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← Discover a correlation

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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 romance correlates with...

VariableCorrelationYearsHas img?
Kerosene used in Malawir=0.9715yrsYes!
Ticket sales for Chicago White Sox gamesr=0.9713yrsNo
Popularity of the first name Cassandrar=0.9616yrsNo
Fossil fuel use in Hungaryr=0.9515yrsNo
Ticket sales for Los Angeles Angels gamesr=0.9513yrsNo
GMO use in corn grown in Michiganr=0.9417yrsYes!
Google searches for 'learn spanish'r=0.9317yrsYes!
Popularity of the first name Kailar=0.9316yrsNo
Arson in Minnesotar=0.9216yrsYes!
GMO use in cornr=0.9217yrsYes!
Ice cream consumptionr=0.9215yrsNo
GMO use in cotton in Tennesseer=0.9115yrsYes!
Air pollution in Pittsburghr=0.9117yrsNo
Air pollution in Hickory, North Carolinar=0.9117yrsYes!
Fossil fuel use in Croatiar=0.9115yrsNo
Number of edits to the Wikipedia article for correlationr=0.9117yrsNo
Banco Bilbao Vizcaya Argentaria's stock price (BBVA)r=0.9117yrsYes!
Arson in Arkansasr=0.9116yrsYes!
GMO use in cotton in North Carolinar=0.916yrsYes!
Popularity of the first name Juliar=0.916yrsNo
Popularity of the first name Caitlinr=0.916yrsNo
Air pollution in Pittsburghr=0.8817yrsYes!
Air pollution in Oxford, North Carolinar=0.8817yrsYes!
Arson in Massachusettsr=0.8816yrsNo
Arson in New Mexicor=0.8816yrsYes!
Air pollution in Chattanooga, Tennesseer=0.8817yrsYes!
Air pollution in Albany, New Yorkr=0.8817yrsNo
Air pollution in San Luis Obispo, Californiar=0.8716yrsYes!
Air pollution in Roanoke, Virginiar=0.8617yrsYes!
ArcelorMittal's stock price (MT)r=0.8517yrsYes!
The number of embalmers in Arkansasr=0.8316yrsNo
The number of college computer science teachers in New Mexicor=0.8316yrsYes!
The number of ophthalmic laboratory technicians in Mississippir=0.8116yrsYes!
Air pollution in Watertown, New Yorkr=0.8117yrsYes!



xkcd comics published about romance also correlates with...

VariableCorrelationYearsSys. Score
Popularity of the first name Aliciar=0.9616yrs404
Popularity of the first name Kiannar=0.9616yrs404
GMO use in corn grown in Nebraskar=0.9617yrs393
Arson in North Carolinar=0.9516yrs392
Air pollution in Barnstable Town, Massachusettsr=0.9617yrs390
The number of electricians in Puerto Ricor=0.9716yrs388
The number of postal service machine operators in Indianar=0.9616yrs386
The number of cooks, short order in Minnesotar=0.9616yrs386
Popularity of the 'all your base' memer=0.9317yrs380
Popularity of the first name Dashawnr=0.9616yrs374
Number of edits to the Wikipedia article for Hadesr=0.9216yrs374
GMO use in cottonr=0.9116yrs372
Biomass power generated in Jordanr=0.9315yrs372
Google searches for 'black holes'r=0.917yrs370
U.S. intercountry adoptionsr=0.9215yrs369
Physical album shipment volume in the United Statesr=0.9116yrs368
US household spending on vehicle insurancer=0.916yrs367
Popularity of the first name Jeniferr=0.9616yrs364
Portion of all US dairy skim-solids allocated to the production of cottage cheeser=0.915yrs363
GMO use in corn grown in Iowar=0.9517yrs362
Arson in Oklahomar=0.9316yrs359
Motor vehicle thefts in Marylandr=0.9316yrs359
Air pollution in Memphisr=0.9317yrs358
The number of compensation and benefits managers in District of Columbiar=0.9616yrs356
Air pollution in Birminghamr=0.9117yrs356
Popularity of the first name Cinthiar=0.9616yrs354
The number of compensation and benefits managers in South Carolinar=0.9616yrs346
Popularity of the first name Jasmynr=0.9616yrs344
Fossil fuel use in New Zealandr=0.9315yrs342
Popularity of the first name Makalar=0.9616yrs334
The number of postal service machine operators in Alabamar=0.9516yrs334
Gasoline pumped in Denmarkr=0.9416yrs332
Popularity of the first name Kearar=0.9616yrs324
The number of aircraft mechanics in Kansasr=0.9516yrs324
Gasoline pumped in Latviar=0.9416yrs322
Motor vehicle thefts in Massachusettsr=0.9216yrs318
GMO use in corn grown in Minnesotar=0.9217yrs317
Air pollution in Mason City, Iowar=0.9416yrs316
The number of postal service machine operators in Kentuckyr=0.9516yrs314
Popularity of the first name Jasminr=0.9516yrs313
Petroluem consumption in Syriar=0.9415yrs310
Arson in Indianar=0.9116yrs306
The number of postal service machine operators in Minnesotar=0.9516yrs304
Air pollution in Meridian, Mississippir=0.9217yrs304
Popularity of the first name Yeseniar=0.9516yrs303
Kerosene used in Tanzaniar=0.9415yrs300
GMO use in corn grown in Kansasr=0.9217yrs297
Arson in Nevadar=0.9116yrs296
The number of postal service machine operators in Ohior=0.9516yrs294
Popularity of the first name Breanar=0.9516yrs293
Air pollution in Roanoke, Virginiar=0.9117yrs292
GMO use in corn grown in Illinoisr=0.917yrs284
Popularity of the first name Trevonr=0.9516yrs283
Nuclear power generation in Germanyr=0.915yrs278
Arson in Texasr=0.9116yrs276
GMO use in cotton in Texasr=0.9316yrs274
Popularity of the first name Cierar=0.9516yrs273
Petroluem consumption in Ukrainer=0.9215yrs268
Burglaries in Colorador=0.9116yrs266
Popularity of the first name Blancar=0.9516yrs263
Gasoline pumped in Portugalr=0.9116yrs257
Motor vehicle thefts in Michiganr=0.9116yrs256
The number of postal service machine operators in Arkansasr=0.9516yrs254
Popularity of the first name Kasandrar=0.9516yrs253
Gasoline pumped in Czechiar=0.916yrs246
The number of computer programmers in Iowar=0.9416yrs244
Popularity of the first name Breonnar=0.9516yrs243
Gasoline pumped in Greecer=0.916yrs236
The number of postal service machine operators in Louisianar=0.9516yrs234
Popularity of the first name Ebonir=0.9516yrs233
Kerosene used in Indonesiar=0.9115yrs226
The number of postal service machine operators in Oklahomar=0.9516yrs224
Popularity of the first name Estefanir=0.9516yrs223
Gasoline pumped in Norwayr=0.916yrs216
The number of postal service machine operators in Pennsylvaniar=0.9516yrs214
Popularity of the first name Lizethr=0.9516yrs213
Gasoline pumped in Serbiar=0.9115yrs206
The number of postal service machine operators in Virginiar=0.9516yrs204
Gasoline pumped in American Samoar=0.915yrs194
The number of bill collectors in District of Columbiar=0.9415yrs194
Jet fuel used in American Samoar=0.915yrs184
The number of conveyor operators in Alabamar=0.9416yrs183
Liquefied petroleum gas used in Barbadosr=0.915yrs174
The number of postal service machine operators in Colorador=0.9416yrs173
The number of typists in District of Columbiar=0.9416yrs163


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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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