My AO3 reading history
Dec. 9th, 2020 22:11~Inspired~ by the end of year memes, I was curious what my actual AO3 reading history was like. These data were directly scraped from the history page, so they're only as accurate as that. Namely, AO3 only gives you the date you last opened a fic and dynamically updates things like word count; also, some fics I might have opened without reading all the way through etc etc. So pretty fuzzy here.
Some interesting graphs for my own edification:

The number of works that I've read this year looks like a substantial increase over previous years, BUT remember that only the most recent visit "counts," so if I had a long fic that I most recently read in 2020... (I say to myself to make myself feel better.)


If you look instead at word count, what the actual fuck. Apparently I've opened / read 60 million words this year GOODBYE.

Word count by fandom:
I divided the word count equally among fandoms when multiple fandoms were present.
My top 10 list was:
1.9M words: 魔道祖师 - 墨香铜臭 | Módào Zǔshī - Mòxiāng Tóngxiù
1.3M words: 陈情令 | The Untamed (TV)
405K words: 人渣反派自救系统 - 墨香铜臭 | The Scum Villain's Self-Saving System - Mòxiāng Tóngxiù
140K words: Hockey RPF
136K words: 人渣反派自救系统 - 墨香铜臭 | The Scum Villain's Self-Saving System - Mòxiāng Tóngshiù
126K words: 琅琊榜 | Nirvana in Fire (TV)
124K words: Animorphs - Katherine A. Applegate
120K words: 魔道祖师 | Módào Zǔshī (Cartoon)
103K words: Harry Potter - J. K. Rowling
94K words: Yuri!!! on Ice (Anime)
Actually, I'm very surprised by this, because I didn't think I had read a lot of Hockey RPF this year? But I looked at the fics, and they were all longer fics that I had first read years ago, so I probably didn't remember it bc I didn't reread the whole thing. Ditto with Harry Potter.
However, the top slots all belonging to MXTX and related fandoms makes sense haha.
Word count by character and relationship:
For these, I didn't divide the word count, so numbers are not going to add up. I felt like it was a more fair comparison point though!
27.4M words: Lán Zhàn | Lán Wàngjī/Wèi Yīng | Wèi Wúxiàn
4.4M words: Jiāng Chéng | Jiāng Wǎnyín & Wèi Yīng | Wèi Wúxiàn
3.4M words: Jiāng Yànlí/Jīn Zǐxuān
3.2M words: No relationship
2.8M words: Luò Bīnghé/Shěn Yuán | Shěn Qīngqiū
2.6M words: Lán Huàn | Lán Xīchén/Mèng Yáo | Jīn Guāngyáo
2.0M words: Jiāng Chéng | Jiāng Wǎnyín/Lán Huàn | Lán Xīchén
1.8M words: Lán Huàn | Lán Xīchén & Lán Zhàn | Lán Wàngjī
1.5M words: Liǔ Qīnggē/Shěn Yuán | Shěn Qīngqiū
1.3M words: Original Shěn Qīngqiū/Yuè Qīngyuán
27.0M words: Wèi Yīng | Wèi Wúxiàn
26.8M words: Lán Zhàn | Lán Wàngjī
18.8M words: Jiāng Chéng | Jiāng Wǎnyín
17.2M words: Lán Huàn | Lán Xīchén
13.6M words: Lán Yuàn | Lán Sīzhuī
11.3M words: Niè Huáisāng
11.1M words: Jiāng Yànlí
9.7M words: Wēn Níng | Wēn Qiónglín
8.2M words: Jīn Líng | Jīn Rúlán
7.9M words: Wēn Qíng
No surprises there, based on the top fandoms! I'm surprised there's so much Xicheng though, since I don't think I read very much of it.
Since 2013, I've encountered 539 deleted works. Feels like a lot, it's really a tiny fraction!
Technical notes:
I forked my AO3 code from @/regretsonmain, who also answered my extremely confused cookie questions (thanks again!). I added a bunch of parsing to get more info out of the history, and you can peek at the code here: https://github.com/superborb/ao3.
It turns out the AO3 timeout, when you load too many works at once (aka AO3 jail, thanks @/musikologie for that excellent term) is not as much a problem if you are just looking at your reading history! I thought this would be the main issue with scraping, but it was not. The code does handle it correctly and sleeps for a bit before trying again.
Anyway, I'm not sure what other interesting tidbits might be in this data... I'm very much not a data scientist haha. I got a bit bored of the data and didn't finish up the tag canonization checker which might be where more interesting stuff lies? But my conclusion from this is really that the reading history is not very informative about my reading habits, since it doesn't track what I reread most often, just what I click on.
Some interesting graphs for my own edification:

The number of works that I've read this year looks like a substantial increase over previous years, BUT remember that only the most recent visit "counts," so if I had a long fic that I most recently read in 2020... (I say to myself to make myself feel better.)


If you look instead at word count, what the actual fuck. Apparently I've opened / read 60 million words this year GOODBYE.

Word count by fandom:
I divided the word count equally among fandoms when multiple fandoms were present.
My top 10 list was:
1.9M words: 魔道祖师 - 墨香铜臭 | Módào Zǔshī - Mòxiāng Tóngxiù
1.3M words: 陈情令 | The Untamed (TV)
405K words: 人渣反派自救系统 - 墨香铜臭 | The Scum Villain's Self-Saving System - Mòxiāng Tóngxiù
140K words: Hockey RPF
136K words: 人渣反派自救系统 - 墨香铜臭 | The Scum Villain's Self-Saving System - Mòxiāng Tóngshiù
126K words: 琅琊榜 | Nirvana in Fire (TV)
124K words: Animorphs - Katherine A. Applegate
120K words: 魔道祖师 | Módào Zǔshī (Cartoon)
103K words: Harry Potter - J. K. Rowling
94K words: Yuri!!! on Ice (Anime)
Actually, I'm very surprised by this, because I didn't think I had read a lot of Hockey RPF this year? But I looked at the fics, and they were all longer fics that I had first read years ago, so I probably didn't remember it bc I didn't reread the whole thing. Ditto with Harry Potter.
However, the top slots all belonging to MXTX and related fandoms makes sense haha.
Word count by character and relationship:
For these, I didn't divide the word count, so numbers are not going to add up. I felt like it was a more fair comparison point though!
27.4M words: Lán Zhàn | Lán Wàngjī/Wèi Yīng | Wèi Wúxiàn
4.4M words: Jiāng Chéng | Jiāng Wǎnyín & Wèi Yīng | Wèi Wúxiàn
3.4M words: Jiāng Yànlí/Jīn Zǐxuān
3.2M words: No relationship
2.8M words: Luò Bīnghé/Shěn Yuán | Shěn Qīngqiū
2.6M words: Lán Huàn | Lán Xīchén/Mèng Yáo | Jīn Guāngyáo
2.0M words: Jiāng Chéng | Jiāng Wǎnyín/Lán Huàn | Lán Xīchén
1.8M words: Lán Huàn | Lán Xīchén & Lán Zhàn | Lán Wàngjī
1.5M words: Liǔ Qīnggē/Shěn Yuán | Shěn Qīngqiū
1.3M words: Original Shěn Qīngqiū/Yuè Qīngyuán
27.0M words: Wèi Yīng | Wèi Wúxiàn
26.8M words: Lán Zhàn | Lán Wàngjī
18.8M words: Jiāng Chéng | Jiāng Wǎnyín
17.2M words: Lán Huàn | Lán Xīchén
13.6M words: Lán Yuàn | Lán Sīzhuī
11.3M words: Niè Huáisāng
11.1M words: Jiāng Yànlí
9.7M words: Wēn Níng | Wēn Qiónglín
8.2M words: Jīn Líng | Jīn Rúlán
7.9M words: Wēn Qíng
No surprises there, based on the top fandoms! I'm surprised there's so much Xicheng though, since I don't think I read very much of it.
Since 2013, I've encountered 539 deleted works. Feels like a lot, it's really a tiny fraction!
Technical notes:
I forked my AO3 code from @/regretsonmain, who also answered my extremely confused cookie questions (thanks again!). I added a bunch of parsing to get more info out of the history, and you can peek at the code here: https://github.com/superborb/ao3.
It turns out the AO3 timeout, when you load too many works at once (aka AO3 jail, thanks @/musikologie for that excellent term) is not as much a problem if you are just looking at your reading history! I thought this would be the main issue with scraping, but it was not. The code does handle it correctly and sleeps for a bit before trying again.
Anyway, I'm not sure what other interesting tidbits might be in this data... I'm very much not a data scientist haha. I got a bit bored of the data and didn't finish up the tag canonization checker which might be where more interesting stuff lies? But my conclusion from this is really that the reading history is not very informative about my reading habits, since it doesn't track what I reread most often, just what I click on.
no subject
Date: 2020-12-10 15:52 (UTC)But don't most ebook readers track stats for you automatically?
no subject
Date: 2020-12-10 15:56 (UTC)The battery is apparently finally going the way of all batteries, so I will have to replace it eventually (soon). But I abuse these things, it lives in my work bag and is carried around a lot and gets taken (in a baggie) to the bathtub and stuff, so I wouldn't buy an expensive one again either.
no subject
Date: 2020-12-10 16:07 (UTC)no subject
Date: 2020-12-10 16:13 (UTC)no subject
Date: 2020-12-10 16:27 (UTC)I have a kindle 2nd gen, which I would use so much more if the screen refresh was faster. The eink is so much more comfortable to my eyes... I've been contemplating getting another ereader, but I want to be fully USB-C which only leaves the really high end ereaders...
no subject
Date: 2020-12-10 16:30 (UTC)Hmmmm yes. Or maybe wait another year... I've just recently been seeing that the battery drains a lot faster than before so I guess maybe next year (when I have to be back in the office more?) it's time for another. I've been shopping around, but I don't really like any of them. So idk yet.
no subject
Date: 2020-12-10 22:48 (UTC)My current ereader is a secondhand Kobo Glo I bought on ebay for like $40 - the Kobo devices seem to offer the most 'hackability' of anything other than the like, $500 specialty devices.
no subject
Date: 2020-12-11 08:13 (UTC)We don't have real Kobo's in my country. *sigh* Here, Rakuten bought up the local version of ereaders and now there's some sort of hybrid OS on the devices (which are also not quite the kobo ones). I've been at the store and none of them sit quite right in my hand, aside from functionality. I can, of course, import it from UK or Spain or whatever (or just take a cross-border trip next time there's not a pandemic raging across the globe?). Or I'll go back and maybe play around with the local ones some more. Or stick with kindle since I only read fic on it anyway.
Ah well.
no subject
Date: 2020-12-12 17:33 (UTC)Ah yeah after a certain point the hardware upgrade is worth it - I replaced my B&N Nook when it died because 1) I'm not actually sure why it died (wasn't the battery) and 2) there was a damaged spot on the screen from where it collided with the tip of a pencil in my bag. But if Kindle fits your usecase, those are certainly plentiful secondhand - sometimes I forgot not everyone is all 'ah yes let me rewrite part of this device's operating system myself', heh
no subject
Date: 2020-12-12 18:23 (UTC)Mostly I want that thing to be usable with Calibre and be able to do collections and stuff (because my calibre is a very organized). That excludes certain kindles already.
So we'll see. I didn't feel like queuing up at the bookstore today.