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Data source: AI analysis of xkcd comics
Additional Info: I designed a Python workflow to perform OCR on every xkcd comic, feed that text into a large language model, and ask the model whether this comic was about the category named in the title.

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xkcd comics published about physics correlates with...

VariableCorrelationYearsHas img?
The number of movies Florence Pugh appeared inr=0.889yrsNo
Air pollution in Dodge Cityr=0.8617yrsNo
The number of first-line supervisors of police and detectives in Idahor=0.8113yrsNo
The number of computer network support specialists in Nevadar=0.7911yrsNo
Popularity of the 'is this a butterfly' memer=0.7917yrsNo
The number of fire inspectors in Iowar=0.7513yrsYes!
Google searches for 'best place to work'r=0.7417yrsNo
Google searches for 'how to apply a tourniquet'r=0.7317yrsYes!
The number of chiropractors in Mississippir=0.7116yrsNo
Google searches for 'why do i have a migraine'r=0.617yrsNo



xkcd comics published about physics also correlates with...

VariableCorrelationYearsSys. Score
Nucor's stock price (NUE)r=0.7717yrs162
ON Semiconductor's stock price (ON)r=0.7517yrs160
Albemarle's stock price (ALB)r=0.7417yrs159
Total likes of MrBeast's YouTube videosr=0.7612yrs148
The number of university biological science teachers in Arkansasr=0.8213yrs147
How geeky PBS Space Time YouTube video titles arer=0.779yrs146
Google searches for 'how to move to europe'r=0.6917yrs144
Air quality in Sonora, Californiar=0.7517yrs144
Average length of SciShow Space YouTube videosr=0.7310yrs142
Bloomberg Money Stuff articles about cryptor=0.7710yrs142
The number of archivists in Marylandr=0.7616yrs141
Magnitude 7.0-7.9 Earthquakes in the USr=0.7314yrs140
Rating for best Need for Speed game releasedr=0.797yrs140
Air pollution in Springfield, Illinoisr=0.7317yrs140
Public Library Website Visits in the UKr=0.758yrs138
Crocodile Attacks in South-East Asia & Australiar=0.748yrs136
Popularity of the 'spiderman pointing' memer=0.6317yrs135
Popularity of the first name Chayar=0.6916yrs134
Liquefied petroleum gas used in Surinamer=0.6915yrs133
Popularity of the 'fbi agent' memer=0.6117yrs132
The number of movies Spencer Tracy appeared inr=0.6216yrs132
Popularity of the first name Georginar=0.6616yrs130
The number of movies Chris Pratt appeared inr=0.617yrs130
Popularity of the first name Liar=0.6516yrs128
Runs Scored by Winning Team in World Seriesr=0.697yrs124
Annual US household spending on electricityr=0.6116yrs124
Total value of all $50 bills printedr=0.6112yrs124
Number of times 18 was a winning Mega Millions numberr=0.5817yrs123
Number of times 20 was a winning Mega Millions numberr=0.5817yrs123
The average number of likes on MrBeast's YouTube videosr=0.7212yrs112
Caterpillar's stock price (CAT)r=0.7217yrs111
The number of amusement park attendants in Kansasr=0.7516yrs110
Google searches for 'ice bath'r=0.6917yrs108
Total views on MrBeast's YouTube videosr=0.7212yrs102
Aflac's stock price (AFL)r=0.7217yrs101
The number of construction laborers in Louisianar=0.7516yrs100
Popularity of the first name Samirar=0.6516yrs98
The number of movies Vin Diesel appeared inr=0.5817yrs98
Google searches for 'how to treat a snake bite'r=0.6817yrs96
Popularity of the 'is this a pigeon' memer=0.5717yrs96
Air pollution in Albuquerquer=0.717yrs94
Quanta Services' stock price (PWR)r=0.7217yrs91
Average length of LEMMiNO YouTube videosr=0.712yrs89
The number of movies Vivien Leigh appeared inr=0.5914yrs86
Google searches for 'do i need to go to the doctor'r=0.6717yrs85
Popularity of the first name Kader=0.6216yrs84
Gartner's stock price (IT)r=0.7217yrs81
The number of wind turbine service technicians in Iowar=0.8211yrs80
How 'hip and with it' Technology Connections YouTube video titles arer=0.729yrs79
Google searches for 'what is the FDIC'r=0.6717yrs75
The number of movies Tyrese Gibson appeared inr=0.5617yrs75
Deere & Company's stock price (DE)r=0.7117yrs70
The number of foresters in Connecticutr=0.7913yrs68
Total length of Technology Connections YouTube videosr=0.79yrs66
The number of movies Jason Momoa appeared inr=0.5617yrs65
Google searches for 'cold shower'r=0.6617yrs64
The Charles Schwab Corporation's stock price (SCHW)r=0.7117yrs60
The number of bridge and lock tenders in Kentuckyr=0.812yrs58
Total likes of Extra History YouTube videosr=0.6812yrs56
The number of movies Helena Bonham Carter appeared inr=0.5617yrs55
Google searches for 'that is sus'r=0.6517yrs52
Raymond James Financial's stock price (RJF)r=0.7117yrs50
The number of atmospheric and space scientists in Washingtonr=0.812yrs48
Average length of Numberphile YouTube videosr=0.6613yrs44
The number of movies Bryce Dallas Howard appeared inr=0.5616yrs44
Google searches for 'climate change'r=0.6516yrs41
Eli Lilly and Company's stock price (LLY)r=0.717yrs38
How cool MrBeast's YouTube video titles arer=0.6712yrs34
Google searches for 'how to immigrate to switzerland'r=0.6117yrs30
McDonald's stock price (MCD)r=0.6717yrs28
The number of university communications teachers in Arkansasr=0.7515yrs24
How trendy 3Blue1Brown YouTube video titles arer=0.689yrs23
Google searches for '3Blue1Brown'r=0.6317yrs19
United Rentals' stock price (URI)r=0.717yrs18
The number of lawyers in Louisianar=0.7416yrs14
Total likes of Mark Rober YouTube videosr=0.6413yrs11
Google searches for 'how to learn python'r=0.6317yrs9
Elevance Health's stock price (ELV)r=0.6917yrs6
Google searches for 'who is elon musk'r=0.6317yrs-1
Average length of SmarterEveryDay YouTube videosr=0.617yrs-1
Arthur J. Gallagher & Co.'s stock price (AJG)r=0.6917yrs-4
Google searches for 'when is new years'r=0.6217yrs-12
Average views of MrBeast's YouTube videosr=0.6312yrs-12
Old Dominion Freight Line's stock price (ODFL)r=0.6917yrs-14
Google searches for 'best colleges'r=0.6217yrs-22
D.R. Horton's stock price (DHI)r=0.6917yrs-24
The average number of likes on Extra History YouTube videosr=0.612yrs-26
Ameriprise Financial's stock price (AMP)r=0.6917yrs-34
Google searches for 'tetanus'r=0.6117yrs-34
Alnylam Pharmaceuticals' stock price (ALNY)r=0.6917yrs-44
Google searches for 'how to annex texas'r=0.6117yrs-44
UnitedHealth Group's stock price (UNH)r=0.6817yrs-55
Google searches for 'reddit'r=0.616yrs-56


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You caught me! While it would be intuitive to sort only by "correlation," I have a big, weird database. If I sort only by correlation, often all the top results are from some one or two very large datasets (like the weather or labor statistics), and it overwhelms the page.

I can't show you *all* the correlations, because my database would get too large and this page would take a very long time to load. Instead I opt to show you a subset, and I sort them by a magic system score. It starts with the correlation, but penalizes variables that repeat from the same dataset. (It also gives a bonus to variables I happen to find interesting.)
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