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Data source: Statista
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Total Federal Construction Expenditure in the United States correlates with...

VariableCorrelationYearsHas img?
Votes for the Democratic Presidential candidate in North Carolinar=0.876yrsNo
The price of goldr=0.8716yrsNo
The number of food scientists and technologists in North Carolinar=0.8419yrsYes!
Air quality in Grand Rapids, Michiganr=0.7624yrsNo



Total Federal Construction Expenditure in the United States also correlates with...

VariableCorrelationYearsSys. Score
Biomass power generated in Netherlandsr=0.923yrs376
Number of Las Vegas Hotel Room Check-Insr=0.9415yrs375
London Gold Pricesr=0.9414yrs368
Organic Food Sales Volume in the United Statesr=0.9213yrs364
The number of university political science teachers in Arkansasr=0.9119yrs352
The number of cardiovascular technicians in Floridar=0.9120yrs352
The number of training and development managers in Virginiar=0.9119yrs352
Hydopower energy generated in Brazilr=0.923yrs346
US household spending on property taxesr=0.8923yrs342
Popularity of the first name Sophier=0.8724yrs339
Global shipwrecks r=0.8716yrs338
Petroluem consumption in Afghanistanr=0.8723yrs338
The number of urban planners in Californiar=0.920yrs321
Ticket sales for Minnesota Twins gamesr=0.8821yrs320
Votes for the Democratic Presidential candidate in Alaskar=0.976yrs316
Votes for the Democratic Presidential candidate in Marylandr=0.966yrs314
Votes for the Democratic Presidential candidate in North Carolinar=0.966yrs314
Gasoline pumped in Afghanistanr=0.8723yrs308
New York Times Fiction Best Sellersr=0.8516yrs304
Liquefied petroleum gas used in Congo-Brazzaviller=0.8723yrs298
Gasoline pumped in Angolar=0.8623yrs286
Air quality in Vicksburg, Mississippir=0.957yrs284
Votes for the Democratic Presidential candidate in Virginiar=0.966yrs284
The number of postsecondary art, drama, and music teachers in Arkansasr=0.919yrs280
Jet fuel used in Gambiar=0.8522yrs274
Votes for the Democratic Presidential candidate in South Carolinar=0.956yrs272
The number of university philosophy and religion teachers in Tennesseer=0.8920yrs270
The number of marriage therapists in New Jerseyr=0.8820yrs258
The number of civil engineers in Alaskar=0.8720yrs246
The number of colelge chemistry teachers in Arkansasr=0.8719yrs236
Air quality in Blytheville, Arkansasr=0.947yrs232
Votes for the Democratic Presidential candidate in Nevadar=0.956yrs232
Popularity of the first name Lilar=0.8524yrs231
Popularity of the first name Cooperr=0.8424yrs230
Customer satisfaction with Southwest Airlinesr=0.8323yrs230
GMO use in cornr=0.7923yrs228
The number of university engineering teachers in Michiganr=0.8620yrs225
Number of public school students in 12th grader=0.7824yrs225
Agnico Eagle Mines' stock price (AEM)r=0.8221yrs225
Customer satisfaction with Appler=0.7923yrs224
Air quality in Blytheville, Arkansasr=0.947yrs222
Votes for the Republican Presidential candidate in Arkansasr=0.956yrs222
Hollister retail store count worldwider=0.7923yrs222
Air quality in Dodge Cityr=0.8324yrs216
Air quality in Dodge Cityr=0.8324yrs216
The number of pharmacists in Virginiar=0.8520yrs215
GMO use in cotton in Californiar=0.8423yrs213
GMO use in corn grown in Indianar=0.8123yrs212
Votes for the Democratic Presidential candidate in Delawarer=0.946yrs211
Ticket sales for Boston Red Sox gamesr=0.8321yrs208
The number of college psychology teachers in Arkansasr=0.8619yrs204
Votes for the Democratic Presidential candidate in Virginiar=0.946yrs201
Popularity of the first name Madilynr=0.8324yrs198
The number of anesthesiologists in Californiar=0.8619yrs194
Votes for the Republican Presidential candidate in Massachusettsr=0.936yrs190
Popularity of the first name Micahr=0.8224yrs186
Air quality in Truckee, Californiar=0.8424yrs184
The number of tax preparers in Marylandr=0.8520yrs184
GMO use in corn grown in Michiganr=0.823yrs180
Votes for the Republican Presidential candidate in Mississippir=0.936yrs180
Popularity of the first name Giovannir=0.8224yrs176
The number of personal financial advisors in Alaskar=0.8718yrs174
Air quality in Truckee, Californiar=0.8324yrs172
Votes for the Democratic Presidential candidate in New Hampshirer=0.936yrs170
GMO use in corn grown in Iowar=0.7923yrs168
Popularity of the first name Cruzr=0.8224yrs166
Nuclear power generation in Romaniar=0.8523yrs163
Votes for the Republican Presidential candidate in Virginiar=0.936yrs160
GMO use in corn grown in Kansasr=0.7923yrs158
Popularity of the first name Laylar=0.8224yrs156
Votes for the Democratic Presidential candidate in Colorador=0.936yrs150
Fossil fuel use in Norwayr=0.8323yrs150
GMO use in corn grown in Wisconsinr=0.7923yrs148
Popularity of the first name Madelynnr=0.8224yrs146
Air quality in Bremerton, Washingtonr=0.8224yrs141
Electricity generation in El Salvadorr=0.8223yrs138
Popularity of the first name Jonahr=0.8124yrs135
The number of printing press operators in Oklahomar=0.913yrs134
Electricity generation in Netherlandsr=0.8223yrs128
Popularity of the first name Gradyr=0.8124yrs125
The number of credit counselors in Indianar=0.8913yrs122
Petroluem consumption in Bruneir=0.8423yrs118
Popularity of the first name Juder=0.8124yrs115
The number of librarians in North Carolinar=0.8616yrs111
Petroluem consumption in Togor=0.8423yrs108
Popularity of the first name Julienr=0.824yrs104
Electricity generation in Antigua and Barbudar=0.8123yrs97
Popularity of the first name Leilar=0.824yrs94
Renewable energy production in Bhutanr=0.8123yrs87
Popularity of the first name Lilianar=0.7924yrs82
Hydopower energy generated in Bhutanr=0.8123yrs77
Popularity of the first name Phoeber=0.7924yrs72
Fossil fuel use in Grenadar=0.8123yrs67
Popularity of the first name Andersonr=0.7924yrs62
Petroluem consumption in Bosnia and Herzegovinar=0.8323yrs57
Popularity of the first name Lianar=0.7824yrs50
Petroluem consumption in Cameroonr=0.8323yrs47
Popularity of the first name Jazlynr=0.7824yrs40
Electricity generation in Cyprusr=0.823yrs36
Popularity of the first name Chanar=0.7824yrs30


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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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