Top variables that correlate with Air quality in Atlanta

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

Variable	Correlation	Years	Sys. Score
Customer satisfaction with Dillard's	r=0.86	27yrs	364
Google searches for 'i have the flu'	r=0.87	20yrs	358
Biomass power generated in Singapore	r=0.86	32yrs	348
Electricity generation in Kazakhstan	r=0.86	30yrs	346
Wind power generated in Latvia	r=0.88	26yrs	346
U.S. direct investment abroad	r=0.87	22yrs	340
US milk fat used to produce yogurt	r=0.88	22yrs	340
US dairy skim solids used to produce yogurt, nonfrozen	r=0.88	22yrs	338
Global Net Sales for Walmart	r=0.88	17yrs	335
The number of occupational therapists in Georgia	r=0.86	20yrs	335
GMO use in corn	r=0.88	24yrs	328
GMO use in cotton	r=0.87	23yrs	322
US household spending on healthcare	r=0.88	23yrs	321
US household spending on health insurance	r=0.87	23yrs	320
How professional-sounding SmarterEveryDay YouTube video titles are	r=0.87	17yrs	320
Annual US household spending on telephone services	r=0.86	23yrs	318
Annual US household spending on education	r=0.87	21yrs	318
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.86	22yrs	316
Annual US household spending on healthcare	r=0.85	23yrs	316
Annual US household spending on health insurance	r=0.85	23yrs	316
US household spending on fresh fruits	r=0.85	23yrs	316
Wind power generated in Czechia	r=0.87	22yrs	310
Biomass power generated in India	r=0.86	23yrs	300
Biomass power generated in Slovenia	r=0.86	23yrs	290
US average milk-fat content of yogurt, nonfrozen	r=0.87	22yrs	286
Biomass power generated in Lithuania	r=0.86	21yrs	278
US average dairy skim-solid content of yogurt, nonfrozen	r=0.85	22yrs	272
Gasoline pumped in Micronesia	r=0.87	22yrs	267
Automotive recalls issued by Hyundai Motor America	r=0.74	37yrs	254
Automotive recalls for issues with the Electrical System	r=0.72	43yrs	252
Automotive recalls issued by BMW of North America	r=0.69	43yrs	252
Petroluem consumption in Timor-Leste	r=0.85	19yrs	251
Automotive recalls issued by Mercedes-Benz USA	r=0.66	43yrs	248
Colgate-Palmolive Company's stock price (CL)	r=0.83	22yrs	248
Dominion Energy's stock price (D)	r=0.82	22yrs	246
Customer satisfaction with Southwest Airlines	r=0.77	28yrs	246
Fomento Econ's stock price (FMX)	r=0.81	22yrs	244
Total number of automotive recalls	r=0.64	43yrs	242
Intel Corporation's annual revenue	r=0.79	36yrs	236
Number of Lawyers in the United States	r=0.75	34yrs	235
Inflation in the US	r=0.81	31yrs	234
Number of firearms manufactured in the US	r=0.78	36yrs	234
Number of households headed by single fathers in the United States	r=0.79	32yrs	233
Gender pay gap in the U.S.	r=0.78	32yrs	233
Ticket prices at North American movie theaters	r=0.84	22yrs	232
Hotdogs consumed by Nathan's Hot Dog Eating Competition Champion	r=0.68	43yrs	232
Annual Revenue of Walt Disney Company	r=0.76	32yrs	230
The distance between Neptune and Uranus	r=0.82	44yrs	230
Total number of live births in Australia	r=0.7	43yrs	229
Patents granted in the US	r=0.66	41yrs	228
Popularity of the first name Melody	r=0.84	43yrs	228
Yearly Total Gross Income of US Farms	r=0.81	23yrs	227
Google searches for 'tummy ache'	r=0.83	20yrs	227
Popularity of the first name Gwendolyn	r=0.83	43yrs	227
The number of mechanical engineers in Georgia	r=0.84	20yrs	227
The number of electrical engineers in Georgia	r=0.83	20yrs	226
Patents granted in the US	r=0.66	41yrs	226
Popularity of the first name Jane	r=0.81	43yrs	224
Biogen's stock price (BIIB)	r=0.8	22yrs	213
ONEOK's stock price (OKE)	r=0.8	22yrs	203
The number of physical therapists in Georgia	r=0.83	20yrs	196
The number of medical assistants in Georgia	r=0.82	20yrs	184
US production of cheese (other than cottage cheese)	r=0.85	22yrs	180
Total budget of Marvel comic-based films released	r=0.72	35yrs	177
US Wind Power Generation Capacity	r=0.82	23yrs	172
US milk fat used to produce cheese (excluding cottage cheese)	r=0.85	22yrs	170
Total Sales at Clothing and Accessories Stores	r=0.74	31yrs	166
Economic output of Washington metro area	r=0.83	21yrs	161
US milk fat used to produce sour cream	r=0.85	22yrs	160
Electricity generation in Zambia	r=0.81	42yrs	156
Number of websites on the internet	r=0.75	28yrs	156
Number of internet users	r=0.78	24yrs	150
US production of yogurt, nonfrozen	r=0.84	22yrs	149
Renewable energy production in Zambia	r=0.81	42yrs	146
Total employee count at Continental AG	r=0.79	24yrs	145
US Shoe Store Sales	r=0.75	30yrs	139
US production of sour cream	r=0.84	22yrs	139
Hydopower energy generated in Zambia	r=0.81	42yrs	136
Number of Registered Vehicles in the US	r=0.74	32yrs	134
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.85	22yrs	129
Christmas Price Index in the United States	r=0.74	31yrs	128
Global plane crashes	r=0.66	43yrs	123
Electricity generation in Equatorial Guinea	r=0.79	42yrs	123
US dairy skim solids used to produce sour cream	r=0.85	22yrs	119
Adidas Group's Global Net Sales	r=0.81	23yrs	117
Fossil fuel use in Madagascar	r=0.79	42yrs	113
Annual count of part-time employees in the United States	r=0.72	33yrs	112
US production of whey products (net)	r=0.83	22yrs	108
Biomass power generated in El Salvador	r=0.78	42yrs	102
US production of butter	r=0.82	22yrs	96
Fossil fuel use in Equatorial Guinea	r=0.78	42yrs	92
US milk fat used to produce butter	r=0.82	22yrs	86
Biomass power generated in Italy	r=0.78	42yrs	82
US dairy skim solids used to produce whey products	r=0.83	22yrs	76
Biomass power generated in Nicaragua	r=0.78	42yrs	72
US production of dry milk products (net)	r=0.81	22yrs	64
Hydopower energy generated in Sudan	r=0.78	42yrs	62
US dairy skim solids used to produce butter	r=0.82	22yrs	54
Jet fuel used in Bangladesh	r=0.8	42yrs	52
US dairy skim solids used to produce dry milk products	r=0.82	22yrs	44
US milk fat used to produce whey products (net)	r=0.8	22yrs	33

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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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