2014
Exploring Wrestling Stables
I pulled wrestling stables out of Wikipedia via DBpedia, mapped who had been teammates, and posted the giant graphs on Reddit. Wrestling fans spotted missing Ric Flair, argued about stables versus factions, and the messy Wikipedia data turned out to be the interesting bit.
Images and video
Click a picture for the full-size version. Videos play here.
A childhood friend said Sean Waltman was doing a talk in town for £50 a ticket. That is Metallica money for a local hall, so I looked him up. Wrestling fans care a lot about who has been in a stable with who. I wanted a map of all of it.
Wikipedia has pages for stables, with members and former members. DBpedia lets you query that. A little R later I had two enormous Gephi pictures: one coloured by communities, one with dots sized by how central each wrestler was. About 3600 pixels a side. You have to click in to wander around.
I posted it on Reddit because I did not actually know enough about wrestling. They pointed out that stables and factions are not the same thing, that tag teams should be recognised teams rather than one-night tags, that I should calculate a Flair Number like Erdős, and that Ric Flair was missing. He was missing because DBpedia did not type him as a wrestler.
The data was frozen at June 2013, the member fields were patchy, and some people are listed by gimmick and some by real name. I parked the graph rather than keep patching Wikipedia’s holes, and went off to work with fans who actually knew the subject. I did not finish a complete map of wrestling. What I kept was that a giant slightly-wrong picture is a great way to start an argument with people who care. They beat the machine, then some of them went and fixed the source. That later became a whole cycle of the PhD.
The mashup
Wrestling stables, Wikipedia, and a giant network map that Reddit fact-checked.
AI-generated guess of the mashup mix, 1 to 5. Click a stat.
Wrestling 5/5: Who has been in a stable with who. Fans care a lot about this.
Explore Further
August 2014. The R script is at the bottom.
PostUpdate on wrestling visualisations
DBpedia frozen at June 2013, missing Flair, and why I parked the graph.
What the Reddit crowd taught me about stables vs factions, and about Wikipedia as a conversation starter.
Follow-on scrape of CageMatch, because wrestling databases are tightly guarded.
PostBirthplace of every pro wrestler
Same Wikipedia habit, different map.
LinkPhD writeup
This later became cycle three: show people a picture they already care about, then let them ask how it was made.
DocsDBpedia
Notes to self for media to add
- These two maps were rescued from Imgur in 2026. Originals were PNG; Imgur had already turned them into JPEG. Keep the full-size files for zooming.
- Optional later: a crop of DX / a named cluster as a tighter hero; a still from the Reddit thread; the R/SPARQL snippet as a readable figure rather than a dump.
- The graphs are dense on purpose. Click through to the full image. Do not shrink them into a pretty thumbnail and call it done.

