Whenever Spotify Wrapped releases, it reminds me of this project I've been thinking about for a while.

And now, The StoryGraph released its version of wrapped for the year (at the actual end of the year, as god intended) and I always think I read a lot less than I used to when I was younger.

Except...I still read on ao3. And I am, at heart, a stats nerd, (see me: nerding out about TSG graphs) so I've always wanted to analyse my ao3 reading history. I've seen people make their own version of ao3 wrapped, but I like having comprehensive stats, so instead of doing any of my actual coding work, I made my own version (with maybe too many stats and graphs according to my horrified non-coding friends I showed this to).

And I figured that there would be some folks out there who are as nerdy about this as I am and would appreciate it as well. So I made the code shareable and hopefully something that anyone can run.

So without further ado, here is my ao3 wrapped:

https://colab.research.google.com/drive/1DikTD0T9YjwPAL-Z3DTD8bdkM5fk_TS9?usp=sharing#scrollTo=cdaded40

Some things that my code can do:

scrape your data from Ao3 and organise it in a nice neat table you can download and keep

allow you to pick a time period

sample a random fic you read from that time period

look at the total number of fics you read, and what percentage of those have been deleted

look at how many works are on your 'Marked for Later' list and see information (top fandom and top characters) about them

show you graphs of the percentage of fics you read with each type of warning, rating, and ship type, as well as your ratio of completed works read

show you the last time you viewed a fic compared with the last time it was updated

the number of fics read over time (sorted by years, months or days depending on whether you are looking at all time, a certain year, or certain month respectively)

analyse the number of words you read and words read over time (similar to fics read over time)

identify your top 20 authors, fandoms, relationships, characters and tags

dynamically choose and plot the changes to your top 10 authors, fandoms, relationships, characters and tags over the time period (by years, months or days depending on the initial overview, similar to , read over time)

see how the rankings of your top 5 have changed from the previous time peroiod, and check the ranking of a specified author/fandom/ship/character/tag in that previous time period

So anyways, have fun!

oh mother, I can feel the soil falling over my head

Do you think Hannibal gets hard when he eats human meat?

I think I wish I wasn’t a blog with Hannibal as a special interest

Let’s amp up the “Jason says ow and the batfam thinks he must be gravely injured” headcanon.

Jason calls Bruce or Dick for fun and says nothing but “goodbye” before hanging up (maybe it’s a dare by Roy who TOTALLY suspects the reaction Jay is gonna get).

Ten minutes late the entire Justice League is scouring Gotham, on the hunt for Jason.

Yes, they are all housemates or roommates (except for Vivi who's discord calling in another country RIP)

Part 2

it's zoro's birthday!! happy birthday big guy, may you say many more insane things to your enemies in the coming years

“Over there is Drake, he’s with us because JL Light kept saying no to the teenage group so now they made him my and JLD’s problem. Also he kept trying to raise the dead. And kept succeeding.”

“It’s not my fault it’s so easy,” Drake muttered without looking away from his project. “And Batman wasn’t dead the last time. You bring back three people and suddenly everyone thinks you’re a budding necromancer. It shouldn’t be my fault I’m using the available resources for the best solution.”

Constantine somehow looked even more dead than Elle as he pointed to the teenager that had taken up residence on the counter, the rest of the space covered with no less than four laptops. “Do not see him as a role model. He broke reality that first time.”

Man, she already knew they were going to get along like a house on fire. Elle waved cheerfully at Drake. “Quack.” She said. Constantine just sighed and went for his lighter.

Drake looked at her in befuddlement. “Quack?”

“A drake is a duck yeah? So, quack.”

“I prefer the drakes being dragons route.” He said. “More mysterious and powerful.”

“Ah. Rawr then.” The lesser of the two options. Drake had clearly never met a true duck. Maybe Elle could sneak one in one of these days and introduce Drake to a better namesake.

i really drew that much stobin/unus annus and never put them in the suits until now

No escape

you keep on trying, to bring me down, down on your level, baby. cheap shots, low blows, what do you take me for?!

doodled solangelo (on my PHONE) to lure some fellow losers hope it worked!!

dp x dc prompt/mini blurb thing:

Somewhere along the line, stealing the Batmobile had seemed like the best option.

Elle would stand by that - admittedly short-sighted and kind of panic induced - logic. It was a vehicle that no one would try and stop. It was fast. The keys were in the ignition. Easiest car theft of her life. Or, well, unlife. Whatever. Still the easiest.

She may have forgotten that Superman could fly as fast as the stupid tank of a car could go. Or that Gotham had other vigilantes, that had bikes that were way more maneuverable, or that Billy was a big baby about car chases.

“WATCH THE ROAD!”

“YOU WATCH THE ROAD I’M DRIVING HERE!”

My biggest beef with the way Annabeth was written in the show is that I think Rick fell into his own trap. Like his whole thing with Annabeth is that just because someone doesn’t look smart doesn’t mean they aren’t. And while it’s about their literal looks for both the show and the book, book Annabeth also sometimes acted in ways that people wouldn’t stereotypically associate with “smart” because I think we’ve all be condition to think bbc sherlock no emotions genius is the only way to be smart. Book Annabeth acts super flustered around Luke because she's a kid and she has a crush on him, she's afraid of spiders, and wanted to see the arch just because she thought it was cool. In general book Annabeth is allowed to be sillier and have a wider range of emotions than show Annabeth without it detracting from the fact that Annabeth is smart. I find this whole "stoic genius" idea is often used to put down teenage girls for being dumb and superficial just because they show emotions and the only way to beat it is to be cold, calculating, and emotionless and most people just aren't like that.

Percy Jackson and The Olympians (2023) I 1.02