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Data source: Bureau of Labor Statistics
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Annual US household spending on transportation correlates with...

VariableCorrelationYearsHas img?
American Express Company's stock price (AXP)r=0.9421yrsNo
Brookfield's stock price (BN)r=0.721yrsYes!


Annual US household spending on transportation also correlates with...

VariableCorrelationYearsSys. Score
Annual Revenue of Walt Disney Companyr=0.9523yrs414
US GDP per capitar=0.9714yrs406
McDonald's stock price (MCD)r=0.9321yrs401
Costco Wholesale's stock price (COST)r=0.9221yrs400
Yum! Brands' stock price (YUM)r=0.9521yrs400
The number of insurance claims adjusters in Floridar=0.9620yrs392
Average number of comments on Steve Mould's YouTube videosr=0.914yrs391
The number of financial services sales agents in Georgiar=0.9620yrs390
The number of transportation, storage, and distribution managers in Californiar=0.9520yrs388
Sales of LP/Vinyl Albumsr=0.9223yrs386
Global Rice Consumptionr=0.9614yrs384
US Annual Tax Revenuer=0.9522yrs380
Electricity generation in Azerbaijanr=0.9422yrs380
Electricity generation in Guatemalar=0.9422yrs380
Fossil fuel use in Moroccor=0.9422yrs380
Google's Advertising Revenuer=0.9422yrs379
Google's annual advertising revenuer=0.9422yrs379
Google's Annual Global Revenuer=0.9421yrs378
Gender pay gap in the U.S.r=0.9122yrs378
Microsoft's Worldwide Earningsr=0.9421yrs378
Inflation in the USr=0.9223yrs377
US Wind Power Generation Capacityr=0.9223yrs377
Google searches for 'cold shower'r=0.9319yrs376
Google searches for 'tetanus'r=0.9319yrs376
Google searches for 'ice bath'r=0.9319yrs376
xkcd comics published about outer spacer=0.9215yrs375
US production of cheese (other than cottage cheese)r=0.9122yrs374
US milk fat used to produce cheese (excluding cottage cheese)r=0.9122yrs374
US dairy skim solids used to produce cheese (other than cottage cheese)r=0.9122yrs373
Rockwell Automation's stock price (ROK)r=0.9521yrs370
Food spending in South Dakotar=0.9621yrs370
Automotive recalls issued by Volkswagen Group of Americar=0.8723yrs364
The average number of likes on MrBeast's YouTube videosr=0.9411yrs364
Number of edits to the Wikipedia article for Elon Muskr=0.8819yrs362
Church & Dwight Co.'s stock price (CHD)r=0.9521yrs360
Automotive recalls for issues with the Electrical Systemr=0.8723yrs360
Popularity of the first name Kair=0.9523yrs360
Popularity of the first name Leilanir=0.9523yrs360
The number of accountants and auditors in Indianar=0.9520yrs358
Raymond James Financial's stock price (RJF)r=0.9521yrs350
Fossil fuel use in Azerbaijanr=0.9322yrs349
The number of veterinary technologists and technicians in Iowar=0.9520yrs348
Google searches for 'when is new years'r=0.9119yrs343
Electricity generation in Hondurasr=0.9322yrs339
Berkshire Hathaway's stock price (BRK.A)r=0.9421yrs338
The number of truck drivers in Illinoisr=0.9713yrs334
Milk-fat consumptionr=0.9222yrs334
Google searches for 'best colleges'r=0.9119yrs333
Biomass power generated in Japanr=0.9322yrs329
Berkshire Hathaway's stock price (BRK.B)r=0.9421yrs328
Average Cost of a 30-Second Ad Commercial during the Academy Awardsr=0.9121yrs324
The number of compliance officers in Nevadar=0.9613yrs323
Google searches for 'reddit'r=0.9315yrs322
Butter consumptionr=0.9122yrs322
Electricity generation in Senegalr=0.9322yrs319
Global Puma Salesr=0.9417yrs319
UnitedHealth Group's stock price (UNH)r=0.9421yrs318
Number of Registered Vehicles in the USr=0.9122yrs314
The number of truck drivers in Ohior=0.9613yrs313
Mozzarella cheese consumptionr=0.9122yrs312
Google searches for 'how to learn python'r=0.9116yrs310
Gasoline pumped in Mongoliar=0.9522yrs309
Union Pacific's stock price (UNP)r=0.9421yrs308
Annual Revenue of the Lego Groupr=0.9120yrs307
The number of truck drivers in Nevadar=0.9513yrs302
Average milk produced per cow in the USr=0.8623yrs301
Total renewable energy production globallyr=0.9222yrs298
US hotel industry's revenue per available roomr=0.9414yrs298
The number of compliance officers in Texasr=0.9513yrs292
Google searches for 'how to move to europe'r=0.8619yrs292
Italian-type cheese consumptionr=0.922yrs290
Elevance Health's stock price (ELV)r=0.9421yrs288
Total wind power generated globallyr=0.9222yrs288
The number of computer network architects in Colorador=0.9711yrs282
The Sherwin-Williams Company's stock price (SHW)r=0.9321yrs278
Nuclear power generation in Chinar=0.9222yrs278
The number of nurse practitioners in Idahor=0.9611yrs271
CSX Corporation's stock price (CSX)r=0.9421yrs268
Renewable energy production in Chinar=0.9222yrs268
The number of human resources specialists in Mississippir=0.9611yrs261
Amphenol's stock price (APH)r=0.9421yrs258
Wind power generated in Denmarkr=0.9222yrs258
The number of market research analysts in New Hampshirer=0.9611yrs251
Norfolk Southern's stock price (NSC)r=0.9421yrs248
Fossil fuel use in Eritrear=0.9222yrs248
The number of special education teachers in South Dakotar=0.9611yrs241
The Hershey Company's stock price (HSY)r=0.9421yrs238
Wind power generated in Germanyr=0.9222yrs238
The number of human resources specialists in Utahr=0.9611yrs231
Crown Castle's stock price (CCI)r=0.9421yrs228
Electricity generation in Kenyar=0.9222yrs228
The number of computer user support specialists in Oregonr=0.9511yrs220
W.W. Grainger's stock price (GWW)r=0.9421yrs218
Fossil fuel use in Malir=0.9222yrs218
The number of Breweries in the United Statesr=0.9123yrs213
Hydopower energy generated in Perur=0.9222yrs208
The Home Depot's stock price (HD)r=0.9321yrs206
US Bottled Water Consumption per Personr=0.923yrs200
Fossil fuel use in Senegalr=0.9222yrs198
Electricity generation in Vietnamr=0.9222yrs188


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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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