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mecachrome · 26 days

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landoscar ao3 stats — 2023 overview

notes

retrieved ~sometime in march 2024

methodology: scraped metadata for every fic in the landoscar tag and...... that's it. however one important constraint is that all temporal data is date updated (not posted), so the above timeline isn't exactly a true representation of fic growth but rather how many fics were last-updated at that time. of course this is still its own reflection of fandom health in a way since dead fandoms don't update old fic but well... it's just not quite the same!

this is just info about general trends, fic content, tags etc... so nothing about kudos/comments or any authors specifically

i decided to focus solely on fics last-updated in 2023 (unless otherwise mentioned) because i wanted a tidy set that i can maybe compare & contrast in a year's time, because i expect a lot of details to look different then (tho as stated above this set isn't exactly static... 🤷‍♀️)

ngl i had to re-scrape a bunch of times because i forgot about it for like 3 weeks and then there were 100 new fics 😭 so if there are some minor discrepancies across the post it's because of that halfskh.

also i wanted to include more global comparisons (aka how 814 stack up against the f1 rpf tag in general), but this is also considerably difficult in some contexts since i can't exactly scrape 31,000+ fics can i... or i didn't even want to entertain the thought of trying to do so!!!

why did i do this? who knows.

anyway here's some viz T__T

ship growth

as evidenced in the opening graph, landoscar have been a very fast-growing ship over the past year — although interestingly enough they didn't really start growing substantially until july / the ~better half~ of the 2023 season. here are two views showing their "growth" (by date updated) alongside two other ships on the fringes of the f1 rpf top 10 (sebchal & galex):

landoscar are very much on-track to surpass them and officially enter the top 10 soon, likely before mid-april ❗️ :o

ship characteristics

onto the ship content — another thing i was mildly curious about was how landoscar differs in certain areas from other f1 ships, or the f1 rpf "global" average you could say. for example, here's a breakdown of rating popularity in their ao3 tag:

seeing as explicit is their most common rating, and that i don't necessarily expect this to be true for all ships/fandoms, i compared these percentages with the general f1 rpf tag to see whether some ratings are more commonly represented in 814 fic than average, which produced interesting results:

do lando ships simply skew more HornyTM in general? is it oscar? a secret third thing??? who knows... actually i think it would be fun to do more analysis in this direction but that can wait for another time!!!

similarly i also wanted to see which ships are the most "public" on ao3, as in have the highest share of fic that isn't user-locked... i will refrain from peppering in my feelings about the 4th wall too heavy-handedly but i was curious to see whether some sort of perhaps... er, generational gap (?) of sorts between ships that are more public vs. not could be identified. however i don't pretend to have any takeaways from this LOL i conclude absolutely nothing. (for ref landoscar is currently 72% public, vs. a global avg of 63%)

note that this graph is current stats, not filtered for 2023

looking at relationship tags, i also wanted to know whether landoscar suffer noticeably from Second-Ship Syndrome, so i tallied the first-tagged ship of every fic to find out. i know this doesn't necessarily mean that it's always the "main" ship but it's a good enough approximation. the results were quite positive!

filtered to top ships with count of >1 only

i then also calculated the number of ships tagged for each fic to discern the profile of multi-shipping in 814 ficdom; i did have to do a little bit of string standardization (all instances of implied / background / hinted collapsed to hinted for simplicity's sake + removal of other redundancies), but otherwise i left everything mostly untouched.

as you can see, landoscar also have a fairly promising amount of OTP: TRUE fic:

by the time you get to the fics with 10+ ships tagged, landoscar are less likely to be the primary ship, which makes sense just on a basic statistical level... this is also a very small sample size though

i also lazily tallied the 10 most common ships that weren't NOR/PIA or NOR & PIA to diff their shares of the 814 tag vs. of the general f1 rpf tag, to see which other pairings are more represented in the 814 tag than on average (because lestappen are the most popular by pure count but this is also true of fandom in general, so it would be a misrepresentation to say that their popularity is out of the ordinary):

maxiel's gap isn't really that surprising since i think that, generationally, in terms of when both pairings were teammates there is quite a gap; with carlando—actually let me tally this again but including all instances of "implied" and "past" as being part of the same ship, since that's how ao3 tag-wrangles as well:

Aha ! obviously as a direct ship there is competition between 814 and other lando or oscar ships, but this difference is somewhat less pronounced once we include all formats. tbh none of this really means anything but i thought i'd add it anyway... (it's also very possible that there are several errors in this, in which case my b 😔)

before we move on to additional tags, there are a few more basic characteristics of 814 fic we can calculate. i realize i never offered an overview of Super Basic Stats, so here are a few:

plus, looking at word counts, here is a distribution of those in 2023-updated fic, which shows that a majority of 814 fics were under the 5k mark:

85% of landoscar fics were under 10k & nearly 97% under 25k

i don't really have any reason to believe that landoscar's wc stats differ significantly from average ? so this is kind of just Data To Have Data, and it most likely reflects normal ao3 trends in general... but i thought i'd include it anyway because i already made it lol. similarly, here are word count distributions but stratified by rating:

& same info but heat map view:

i feel like this is also probably something you'd find across fandom in general — that gen fic is likely to have a higher share of under 1k works, since Building Up to sexual content often takes... Literal & Metaphorical Foreplay ! and the longer a fic is the more opportunities an author has to include a sex scene or other explicit content (ofc, not necessarily just porn but also graphic violence & so on). but i thought this was fun to visualize haha

additional tags & aus?

back in my old f1 rpf stats post, i made a table comparing fluff/angst "ratios" (not exactly a direct ratio because of how tag wrangling works, but an approximation) of the most popular f1 ships, and now that landoscar are somewhat popular i thought i'd first do an update:

also current data, not 2023 to make things easier

just like before, simi are one of the most fluffy ships and brocedes are by far the most angsty, but it's interesting to see 814 also extremely high up on the charts, with far and away the lowest % of angst. will be exciting 2 see how that holds or changes as the seasons progress !

finally, i also wanted to do a bit of au/additional tag analysis because you can kind of see this when you use additional filters on ao3 but the previews are limited and get bogged down by the prevalence of *checks notes* Fluff, Angst, PWP, Anal Sex and what have you. which are nice stats to have and all but what of the rest !

disclaimer that the set for these tables is a biiiit outdated because by the time i'd wrangled everything i was like I Am Not Changing It Again. unfortunately i clean my data with shoddy queries and regex functions in googsheetz...

there were 48 tags with at least 10 instances from 2023 fics, shown below, with ones that are (some ~vaguely) nsfw in red just to kind of get a rough sense of which tags get commonly used in M/E fic:

getting a bit too much into small sample size / specific fic territory so if you're an author i sincerely apologize for that... do not mean 2 put u on blast... TT__TT but i also tried to tally the most popular aus people write for 814, which is a bit dubious because people tag in really different ways and i had to accommodate for a lot of string formats but ... it's close enough ! (?)

i feel like this is very little interesting info but idk what else to add so i will stop here for now... well!!! if you made it to the end i hope u learned something or even vaguely enjoyed reading T__T and most of all thank you :')

#*m #landoscar #in a sense 😔#tfw don't have a tableau license so i live life on the edge across multiple unsaved desktop public files......#if ur interested in anything specific pls lmk before my computer inevitably Dies and deletes everything...!#this is so useless nsdflshdfh. Anyway

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inchidentally · 2 months

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Lando's eyes always sparkle when he looks at Oscar and it captures my heart every time. You can see that Lando likes Oscar very much and his eyes don't even hide it. God, their relationship is so intimate that sometimes it's hard to watch without feeling like a third wheel. Oscar, I don't know how you did it, but as a Lando fan, I'm grateful that I get to see this version of Lando every time he's around you.

straight up anon, the shift in Lando when he got a teammate who exists on the same natural wavelength as him has been a thing to behold ??

like, Lando is someone who goes through life looking for romance and he so easily gets a crush on anyone who populates his world with something special or beautiful. that's what has made Oscar such a unique relationship for Lando because Oscar doesn't consider himself or his life at all in the world of romance or fantasy. he considers himself extremely practical, "low frequency" and enjoying the simple things in life. he's not at all a typical heroic figure like Carlos or a big camera-ready personality like Daniel. Lando's interest in Oscar has been a slow but steady curiosity that has grown even without Oscar initiating a joint hobby or going on outings together or playing up a bromance for fans. Lando was definitely a little unmoored by the lack of all of that for a while!

the only two aberrations in Oscar's calm and cool are his pursuit of F1 and his fascination with Lando, which we know to have been intertwined as early as him moving to the UK at 14. there is serious romance in the way they ended up as teammates and major drama of Oscar's determination to get that seat.

but! then there's Lando saying how he sees them as similar to each other back in July 2023! bc Lando had always used self-mockery to interrupt his moments of earnestness and in a lot of ways was always striving to be Just A Guy to fit in with the guys in his life. his creativity would pop out very occasionally but mostly he became known for being naturally funny and able to click with just about anyone by matching their energy and adapting to their humor. he even took great pride in The Lando Effect - which ironically was more about Lando changing to suit Carlos and Daniel, who he has almost separate versions of himself with. he was the baby brother as always, wanting to hang out with his older brothers and wanting to fit in.

and then he gets Oscar as a teammate who seems content to just stay back and watch Lando and observe Lando and learn everything about Lando he doesn't already know. who seems to have no limit when it comes to handling the full range of Lando's personality and never tells - or even jokes - that Lando should change a single thing, even when it directly impacts Oscar. Lando doesn't have to match Oscar's energy and it turns out! they both like it best when Lando doesn't try!

which is when we started seeing lando.jpg reemerge and 7 podiums and a new hunger for even more and higher expectations of himself and a calmer, more authentic - less cartoonish - Lando on camera in challenges and social media. he even said how Oscar taught him by example the importance of "keeping calm and being yourself". of course silly, fun Lando is still there! he's still little brother to Carlos and Daniel and George and Alex! but those are now some of the many facets we've gotten to see in the past 14 months!

the winter break was a revelation because Lando spoke to fans solely through his camera lens and the reflections of the beautiful world he saw as he traveled. no goofing, no pretense, no corporate. his chosen pose for all his photos was partly in fun, partly symbolic of his confidence that he didn't need to sell these photos as selfies for them to blow up all over social media.

and all the while Oscar was quietly on his own down time and training, liking Lando's posts and saying "you went everywhere!" and listening to Lando recount it all.

then Lando came back to work this year and everything about him wore a new sheen of beauty and romance to it, including him having grown more beautiful. he's used his beauty more consciously when modeling and even LN4 and Quadrant took on a more stylized look. his new McLaren contract announcement was an entire aesthetic complete with a short film.

like, obv this whole post is me going off on a whole stupid thing but just. Lando was always meant to live his life in a unique way and he was always meant to see things through romance and art and music. he wasn't supposed to apologize for enjoying racing as a means of attaining perfection one day. and there's Oscar who reflects back to Lando all the quirks and things that make Lando unique that he's memorized over the years, listening to Lando's music in place of the usual silence in his own driver's room, helping Lando navigate unknown food and new lengthy words and knowing when Lando is comfortable to take the lead in public speaking and when Lando needs Oscar to step in and handle it. pushing Lando all the time as a teammate and the whole friction creates the pearl analogy.

idk it's just not as huge a leap as I thought last year to say that Oscar's comfortable, placid life has long had a splash of color in it at last in some part because of Lando and that Lando has become the most authentic and brilliant version of himself at least in some part because Oscar is there to always appreciate it.

like this little moment of Lando giving Oscar a nickname and Oscar finding it the best thing he's ever heard and Lando's half-stunned and delighted smile at being able to do that to Oscar is just all of that distilled:

Oscar's confidence has returned and he's smoothing over the awkward PR duties while Lando is relaxed and confident and the little quips like this just come so naturally. (the way Lando actually wriggles in his chair with delight over Oscar's reaction !!) like, Lando doesn't have to try ! he doesn't have to try to be anyone but himself ! there's someone here at work with him all day and every day who is delighted by him no matter what !

and what's even better is apparently! now that they both understand and exist on that wavelength together, they've returned from winter break circling around each other and looking for each other more than they ever have <3

#inchreplies #landoscar #lola alert #inchidentallyanessay #ahhh feels good to do another one of these #I've tried to do it less so no one thinks I'm like living and dying by landoscar interaction afgljfgsjafgl #for reference

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