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Part 2 of Fandom stats tutorials, Part 127 of Fandom Stats , Part 23 of Shipping Stats
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2024-10-13
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[Fandom stats tutorial] How to find the biggest ships on AO3, or for a given AO3 fandom

Summary:

In which I start out trying to help someone debug a Transformers ship search weirdness, but I end up giving (hopefully) more generally helpful info/advice on finding the biggest ships. Contains notes on the limitations/quirks of Tag Search (as of Oct 2024).

Notes:

Originally posted on Tumblr, with a few minor edits made for clarity etc. I've previously posted some other advice about how to find big ships, but Tag Search has changed, and it felt like time for an update. (Plus I wanted to document all my notes about Tag Search here.)

Edit: See also some follow up data about the top AO3 ships found via Tag Search, and how that compares to my list last January.

Work Text:

An anonymous Tumblr user asked:

Hi, I would like to know how to make a list of all the ships in a fandom on AO3. For example, I use the Tag Search on "Transformers - A Media Types", but it shows that Jetfire/Starscream is the most popular with 641, but it is actually only the 6th with 1074. Furthermore, it quickly drops to showing Relationship with a single digit when I know that there are dozens of Relationship with hundreds of Works! Why don't most Works appear? Do you know of a way to find All the ships of a fandom on AO3?

I replied:

Hey! So let's talk about AO3 Tag Search. In general, I'm very excited about recent improvements to this feature... There didn't used to be any way to find the top ships (or characters, or freeform/additional tags) across all of AO3. But now you can* by doing a tag search and sorting by uses (descending order) -- and you can do so with or without limiting your search to a specific fandom:

A screenshot of the AO3 Tag Search page.  "Type" is set to "Relationship." "Wrangling status" is set to "Canonical." "Sort by" is set to "Uses." And "Sort direction" is set to "Descending."

*In practice, though you won't exactly get a trustworthy list of top tags (and, as you pointed out, in some cases tags may even be missing! we'll get to that later). You will get a list where the numbers are not correct, sometimes to a bizarre degree, like in this list of the (alleged) top ships overall:

A screenshot showing the top relationship tags returned by the above search, starting with Derek/Stiles.

For example, when you click through on the Derek/Stiles tag, you find far fewer works using the tag (note that these are the public works -- if you're logged in, you see a somewhat higher number, but not as high as in the above screenshot):

A screenshot showing 63,906 (public) works for Derek/Stiles.

I will be posting some stats soon that show different numbers (and a different order) for all of the above top ships. But why is there the discrepancy? Here are several guesses about why some works are wrong in Tag Search (and then I'll get to why some ships are missing and what to do about it):

  1. TAG INFLATION #1: The above numbers probably include tags used in AO3 bookmarks, which increases some of the numbers quite a lot. [Evidence: if you search for top freeform tags, you get tags like "To Read" high on the list, and authors don't use those tags.]
  2. TAG INFLATION #2: The above numbers seem to include draft works. [Evidence: I just tested this out by finding a rare tag with only one use... I created a draft of a new work using that same tag, and even though I didn't publish the work, Tag Search now showed 2 uses of the tag.]
  3. TAG DEFLATION: The above numbers do NOT seem to take tag wrangling into account. Some AO3 tags have a lot of synonyms or subtags, but I think only exact uses of the tag get counted in the above list. [Evidence: I found at a tag with only one use according to tag search, but two works when I clicked the tag (Peter Gabriel/Mike Rutherford). I found that one of the works contained a synonym of the main tag ("Mike Rutherford/Peter Gabriel (Imagined)"). That would match with Tag Search only listing one of work for "Peter Gabriel/Mike Rutherford." And when I created a new draft work that used the main tag, it increase the count in Tag Search for "Peter Gabriel/Mike Rutherford" -- but when I created a new draft work that used the synonym tag, it did not.]

There may also be other factors affecting the overall Tag Search numbers.

Okay, so I suspect #3, tag deflation due to no tag wrangling, is (helping to?) create the unexpectedly low numbers you are seeing for ships like Jetfire/Starscream. I suspect that many people do not use the full canonical tag "Jetfire | Skyfire/Starscream (Transformers)", and those other uses don't get counted in Tag Search. The only way to address this issue is to click through on a tag returned by Tag Search and find out how many works the tag has once you look at its list of works.

But why aren't some ships showing up at all? That's a different question. Here, I suspect the answer again is related to tag wrangling. Every (?) canonical ship tag has at least one parent tag that is a fandom tag (as well as the relevant character tags). You can see the parent tags for Jetfire/Starscream on its tag page:

Skyfire (Transformers), Starscream (Transformers), The Transformers (Cartoon Generation One), The Transformers (IDW Generation One), Transformers (Bay Movies), Transformers (Dreamwave Generation One), Transformers (IDW 2019), Transformers (Marvel Generation One), Transformers - All Media Types, Transformers Animated (2007), Transformers: Armada, Transformers: Beast Wars (Cartoon), Transformers: Cybertron, Transformers: Cyberverse, Transformers: Energon, Transformers: Prime, Transformers: Shattered Glass, Transformers: The Headmasters, Transformers: War for Cybertron (Video Games)

Jetfire/Starscream has "Transformers - All Media Types" as a parent tag, and I suspect that is why it shows up in the Tag Search for that fandom. I would guess that some of the bigger Transformer ships do NOT have that broad fandom as a parent tag. Let's check the parent tags of Megatron/Optimus Prime:

Megatron (Transformers), Optimus Prime, The Transformers (IDW Generation One), Transformers (Bay Movies), Transformers Animated (2007), Transformers: Armada, Transformers: Robots in Disguise (2001), Transformers: Robots in Disguise (2015)

Megatron/Optimus Prime does NOT have "Transformers - All Media Types" as a parent tag. I suspect that's why it didn't show up in your tag search.

So what can you do? Unfortunately, I believe the only way to be sure to find all the Transformers ships is to do a Tag Search within each of the different Transformers subfandoms (and I know there are a lot) and then combine the lists of ships you find for each. And then be sure to visit the tag works page for each resulting tag to get the actual number of works, as discussed above. I also discussed other ways to get the find the top relationships here, but I think they're all either less reliable or more arduous than this method, at least for a big fandom like Transformers.

Best of luck!