Top variables that correlate with Air quality in Dallas

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Data source: Environmental Protection Agency
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Air quality in Dallas correlates with...

Variable	Correlation	Years	Sys. Score
Liquefied petroleum gas used in Fiji	r=0.87	42yrs	357
Gasoline pumped in Kazakhstan	r=0.86	30yrs	344
Average milk produced per cow in the US	r=0.78	43yrs	264
Total number of automotive recalls	r=0.76	43yrs	260
Automotive recalls issued by BMW of North America	r=0.74	43yrs	260
Automotive recalls for issues with the Power Train	r=0.74	43yrs	255
Patents granted in the US	r=0.8	41yrs	250
Automotive recalls for issues with the Electrical System	r=0.71	43yrs	250
Renewable energy production in Bhutan	r=0.84	42yrs	250
Automotive recalls issued by Keystone RV Company	r=0.78	25yrs	248
Automotive recalls issued by Honda	r=0.66	43yrs	248
Total number of live births in Australia	r=0.82	43yrs	247
Hotdogs consumed by Nathan's Hot Dog Eating Competition Champion	r=0.77	43yrs	246
Automotive recalls issued by Nissan North America	r=0.65	43yrs	246
Patents granted in the US	r=0.79	41yrs	245
Automotive recalls issued by Mercedes-Benz USA	r=0.64	43yrs	244
Automotive recalls for issues with the Seats	r=0.66	43yrs	243
US Annual Tax Revenue	r=0.79	42yrs	242
Automotive recalls for issues with the Air Bags	r=0.72	33yrs	242
Customer satisfaction with Dillard's	r=0.75	27yrs	242
USA Population	r=0.78	43yrs	241
U.S. direct investment abroad	r=0.84	22yrs	230
US production of cheese (other than cottage cheese)	r=0.83	22yrs	228
US production of sour cream	r=0.83	22yrs	228
Popularity of the first name Vivian	r=0.83	43yrs	227
Popularity of the first name Callie	r=0.83	43yrs	227
Popularity of the first name Marlee	r=0.82	43yrs	226
Number of firearms manufactured in the US	r=0.72	36yrs	225
Budget for largest movie production	r=0.65	43yrs	224
Intel Corporation's annual revenue	r=0.7	36yrs	222
Average temperature in Sydney	r=0.64	43yrs	222
UEFA European Cup and Champions League Top Scorer's Goal Count	r=0.64	43yrs	220
Hydopower energy generated in Bhutan	r=0.84	42yrs	220
US Shoe Store Sales	r=0.72	30yrs	219
GMO use in corn	r=0.83	24yrs	216
Restaurant spending in Texas	r=0.84	24yrs	212
The number of movies Willem Dafoe appeared in	r=0.66	44yrs	212
Food spending in Texas	r=0.84	24yrs	210
Kellogg's stock price (K)	r=0.78	22yrs	210
Customer satisfaction with AT&T	r=0.8	18yrs	210
Electricity generation in Jordan	r=0.83	42yrs	209
US Tree Nut Consumption per Person	r=0.83	22yrs	208
Number of times 14 was a winning Mega Millions number	r=0.75	22yrs	208
Grocery store spend in Texas	r=0.83	24yrs	208
Trip.com Group's stock price (TCOM)	r=0.78	20yrs	208
US household spending on health insurance	r=0.83	23yrs	208
GMO use in cotton in Texas	r=0.8	23yrs	207
GMO use in cotton	r=0.8	23yrs	207
Gilead Sciences' stock price (GILD)	r=0.76	22yrs	207
The distance between Neptune and Uranus	r=0.67	44yrs	207
Geothermal power generated in New Zealand	r=0.83	42yrs	199
US milk fat used to produce cheese (excluding cottage cheese)	r=0.83	22yrs	198
Popularity of the first name Lucas	r=0.81	43yrs	194
Total hydopower energy generated globally	r=0.82	42yrs	188
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.83	22yrs	186
Popularity of the first name Nolan	r=0.81	43yrs	184
Total geothermal power generated globally	r=0.82	42yrs	178
US milk fat used to produce whey products (net)	r=0.81	22yrs	174
Popularity of the first name Ruby	r=0.81	43yrs	174
Fossil fuel use in Algeria	r=0.82	42yrs	168
US milk fat used to produce yogurt	r=0.81	22yrs	164
Popularity of the first name Clara	r=0.81	43yrs	164
Electricity generation in Bangladesh	r=0.82	42yrs	158
Automotive recalls issued by Chrysler	r=0.6	43yrs	158
Popularity of the first name Sawyer	r=0.81	43yrs	154
Italian-type cheese consumption	r=0.85	27yrs	153
Fossil fuel use in Bangladesh	r=0.82	42yrs	148
Popularity of the first name Alina	r=0.81	43yrs	144
US milk fat used to produce sour cream	r=0.79	22yrs	142
Fossil fuel use in Bolivia	r=0.82	42yrs	138
US Bottled Water Consumption per Person	r=0.78	24yrs	138
Popularity of the first name Liana	r=0.81	43yrs	134
US dairy skim solids used to produce yogurt, nonfrozen	r=0.8	22yrs	132
Biomass power generated in Brazil	r=0.82	42yrs	128
Popularity of the first name Ibrahim	r=0.81	43yrs	124
US dairy skim solids used to produce sour cream	r=0.8	22yrs	122
Renewable energy production in Congo-Kinshasa	r=0.82	42yrs	118
Popularity of the first name Augustus	r=0.81	43yrs	114
Mozzarella cheese consumption	r=0.84	27yrs	112
Hydopower energy generated in Congo-Kinshasa	r=0.82	42yrs	108
Popularity of the first name Evelyn	r=0.8	43yrs	102
Fossil fuel use in Egypt	r=0.82	42yrs	98
Hispanic cheese consumption	r=0.82	26yrs	98
Popularity of the first name Josiah	r=0.8	43yrs	92
Electricity generation in Gibraltar	r=0.82	42yrs	88
American-type cheese consumption	r=0.8	27yrs	86
Popularity of the first name Cecilia	r=0.8	43yrs	82
Electricity generation in Honduras	r=0.82	42yrs	78
Natural cheese consumption	r=0.84	27yrs	74
Popularity of the first name Quinn	r=0.8	43yrs	72
Fossil fuel use in India	r=0.82	42yrs	68
Butter consumption	r=0.75	32yrs	63
Popularity of the first name Tucker	r=0.8	43yrs	62
Electricity generation in Libya	r=0.82	42yrs	58
Popularity of the first name Lucy	r=0.8	43yrs	52
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.84	22yrs	48
Popularity of the first name Lukas	r=0.8	43yrs	42
Cream and Neufchatel cheese consumption	r=0.75	27yrs	38
Popularity of the first name Leonardo	r=0.8	43yrs	32
Milk-fat consumption	r=0.71	32yrs	27
Muenster cheese consumption	r=0.74	27yrs	16

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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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