Top variables that correlate with Air quality in Beaumont, Texas

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

Variable	Correlation	Years	Sys. Score
The number of janitors and cleaners in Texas	r=0.9	20yrs	371
Biomass power generated in Solomon Islands	r=0.91	16yrs	370
The number of sonographers in Texas	r=0.89	20yrs	341
Global Net Sales for Walmart	r=0.9	17yrs	338
The number of postsecondary art, drama, and music teachers in Texas	r=0.88	20yrs	338
China's Annual Passenger Car Production	r=0.86	18yrs	333
Wind power generated in Bulgaria	r=0.85	18yrs	333
Global annual electricity generation	r=0.85	18yrs	332
Gasoline pumped in Timor-Leste	r=0.85	19yrs	331
GMO use in corn grown in Texas	r=0.85	19yrs	318
US household spending on rented dwellings	r=0.86	23yrs	318
US household spending on fresh fruits	r=0.85	23yrs	316
The number of dentists in Texas	r=0.88	19yrs	308
The number of optometrists in Texas	r=0.86	20yrs	296
The number of pharmacists in Texas	r=0.86	20yrs	286
The number of restaurant cooks in Texas	r=0.87	20yrs	276
Amazon's Annual Outbound Shipping Expenditure in Millions	r=0.86	11yrs	273
The number of medical assistants in Texas	r=0.86	20yrs	265
The number of security guards in Texas	r=0.86	20yrs	255
The number of bartenders in Texas	r=0.85	20yrs	245
The number of bakers in Texas	r=0.86	20yrs	235
US production of dry milk products (net)	r=0.83	22yrs	228
Google searches for 'how to make baby'	r=0.84	20yrs	228
Annual Revenue of the Lego Group	r=0.84	20yrs	227
The number of clergy in Texas	r=0.85	20yrs	224
US Wind Power Generation Capacity	r=0.8	23yrs	224
US milk fat used to produce dry milk products	r=0.81	22yrs	224
US dairy skim solids used to produce dry milk products	r=0.82	22yrs	224
The number of respiratory therapists in Texas	r=0.85	20yrs	214
Jet fuel used in Nauru	r=0.82	42yrs	214
The Walt Disney Company's stock price (DIS)	r=0.77	22yrs	213
Colgate-Palmolive Company's stock price (CL)	r=0.79	22yrs	212
Google searches for 'President phone number'	r=0.77	20yrs	211
Annual US household spending on poultry	r=0.84	23yrs	210
CVS stock price (CVS)	r=0.75	22yrs	208
US household spending on fresh vegetables	r=0.83	23yrs	208
US household spending on healthcare	r=0.82	23yrs	207
GMO use in cotton in Texas	r=0.79	23yrs	206
US household spending on health insurance	r=0.81	23yrs	206
The number of occupational health and safety technicians in Texas	r=0.86	19yrs	204
Customer satisfaction with gas stations	r=0.68	27yrs	202
Annual US household spending on rented dwellings	r=0.79	23yrs	202
Annual US household spending on health insurance	r=0.79	23yrs	202
US household spending on fruits and vegetables	r=0.79	23yrs	202
Annual US household spending on fresh fruits	r=0.78	23yrs	201
Popularity of the first name Laurel	r=0.62	43yrs	196
Ticket prices at North American movie theaters	r=0.79	22yrs	194
Revenue of US Broadcasting Industry	r=0.84	17yrs	194
Google searches for 'headache remedies'	r=0.81	20yrs	194
US Biomass Energy Production	r=0.83	17yrs	192
U.S. direct investment abroad	r=0.77	22yrs	190
Annual comic book sales in North America	r=0.8	19yrs	190
Apple's annual net income	r=0.81	18yrs	190
Customer satisfaction with TJ Maxx	r=0.82	14yrs	190
Biomass power generated in Papua New Guinea	r=0.82	22yrs	188
Gasoline pumped in Nauru	r=0.71	42yrs	178
US average dairy skim-solid content of yogurt, nonfrozen	r=0.85	22yrs	178
Cognizant Technology Solutions' stock price (CTSH)	r=0.77	22yrs	178
Verizon Communications' stock price (VZ)	r=0.76	22yrs	167
Biomass power generated in Lithuania	r=0.82	21yrs	166
US average milk-fat content of dry milk products (net)	r=0.84	22yrs	166
Google searches for 'tummy ache'	r=0.8	20yrs	162
Dominion Energy's stock price (D)	r=0.76	22yrs	157
Wind power generated in Tunisia	r=0.81	22yrs	156
US average dairy skim-solid content of yogurt, nonfrozen	r=0.82	22yrs	153
Google searches for 'scooby doo where are you'	r=0.79	20yrs	151
Hormel Foods' stock price (HRL)	r=0.75	22yrs	146
Biomass power generated in Nigeria	r=0.8	22yrs	144
Google searches for 'how to make baby'	r=0.78	20yrs	140
Adidas Group's Global Net Sales	r=0.76	23yrs	135
Biomass power generated in Zambia	r=0.8	22yrs	134
Novo Nordisk's stock price (NVO)	r=0.74	22yrs	134
Google's Advertising Revenue	r=0.74	22yrs	129
Google searches for 'how to immigrate to canada'	r=0.74	20yrs	128
Petroluem consumption in Timor-Leste	r=0.84	19yrs	124
Fomento Econ's stock price (FMX)	r=0.74	22yrs	124
Google's annual advertising revenue	r=0.74	22yrs	124
US production of cheese (other than cottage cheese)	r=0.74	22yrs	124
Google searches for 'buy a house'	r=0.76	20yrs	116
Bristol-Myers Squibb's stock price (BMY)	r=0.74	22yrs	114
Petroluem consumption in Micronesia	r=0.81	22yrs	113
Google searches for 'how to hide a body'	r=0.73	20yrs	105
Gilead Sciences' stock price (GILD)	r=0.74	22yrs	104
Petroluem consumption in Tajikistan	r=0.72	30yrs	98
Google searches for 'i have a headache'	r=0.75	20yrs	95
Kimberly-Clark's stock price (KMB)	r=0.73	22yrs	92
The number of university physics teachers in Texas	r=0.85	20yrs	88
Gasoline pumped in Tajikistan	r=0.72	30yrs	88
The number of production, planning, and expediting clerks in Texas	r=0.85	20yrs	78
Jet fuel used in Zimbabwe	r=0.64	42yrs	78
The number of septic tank servicers and sewer pipe cleaners in Texas	r=0.84	20yrs	68
The Coca-Cola Company's stock price (KO)	r=0.73	22yrs	67
Kerosene used in Bermuda	r=0.68	34yrs	66
The number of OSHA specialists in Texas	r=0.85	19yrs	58
HSBC Holdings' stock price (HSBC)	r=-0.84	22yrs	57
The number of occupational therapists in Texas	r=0.84	20yrs	47
The number of surgical technologists in Texas	r=0.84	20yrs	37
Solar power generated in Gambia	r=0.84	17yrs	36
Solar power generated in Greece	r=0.83	18yrs	25
Wind power generated in Lithuania	r=0.82	18yrs	14
Liquefied petroleum gas used in Maldives	r=0.84	18yrs	4

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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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