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Playing with 2022 AO3 Ship Stats
I have been in the mood for spreadsheets the last week or so, so when I saw
centreoftheselights's 2022 AO3 Ship Stats post being linked around, I was tempted into doing one of my own, on a slightly different data set.
OK actually I'm still neck-deep in MCYT fandom, so when I saw that Phil/Kristin was on that list, I knew something was odd. Phil/Kristin is a background canon rpf het ship, and ain't nobody writing shipfic for it, I think in all my time obsessing over MCYT fic I've read maybe two fics that actually focused on Phil/Kristin, and they were both set in the version of the IC lore where Kristin is a personification of Death and were mostly about c!Phil coming to terms with some of his self-destructive tendencies.
Then I realized that over 15% of that 100 was MCYT gen ships, and I realized what was going on. You see, for reasons that don't need exploring at this juncture, MCYT tends to load up their fics with gen ship tags. The average MCYT ship probably has 5-10 times the number of ship tags as the average MDZS fic. So yes, there are a lot of MCYT ships that are tagged a lot, but they are probably nearly all being tagged as background ships on the same couple thousand fics that tagged every MCYT friendship.
So in an attempt to factor that out, I pulled a set of top 100 ships of AO3 works updated in 2022 with the "OTP:true" filter on (also I did it in a logged-in account, so it includes locked fics, unlike the original dataset.) This is counting only fics where the tagged ship is the only tagged ship - so while it'll undercount in fandoms that tend to overtag, it will also not count ships that are almost always tagged as background. (The real most-popular ships list is probably halfway between this dataset and
centreoftheselights's.)
I was going to do a more in-depth comparison of the two, but as I looked deeper, I can't really figure out exactly how
centreoftheselights made their list. In particular, there are a few ships that really seem like they should be on that list too - the Kinnporsche guys and the Heartstopper guys stand out as ships that should be near the top for 2022, regardless of how you count - so since I'm not really sure what's going on there, I'm going to limit direct comparisons and just give some basic stats.
Other things that make this data error-prone
Here's the list:
(also here's my extremely messy google sheet with the raw data I used, if you would like to try to figure it out.)
Some interesting stats pulled from the extended data :
But, of course, both that list and
centreoftheselights's use "number of fics posted" to mean "Top" and that's not entirely true - it means "most written". What people write most is not necessarily what people read most!
So just to cap this off here's my list of the top 45 pairings of 2022 among fics that had more than 5000 kudos:
OK actually I'm still neck-deep in MCYT fandom, so when I saw that Phil/Kristin was on that list, I knew something was odd. Phil/Kristin is a background canon rpf het ship, and ain't nobody writing shipfic for it, I think in all my time obsessing over MCYT fic I've read maybe two fics that actually focused on Phil/Kristin, and they were both set in the version of the IC lore where Kristin is a personification of Death and were mostly about c!Phil coming to terms with some of his self-destructive tendencies.
Then I realized that over 15% of that 100 was MCYT gen ships, and I realized what was going on. You see, for reasons that don't need exploring at this juncture, MCYT tends to load up their fics with gen ship tags. The average MCYT ship probably has 5-10 times the number of ship tags as the average MDZS fic. So yes, there are a lot of MCYT ships that are tagged a lot, but they are probably nearly all being tagged as background ships on the same couple thousand fics that tagged every MCYT friendship.
So in an attempt to factor that out, I pulled a set of top 100 ships of AO3 works updated in 2022 with the "OTP:true" filter on (also I did it in a logged-in account, so it includes locked fics, unlike the original dataset.) This is counting only fics where the tagged ship is the only tagged ship - so while it'll undercount in fandoms that tend to overtag, it will also not count ships that are almost always tagged as background. (The real most-popular ships list is probably halfway between this dataset and
I was going to do a more in-depth comparison of the two, but as I looked deeper, I can't really figure out exactly how
Other things that make this data error-prone
- it counts by date updated, not date posted, so fics that updated already in 2023 are excluded (the numbers are as of 01/07)
- –I excluded OC/OC and No Relationships. OMC/OMC, OFC/OMC and OFC/OFC are still in, because that did feel like interesting data, but leaving in OC/OC too felt like double-counting (It would be #1 otherwise.) No Relationships would have just been really hard to pull accurately because of the way AO3 does it.
- I got the data by using the exclude filters to count through the most popular ships, but if you get deep enough in the exclude filters, the counts get a bit wonky. I think I gathered enough extra data that I didn't miss anyone that should have been in the top 100, and the actual counts are not based on the filter ranks, but I might have missed something lower on the list because of that.
- The numbers far down on the list are low enough that some of these might be on the list because of one very prolific writer. Yes, there was a pairing that very nearly made it on because one writer posted 2-3 ficlets for it, every day, all year. It ended up being just under the threshhold but I didn't check to make sure there weren't others. This should probably really be only a top 50 list, given the sample sizes.
- It's also possible some of the older ships are on here due to open doors imports or people uploading their own back catalog. Most open doors imports try to be accurate with dates, and I spot-checked a couple of the more surprising winners and there was nothing obvious, but it's possible. (Meanswhile, I decided if people still care enough to upload their old fics for a pairing it counts as shipping it anyway.) I think the old ships just, still have fans. (And also people in older fandoms are less likely to tag lots of ships, so they get a bit overrepresented in OTP search.)
- I probably made a mistake on the spreadsheet somewhere.
Here's the list:
Top 100 AO3 ships of 2022, by OTP
- Steve Harrington/Eddie Munson
- Blackbeard | Edward Teach/Stede Bonnet
- Lán Zhàn | Lán Wàngjī/Wèi Yīng | Wèi Wúxiàn
- Draco Malfoy/Harry Potter
- Castiel/Dean Winchester
- Bakugou Katsuki/Midoriya Izuku
- Hermione Granger/Draco Malfoy
- Evan "Buck" Buckley/Eddie Diaz (9-1-1 TV)
- Jeon Jungkook/Kim Taehyung | V
- Aziraphale/Crowley (Good Omens)
- Clay | Dream/GeorgeNotFound (Video Blogging RPF)
- Dazai Osamu/Nakahara Chuuya (Bungou Stray Dogs)
- Tartaglia | Childe/Zhongli (Genshin Impact)
- Harry Styles/Louis Tomlinson
- James "Bucky" Barnes/Steve Rogers
- Adrien Agreste | Chat Noir/Marinette Dupain-Cheng | Ladybug
- Geralt z Rivii | Geralt of Rivia/Jaskier | Dandelion
- Original Female Character(s)/Original Male Character(s)
- Original Male Character/Original Male Character
- Sirius Black/Remus Lupin
- Jeon Jungkook/Park Jimin
- Derek Hale/Stiles Stilinski
- Will Byers/Mike Wheeler
- Caitlyn/Vi (League of Legends)
- Merlin/Arthur Pendragon (Merlin)
- Bakugou Katsuki/Kirishima Eijirou
- Will Graham/Hannibal Lecter
- Miya Atsumu/Sakusa Kiyoomi
- Yuzuru Hanyu/Boyang Jin
- Steve Rogers/Tony Stark
- Han Jisung | Han/Lee Minho | Lee Know
- Min Yoongi | Suga/Park Jimin
- Levi Ackerman/Erwin Smith
- Olivia Benson/Elliot Stabler
- Lo Hon-ting | Anson Lo/Lui Cheuk-on | Edan Lui
- Diluc/Kaeya (Genshin Impact)
- Sherlock Holmes/John Watson
- Wilbur Soot & TommyInnit
- Original Female Character(s)/Original Female Character(s)
- Nicholas "Nick" Nelson/Charles "Charlie" Spring
- Huā Chéng/Xiè Lián (Tiān Guān Cì Fú)
- Carlos Reyes/TK Strand
- Getou Suguru/Gojo Satoru
- Wang Yi Bo/Xiao Zhan | Sean
- Billy Hargrove/Steve Harrington
- Kara Danvers/Lena Luthor
- Pete Phongsakorn Saengtham/Vegas Kornwit Theerapanyakun
- Uchiha Sasuke/Uzumaki Naruto
- Sans/Sans (Undertale)
- Levi Ackerman/Eren Yeager
- Bakugou Katsuki/Todoroki Shouto
- Obi-Wan Kenobi/Anakin Skywalker
- Neil Josten/Andrew Minyard
- Dabi | Todoroki Touya/Takami Keigo | Hawks
- Fox Mulder/Dana Scully
- Dean Winchester/Sam Winchester
- Robin Buckley/Nancy Wheeler
- The Darkling | Aleksander Morozova/Alina Starkov
- Magnus Bane/Alec Lightwood
- Amity Blight/Luz Noceda
- Hinata Shouyou/Kageyama Tobio
- Chrissy Cunningham/Eddie Munson
- Anthony Bridgerton/Kate Sheffield | Kate Sharma
- Roronoa Zoro/Vinsmoke Sanji
- Jeon Jungkook/Min Yoongi | Suga
- Harry Potter/Severus Snape
- John "Soap" MacTavish/Simon "Ghost" Riley
- James "Bucky" Barnes/Sam Wilson
- CC-2224 | Cody/Obi-Wan Kenobi
- Rey/Ben Solo | Kylo Ren
- Iwaizumi Hajime/Oikawa Tooru
- Wen Kexing/Zhou Zishu
- Nanjo Kojiro | Joe/Sakurayashiki Kaoru | Cherry Blossom
- Akaashi Keiji/Bokuto Koutarou
- James "Bucky" Barnes/Reader
- Mitsurugi Reiji | Miles Edgeworth/Naruhodou Ryuuichi | Phoenix Wright
- Evil Queen | Regina Mills/Emma Swan
- Kamisato Ayato/Thoma
- Wednesday Addams/Enid Sinclair
- Choi Soobin/Choi Yeonjun
- Porsche Pachara Kittisawat/Kinn Anakinn Theerapanyakun
- Jayce/Viktor (League of Legends)
- Eve Polastri/Villanelle | Oksana Astankova
- Clark Kent/Bruce Wayne
- Alex | S Tier/Morgan | D Tier
- Martin Blackwood/Jonathan "Jon" Sims | The Archivist
- Hwang Hyunjin/Lee Felix
- James T. Kirk/Spock
- Joe | Yusuf Al-Kaysani/Nicky | Nicolò di Genova
- Kim Dokja/Yoo Joonghyuk
- Keith/Lance (Voltron)
- Jung Hoseok | J-Hope/Min Yoongi | Suga
- Patrick Brewer/David Rose
- Ian Gallagher/Mickey Milkovich
- Hasegawa Langa/Kyan Reki
- Hermione Granger/Severus Snape
- Frank Iero/Gerard Way
- Regulus Black/James Potter
- Lee Donghyuck | Haechan/Mark Lee
- Kim Taehyung | V/Park Jimin
(also here's my extremely messy google sheet with the raw data I used, if you would like to try to figure it out.)
Some interesting stats pulled from the extended data :
- There are 69 fandoms represented (more or less, depending on how you split things up, but 69 seems like a good number for some reason...)
- This is 21 more fandoms than in the non-OTP data! This is due largely to the fact that the number of MCYT ships dropped from 15 to 1, although a few others also dropped considerably. (BTS, on the other hand, gained considerably.) This makes me feel very justified in my original hypothesis!
- There are 77 M/M ships, 10 F/M ships, 8 F/F ships, 1 Gen ship, and 2 Other ships (both Other are characters of unrevealed gender.) The difference between this and centreoftheselights' stats is probably almost entirely down to the loss of those 15 Minecraft gen ships (as well as mostly-background gen ships from a few other fandoms.) The fact that the difference was almost entirely made of of M/M probably both says something about the fic fandom writes (even popular non-M/M ships are more likely to be background) and about how different fandoms tag (fandoms with M/M juggernaut ships are often less likely to tag for a lot of background ships.)
- For race, I used centreoftheselights's categories where they were there, and did my best to use their criteria where they weren't. There were 96 White characters, 72 Asian characters, 26 racially ambiguous characters, 2 Latino characters, 3 Indigenous characters, 1 Black character, and 1 Afro Latino character. This is a drop in White vs non-White compared to the original list, but again this is probably almost entirely down to all the MCYT gen ships dropping off (and many of them being replaced by kpop or jpop ships.) There were 81 ships where both characters were the same race (by those criteria) and 19 where they were not. There were 38 White/White pairings and 33 Asian/Asian pairings and 9 Ambiguous/Ambiguous pairings. All mixed-race pairings had at least one White character in them.
- There were no ships with more than two people (the only one on the original list was a background MCYT canon ship that dropped off the list.)
- This has a lot more of what I'd consider "old classic" ships than the original list. That might be partly down to people uploading old fic being less likely to include a lot of extra tags (or down to people still writing in older fandoms being less likely to use a lot of tags!) (Mulder/Scully is still on the top 100? I triple-checked that one!)
But, of course, both that list and
So just to cap this off here's my list of the top 45 pairings of 2022 among fics that had more than 5000 kudos:
- Aizawa Shouta | Eraserhead & Midoriya Izuku
- Steve Harrington/Eddie Munson
- Wilbur Soot & Technoblade & TommyInnit & Phil Watson
- Aizawa Shouta | Eraserhead/Yamada Hizashi | Present Mic
- Harry Potter/Tom Riddle
- Midoriya Izuku & Shinsou Hitoshi
- Wilbur Soot & TommyInnit
- Technoblade & TommyInnit
- Sirius Black/Remus Lupin
- Lán Zhàn | Lán Wàngjī/Wèi Yīng | Wèi Wúxiàn
- Bakugou Katsuki & Midoriya Izuku
- Harry Potter/Voldemort
- Pepper Potts/Tony Stark
- Blackbeard | Edward Teach/Stede Bonnet
- Toby Smith | Tubbo & TommyInnit
- Harry Potter/Tom Riddle | Voldemort
- Harry Potter & Severus Snape
- Peter Parker & Tony Stark
- Harry Potter/Severus Snape
- Class 1-A & Midoriya Izuku
- Bakugou Katsuki/Midoriya Izuku
- Hermione Granger/Draco Malfoy
- Draco Malfoy/Harry Potter
- Luò Bīnghé/Shěn Yuán | Shěn Qīngqiū
- Tartaglia | Childe/Zhongli
- Tim Drake & Bruce Wayne
- Jeon Jungkook/Everyone
- Hermione Granger/Ron Weasley
- Jango Fett/Obi-Wan Kenobi
- Wednesday Addams/Enid Sinclair
- Steve Harrington & Dustin Henderson
- Clay | Dream/GeorgeNotFound
- Tim Drake & Jason Todd
- Dream of the Endless/Hob Gadling
- James Potter/Lily Evans Potter
- Jason Todd & Bruce Wayne
- Tim Drake & Dick Grayson
- Kim Dokja/Yoo Joonghyuk
- Jeon Jungkook/Park Jimin
- Midoriya Izuku/Todoroki Shouto
- Midoriya Izuku & Sensei | All For One
- Alya Césaire/Nino Lahiffe
- Regulus Black/James Potter
- Kara Danvers/Lena Luthor
- Midoriya Izuku & Nedzu