Top variables that correlate with Votes for the Republican Presidential candidate in Pennsylvania

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Data source: MIT Election Data and Science Lab, Harvard Dataverse
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Votes for the Republican Presidential candidate in Pennsylvania correlates with...

Variable	Correlation	Years	Has img?
American cheese consumption	r=0.95	8yrs	Yes!
Annual Revenue of Walt Disney Company	r=0.94	8yrs	No
Points scored by the Pittsburgh Steelers	r=0.82	12yrs	No

Votes for the Republican Presidential candidate in Pennsylvania also correlates with...

Variable	Correlation	Years	Sys. Score
Liquefied petroleum gas used in Turkmenistan	r=0.99	8yrs	401
Air quality in St. Marys, Pennsylvania	r=0.98	8yrs	374
Geothermal power generated in Costa Rica	r=0.97	8yrs	371
Number of Registered Vehicles in the US	r=0.96	8yrs	348
Frank Lampard's Premier League goal tally	r=0.98	6yrs	346
Petroluem consumption in Turkmenistan	r=0.96	8yrs	346
Annual US household spending on poultry	r=0.97	6yrs	332
US Tree Nut Consumption per Person	r=0.95	6yrs	330
Annual US household spending on laundry and cleaning supplies	r=0.95	6yrs	330
Milk-fat consumption	r=0.94	8yrs	322
Gender pay gap in the U.S.	r=0.94	8yrs	318
Number of public school students in 11th grade	r=0.94	8yrs	318
Number of public school students in 7th grade	r=0.93	8yrs	316
Number of public school students in 8th grade	r=0.93	8yrs	316
Number of households headed by single fathers in the United States	r=0.93	8yrs	315
Inflation in the US	r=0.93	8yrs	314
Hispanic cheese consumption	r=0.93	7yrs	305
Number of Lawyers in the United States	r=0.92	8yrs	304
Annual US household spending on meats, poultry, fish, and eggs	r=0.95	6yrs	300
Annual US household spending on housekeeping supplies	r=0.95	6yrs	300
Air quality in State College, Pennsylvania	r=0.92	8yrs	300
Annual US household spending on fish and seafood	r=0.94	6yrs	298
Annual US household spending on small appliances	r=0.94	6yrs	298
US per-person consumption of bottled water	r=0.93	6yrs	296
Annual US household spending on home maintenance	r=0.93	6yrs	296
Annual US household spending on other household products	r=0.93	6yrs	296
Annual US household spending on fresh vegetables	r=0.92	6yrs	295
Grocery store spend in Pennsylvania	r=0.92	6yrs	294
Annual US household spending on household furnishings and equipment	r=0.91	6yrs	294
Food spending in Pennsylvania	r=0.91	6yrs	292
Number of highschoolers in the US	r=0.93	8yrs	286
Electricity generation in Bosnia and Herzegovina	r=0.94	8yrs	286
Popularity of the first name Lana	r=0.88	12yrs	278
Popularity of the first name Leilani	r=0.87	12yrs	277
Number of public school students in 12th grade	r=0.93	8yrs	276
Biomass power generated in Taiwan	r=0.94	8yrs	276
Popularity of the first name Kai	r=0.86	12yrs	276
Mozzarella cheese consumption	r=0.93	7yrs	275
Automotive recalls issued by Keystone RV Company	r=0.9	6yrs	266
Nuclear power generation in Russia	r=0.93	8yrs	265
American-type cheese consumption	r=0.92	7yrs	264
Air quality in St. Marys, Pennsylvania	r=0.87	8yrs	262
Intel Corporation's annual revenue	r=0.87	9yrs	260
Restaurant spending in Pennsylvania	r=0.86	6yrs	258
Hydopower energy generated in Slovenia	r=0.93	8yrs	255
Italian-type cheese consumption	r=0.92	7yrs	254
Number of public school students in 10th grade	r=0.92	8yrs	250
Popularity of the first name Rory	r=0.86	12yrs	246
Liquefied petroleum gas used in Benin	r=0.95	8yrs	245
Cream and Neufchatel cheese consumption	r=0.92	7yrs	244
Annual US household spending on furniture	r=0.91	6yrs	244
Annual US household spending on major appliances	r=0.91	6yrs	239
Gasoline pumped in Turkmenistan	r=0.94	8yrs	234
Cheddar cheese consumption	r=0.91	7yrs	232
Annual US household spending on health insurance	r=0.9	6yrs	232
US Bottled Water Consumption per Person	r=0.92	6yrs	231
Jet fuel used in Bangladesh	r=0.9	11yrs	220
Natural cheese consumption	r=0.94	7yrs	219
Popularity of the first name Elle	r=0.87	9yrs	219
US Wind Power Generation Capacity	r=0.88	6yrs	209
Popularity of the first name Kennedi	r=0.87	8yrs	208
US average milk-fat content of cheese (other than cottage cheese)	r=0.92	6yrs	202
US kids in public school	r=0.86	8yrs	201
Fossil fuel use in Eritrea	r=0.94	7yrs	200
Annual US household spending on healthcare	r=0.9	6yrs	197
Number of public school students in 6th grade	r=0.85	8yrs	190
Annual US household spending on fruits and vegetables	r=0.89	6yrs	190
Electricity generation in Azerbaijan	r=0.92	8yrs	188
Annual US household spending on fresh fruits	r=0.89	6yrs	185
Annual US household spending on medical supplies	r=0.89	6yrs	180
Fossil fuel use in Bosnia and Herzegovina	r=0.91	8yrs	177
US household spending on health insurance	r=0.89	6yrs	175
Annual US household spending on eggs	r=0.88	6yrs	169
Yogurt consumption	r=0.88	8yrs	168
Wind power generated in Germany	r=0.9	8yrs	166
Annual US household spending on housing	r=0.88	6yrs	164
Annual US household spending on property taxes	r=0.88	6yrs	159
Electricity generation in Namibia	r=0.91	7yrs	156
Butter consumption	r=0.86	8yrs	156
US household spending on home maintenance	r=0.88	6yrs	154
US household spending on healthcare	r=0.88	6yrs	149
Petroluem consumption in Namibia	r=0.92	8yrs	146
Annual US household spending on bakery products	r=0.87	6yrs	143
US production of cheese (other than cottage cheese)	r=0.88	6yrs	139
US household spending on fresh vegetables	r=0.87	6yrs	138
Gasoline pumped in Comoros	r=0.92	6yrs	134
Annual US household spending on alcoholic beverages	r=0.86	6yrs	131
US milk fat used to produce cheese (excluding cottage cheese)	r=0.88	6yrs	129
Annual US household spending on rented dwellings	r=0.86	6yrs	126
Jet fuel used in Macau	r=0.92	7yrs	124
Annual US household spending on processed vegetables	r=0.85	6yrs	119
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.88	6yrs	118
Gasoline pumped in Namibia	r=0.91	8yrs	114
US average milk-fat content of sour cream	r=0.89	6yrs	108
Petroluem consumption in Palestinian Territories	r=0.92	6yrs	104
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.87	6yrs	96
US milk fat used to produce sour cream	r=0.85	6yrs	84
US average dairy skim-solid content of frozen dairy products	r=0.87	6yrs	74
US dairy skim solids used to produce sour cream	r=0.85	6yrs	63

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^{What is Sys. Score?} 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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