fandom Religion AO3_Scraper A web scraper that extracts bookmark metadata from Archive of Our Own and saves it to a CSV file. We have just finished posting our initial results, so here is just a taste of the… AO3 and Its First Data Release Archiveofourown. (The above data is wonderful, but it’s too big to open directly in spreadsheet software). Follow the link in the email to verify and activate your new Archive of Our Own account. Browse concerts, workshops, yoga classes, charity events, food and music festivals, and more things to do. Also, I'd be really grateful if you'd consider taking part in the AO3 Demographics Survey 2024, a project I am running to survey the demographics and behaviour of AO3 users. You could remember that qua N But how do we collectively decide WHO gets shipped? We set out to try to answer that question by looking at 11 years of Archive of Our Own (AO3) data compiled by centreoftheselights. The puppy photos people upload train machines to be smarter. Feb 6, 2010 · Find tickets to your next unforgettable experience. golem:keyword to facilitate explorability of the data (like Known Issues Updated 2025-11-20 10:52:32 UTC These are the major Known Issues that are currently affecting us on the Archive of Our Own. Nov 12, 2012 · AO3 Stats (Download) AO3 Stats (Manual) (for Internet Explorer and other browsers that the other version doesn't work for - copy the data into a new plain text document and save as . Examples of Archive statistics include word count, number of bookmarks for a work, User Subscriptions, Work Subscriptions, and Hits. 23andMe offers DNA testing with the most comprehensive ancestry breakdown, personalized health insights and more. Apr 24, 2021 · 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 spreadsheet. Traffic consistently peaks on Sundays, creating monthly lines with hills and valleys. k. For any individual work, the Statistics page has almost the same information that you will find on that work's blurb on the work page (refer to Why is the bookmark count different on the Statistics page than on the work Nov 7, 2024 · ao3scraper is a python webscraper that scrapes AO3 for fanfiction data, stores it in a database, and highlights entries when they are updated. 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. A review of the fastest-growing relationship tags on AO3 in the period Jan-Dec 2025. This activity has several goals: Learn how to read and interpret AO3 metadata Archive FAQ > Search and Browse Our search engine has recently been updated, and this FAQ is based on our old version. Jan 19, 2020 · AO3 ATLA Fandom Statistics 2020 19 January, 2020 It’s canon, baby! Effect of BNHA Chapter 290 November 2020 was one to remember -and for fans of My Hero Academia, it wasn’t necessarily for the US elections. For more information on bookmarks, please refer to the Bookmarks FAQ. You can either copy the data into a new plain text document and save as . [3] However, actual data addressing fan fiction writer and reader demographics is rare. I gathered a bunch of data about AO3 from Jan 1-Oct 1 of 2020 and compared it to past years. As the resulting data set contains only 247 rows, I was able to include it in this repo in case you'd like to play with it. How do I add a bookmark to a collection? You can add a bookmark to a collection when you're creating or editing the bookmark. Installation AO3StatScraper is available on PyPI, and can obtained any regular way you'd install a python package, e Jul 11, 2023 · Fan fiction website Archive of Our Own (AO3) is currently down due to a DDoS attack claimed by hacktivist group Anonymous Sudan. This list was created by comparing the current number of fics with data gathered for the 2022 AO3 Ship Stats. We have legal resources and alliances on Apr 24, 2025 · AO3 Data Scraped for AI Training Dataset What is happening, and what you can do. Vote data over time So does this site save the poll data it gathers from tumblr every ~minute? It sure does! And you can download it here! If that's not what you wanted, I have other pages available: /current — see the freshest results from the currently active polls /final — see the final results of concluded polls Nov 17, 2023 · We would like to show you a description here but the site won’t allow us. Has an option to download the bookmarks and neatly organize them into folders based on fandoms. - amecreate/AO3-Data-Dump-By-Year ao3-data-vis All posts about analysis and data visulization are uploaded regularly on my website A Look Into AO3 Data. I need a way to pull all the URLs from ao3 into an excel doc (empty search? pagination management? Archive of Our Own 2021 Data Dump Explortory Data Analysis The Archive of Our Own (AO3) is a popular fanfiction archive with over 7 million fanworks, encompassing various fandoms, pairings, and genres. . Bookmarks can be for works hosted on or off the Archive of Our Own (AO3), and don't require approval from the work's creator to be included. AO3StatScraper AO3StatScraper is a small python package that provides command line scripts to fetch your AO3 (Archive Of Our Own) statistics to store and display them. (The above data is wonderful, but it's too big to open directly in spreadsheet software). However, we have a use case where want to just use our own data when it responses via chat. csv, or paste the text into your spreadsheet editor, then use its Data->Text to Columns menu option to split it into columns. Own is a global leader in SaaS data protection. At the time of this writing, it has more than 42,750 fandoms, 3,547,000 users, and 7,428,000 works. Aug 7, 2018 · We all know the addiction — the insatiable pull of the “Statistics” page as soon as you post a new fanfiction on Archive Of Our Own (AO3). Archive of Our Own Archive of Our Own (AO3) is a nonprofit, open source repository for fanfiction and other fanworks contributed by users. Therefore, children who wish to create an account or upload content to AO3 must meet their country's minimum age requirements to legally consent to personal data collection without written permission. AO3 entered open beta in November 2009. For more information on invitations, please check out the Invitations FAQ. The checking and rechecking and refreshi… Dec 22, 2023 · The Omegaverse being predominantly self-contained within niche fandom spaces, with vocabulary that would never organically appear in other areas of the Internet, has led people to conclude that these AI tools have sourced their training data by scraping fanfiction sites like AO3. It may pollute the data we’re going to train it on. The goal for this project is to scrape the data in this webiste in which it 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. Here we have some preliminary results that we've Research and data to make progress against the world’s largest problems An Archive of Our Own, a project of the Organization for Transformative Works The Archive of Our Own (AO3) is a non-profit, non-commercial archive for transformative fanworks; created by and for fans of books, music, art, games, shows, movies, real-person fiction (RPF), and other fandoms. Jul 22, 2018 · An Archive of Our Own, a project of the Organization for Transformative Works Jul 11, 2023 · Archive of Our Own (AO3) experienced a wave of distributed-denial-of-service (DDoS) attacks that forced the website offline for a short period of time. We don’t want it to use any other it my have or been trained on. While researchers have included demographics in surveys, [4] the last publicized demographics survey of fanfiction hosting site Archive of Our Own (AO3) was centreoftheselights’s 2013 AO3 Census. According to the site's main page, it is "A fan-created, fan-run, nonprofit, noncommercial archive for transformative fanworks, like fanfiction, fanart, fan videos, and podfic. I recently did a web-scraping project on ArchiveOfOurOwn. The Archive of Our Own (AO3) offers a noncommercial and nonprofit central hosting place for fanworks. I scraped much smaller data sets as comparison points. net (FFN), and Wattpad to gather fandom data. 5ummit's post criticised both the methods used to gather centreoftheselights' ship statistics and how the results were presented, which resulted in misleading fans on how accurate the statistics were Aug 6, 2021 · 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. Jan 18, 2022 · A web scraper that scrapes, cleans, and exports fanfiction metadata of one’s choice from Archive of Our Own. 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. Welcome to Fandom Stats! We are working on a set of tools that will make it easier to get data for fandom analysis, mostly from the popular and number-friendly fandom haunts like AO3 or tumblr. a. What We Believe Our goal is maximum inclusiveness of fanwork content. Works on public and private bookmarks if you log into your AO3 account. Jan 10, 2025 · Welcome to my first attempt at coding an Ao3 Wrapped for the calendar year of 2024! This project was the result of an Introduction to Data Science: Library and Information Science course at the Oct 12, 2017 · Companies in today's business world need the ability to manage, store, recall, and reconcile large volumes of unstructured data. See the Examples section for some screenshots of what it can do for you. This includes number scores, rankings, tally marks, percentages, statistical measures and various types of graphs. Archive of Our Own 2021 Data Dump Explortory Data Analysis The Archive of Our Own (AO3) is a popular fanfiction archive with over 7 million fanworks, encompassing various fandoms, pairings, and genres. " Archive of Our Own is a "fan-created, fan-run," site As on 21-03-2021, AO3 released the official data of the tags, I didn't make the total ranking in 2021 The data is open to be cited, as long as you credit my name. The application works together with the AO3-History-Exporter browser extension to provide a seamless experience for exploring your AO3 reading habits. Jun 28, 2021 · Image: A chart of AO3 traffic in millions of page views per day, for each month of 2020. An unofficial sub devoted to AO3. The main purpose of this is to get a better insight into our user base and to figure out what is the profile of people interested in trying Orange. Original schema of AO3 data dump; all tag IDs are in one cell, separated by "+". Various kinds of analysis on a data set from the Organization for Transformative Works describing the metadata tags used on An Archive of Our Own (AO3). These are all python scripts that will output CSV files containing data about fanworks (plus some helper functions). md at main · jiljames/ao3_data The Statistics page summarizes the numerical data from your works. Please be aware that this is not an official AO3 account - I am an independent researcher collecting and sharing publicly visible data. Check your status by seeing the history page reached in the output after cell 8. Every year, a user on the fanfiction site Archive of Our Own (AO3), centreoftheselights, compiles a data set about the most popular fanfiction that year. We are committed to defending fanworks against legal challenges. Archive of Our Own, a. AO3 Ship Stats AO3 Statistics Fandom Research Fandom studies statistics Sata - Freeform Analysis Relationship Tags AO3 Tags - Freeform Nonfiction Fanfiction Fanwork Research & Reference Guides Meta Research Gender Gender in Fandom Data Table Embedded Images Alpha/Beta/Omega Dynamics Non-Traditional Alpha/Beta/Omega Dynamics Omega Verse Alpha Jan 21, 2024 · We have answers to those questions. Jul 11, 2023 · The popular fan fiction page Archive of Our Own — often referred to as AO3 — was hit with an apparent cyberattack on Monday, stranding amateur writers and millions of readers addicted to their Dec 22, 2023 · The Omegaverse being predominantly self-contained within niche fandom spaces, with vocabulary that would never organically appear in other areas of the Internet, has led people to conclude that these AI tools have sourced their training data by scraping fanfiction sites like AO3. 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. csv. - amecreate/AO3-Data-Dump-By-Year Data Analysis on a 2021 dataset released by Ao3! Investigating fanworks and fandom behavior over the years - jiljames/ao3_data Nov 27, 2015 · Orange Data Mining Toolbox Recently we've made a short survey that was, upon Orange download, asking people how they found out about Orange, what was their data mining level and where do they work. May 9, 2020 · An Archive of Our Own, a project of the Organization for Transformative Works Python code for saving the official AO3 data dump into smaller files, filtered by year. Now as a Salesforce company, we're helping even more companies ensure that their data remains secure, compliant and resilient. It runs on open-source archiving software developed by the OTW. We're working on bringing you more up-to-date information, but in the meantime, you can find out more in our news post announcing the search and filter updates! I used Tableau Prep to aggregate the AO3 data dump to explore the characteristics of works on AO3 with 75+ tags - see the viz on Tableau Public. Unfortunately, I don't know enough about python or web scraping to make that happen. It is not an official API. 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. 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. - amecreate/AO3-Data-Dump-By-Year We would like to show you a description here but the site won’t allow us. It has over 7 million users who have produced over 13 million fanfics. Apr 2, 2021 Feb 15, 2019 · On the internet, the personal data users give away for free is transformed into a precious commodity. I've tried setting up a Google Analytics account and following their steps, but copying and pasting the script into an AO3 fic html doesn't work. I used Tableau Prep to aggregate the AO3 data dump to explore the characteristics of works on AO3 with 75+ tags - see the viz on Tableau Public. Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals. May 13, 2023 · Data scraping and AO3 fanworks We've put in place certain technical measures to hinder large-scale data scraping on AO3, such as rate limiting, and we're constantly monitoring our traffic for signs of abusive data collection. The Stats page on Ao3 is very nice, but it doesn't let me play with the data and only visualizes my top 5 fics by metric (not even by fandom!). So I've been really curious about how fandom on AO3 has been responding so far. We do not make exceptions for researchers or those wishing to create datasets. Please also check our official status Twitter, @AO3_Status for updates on temporary issues such as site downtime, slowness, or other problems. Loftus carried out a range of lab experiments into reconstructive memory, all of which had tight experimental controls, standardised procedures and collected quantitative data, making them quite objective and reliable. 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 2 days ago · Data scraping and AO3 fanworks We’ve put in place certain technical measures to hinder large-scale data scraping on AO3, such as rate limiting, and we’re constantly monitoring our traffic for signs of abusive data collection. Activity: Compare Fandom Data Using fandom data provided on Archive of Our Own, compare and contrast two fandoms in terms of the most popular characters, the most popular relationships, and the politics entangled in these representations. ” The popular fanfiction platform Archive of Our Own (AO3) is currently grappling with a wave of distributed denial-of-service attacks (DDoS attacks). A smart statistics page for Archive of Our Own (AO3) writers.

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