Top variables that correlate with Air quality in San Antonio, Texas

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Data source: Environmental Protection Agency
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Air quality in San Antonio, Texas correlates with...

Variable	Correlation	Years	Sys. Score
Total number of live births in Australia	r=0.64	43yrs	220
Gasoline pumped in Kazakhstan	r=0.74	30yrs	220
Kerosene used in Kuwait	r=0.65	42yrs	219
Gasoline pumped in Mongolia	r=0.65	42yrs	219
Kellogg's stock price (K)	r=0.79	22yrs	212
Telkom Indonesia (Persero) Tbk PT's stock price (Persero)	r=0.78	22yrs	210
GMO use in corn	r=0.78	24yrs	208
Automotive recalls issued by Keystone RV Company	r=0.72	25yrs	208
Rogers Communications' stock price (RCI)	r=0.77	22yrs	208
Popularity of the first name Raphael	r=0.66	43yrs	202
Popularity of the first name Beatrice	r=0.65	43yrs	200
Popularity of the first name Desmond	r=0.64	43yrs	198
The number of anthropology and archeology teachers in Texas	r=0.81	20yrs	192
The number of urban planners in Texas	r=0.8	20yrs	191
The number of public relations specialists in Texas	r=0.8	20yrs	191
Jet fuel used in Ethiopia	r=0.64	42yrs	188
US milk fat used to produce whey products (net)	r=0.76	22yrs	187
U.S. direct investment abroad	r=0.74	22yrs	186
Customer satisfaction with Verizon	r=0.75	18yrs	183
Customer satisfaction with AT&T	r=0.73	18yrs	180
Jet fuel used in Iran	r=0.64	42yrs	178
Total likes of 3Blue1Brown YouTube videos	r=0.84	9yrs	177
Automotive recalls issued by BMW of North America	r=0.52	43yrs	176
GMO use in corn	r=0.75	24yrs	174
Average milk produced per cow in the US	r=0.5	43yrs	172
GMO use in cotton in Texas	r=0.77	23yrs	172
Customer satisfaction with Dillard's	r=0.62	27yrs	172
US household spending on pets, toys, and hobbies	r=0.77	23yrs	170
Italian-type cheese consumption	r=0.69	27yrs	169
Total number of automotive recalls	r=0.49	43yrs	169
Jet fuel used in Tanzania	r=0.63	42yrs	166
Annual US household spending on pets, toys, and hobbies	r=0.74	23yrs	165
Restaurant spending in Texas	r=0.72	24yrs	164
Total length of Casually Explained YouTube videos	r=0.75	9yrs	164
Physical album shipment volume in the United States	r=-0.78	24yrs	163
Total regular season games played by Nicklas Backstrom	r=0.74	21yrs	163
Food spending in Texas	r=0.73	24yrs	163
Grocery store spend in Texas	r=0.73	24yrs	163
The number of pharmacists in Texas	r=0.78	20yrs	160
Exxon Mobil's stock price (XOM)	r=0.69	22yrs	152
The number of civil engineers in Texas	r=0.78	20yrs	148
Chevron's stock price (CVX)	r=0.73	22yrs	142
Mozzarella cheese consumption	r=0.69	27yrs	139
GMO use in cotton in Texas	r=0.74	23yrs	138
The number of college psychology teachers in Texas	r=0.77	20yrs	136
Popularity of the first name Dean	r=0.61	43yrs	134
EOG Resources' stock price (EOG)	r=0.72	22yrs	131
Geothermal power generated in Guatemala	r=0.74	24yrs	128
The number of welders in Texas	r=0.77	20yrs	126
GMO use in cotton	r=0.73	23yrs	126
Popularity of the first name Elliot	r=0.61	43yrs	124
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.74	22yrs	122
Gilead Sciences' stock price (GILD)	r=0.71	22yrs	120
Electricity generation in Libya	r=0.62	42yrs	118
GMO use in cotton	r=0.72	23yrs	115
Popularity of the first name Elliott	r=0.61	43yrs	114
Edison International's stock price (EIX)	r=0.71	22yrs	110
Fossil fuel use in Libya	r=0.62	42yrs	108
Popularity of the first name Marlee	r=0.61	43yrs	104
Fomento Econ's stock price (FMX)	r=0.7	22yrs	98
Renewable energy production in Bhutan	r=0.61	42yrs	96
The number of university physics teachers in Texas	r=0.76	20yrs	95
Popularity of the first name Bronson	r=0.61	43yrs	94
CVS stock price (CVS)	r=0.68	22yrs	88
Hydopower energy generated in Bhutan	r=0.61	42yrs	86
The number of groundskeepers in Texas	r=0.76	20yrs	85
Popularity of the first name Jane	r=0.6	43yrs	82
Electricity generation in Georgia	r=0.69	30yrs	76
RTX Corp's stock price (RTX)	r=0.69	22yrs	76
The number of pharmacy technicians in Texas	r=0.75	20yrs	74
Popularity of the first name Graham	r=0.6	43yrs	72
Electricity generation in Uruguay	r=0.61	42yrs	66
British American Tobacco p.l.c.'s stock price (BTI)	r=0.68	22yrs	65
The number of production, planning, and expediting clerks in Texas	r=0.75	20yrs	64
Popularity of the first name Sawyer	r=0.6	43yrs	62
Liquefied petroleum gas used in Belgium	r=0.62	43yrs	56
Sempra's stock price (SRE)	r=0.68	22yrs	55
Popularity of the first name Clark	r=0.6	43yrs	52
The number of respiratory therapists in Texas	r=0.74	20yrs	52
Liquefied petroleum gas used in Gambia	r=0.76	22yrs	46
Royal Bank of Canada's stock price (RY)	r=0.67	22yrs	44
Popularity of the first name Scarlett	r=0.6	43yrs	42
The number of waiters and waitresses in Texas	r=0.74	20yrs	42
Electricity generation in Equatorial Guinea	r=0.6	42yrs	34
Novartis AG's stock price (NVS)	r=0.66	22yrs	32
Popularity of the first name Colt	r=0.6	43yrs	32
Fossil fuel use in Equatorial Guinea	r=0.6	42yrs	24
Unilever's stock price (UL)	r=0.66	22yrs	22
Popularity of the first name Cali	r=0.6	43yrs	22
Biomass power generated in India	r=0.72	23yrs	14
Altria Group's stock price (MO)	r=0.66	22yrs	12
Popularity of the first name Paxton	r=0.6	43yrs	12
Gasoline pumped in Algeria	r=0.62	42yrs	4
Colgate-Palmolive Company's stock price (CL)	r=0.66	22yrs	2
Popularity of the first name Delilah	r=0.6	43yrs	2
Jet fuel used in Cabo Verde	r=0.75	22yrs	-6
Simon Property Group's stock price (SPG)	r=0.66	22yrs	-8
Popularity of the first name Lincoln	r=0.6	43yrs	-8
Dominion Energy's stock price (D)	r=0.66	22yrs	-18
Popularity of the first name Emery	r=0.6	43yrs	-18
Popularity of the first name Leighton	r=0.6	43yrs	-28

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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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