Top variables that correlate with Air quality in Kalamazoo, Michigan

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Data source: Environmental Protection Agency
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Air quality in Kalamazoo, Michigan correlates with...

Variable	Correlation	Years	Has img?
Total Revenue of the NFL Teams	r=0.9	20yrs	No

Air quality in Kalamazoo, Michigan also correlates with...

Variable	Correlation	Years	Sys. Score
Biomass power generated in India	r=0.86	23yrs	340
The number of mechanical engineers in Michigan	r=0.86	20yrs	335
The number of registered nurses in Michigan	r=0.86	18yrs	333
Restaurant spending in Michigan	r=0.85	24yrs	319
Food spending in Michigan	r=0.86	24yrs	318
Grocery store spend in Michigan	r=0.86	24yrs	318
Assistant Processor salaries in the US	r=0.86	13yrs	306
Public Library Website Visits in the UK	r=0.9	8yrs	296
Master's degrees awarded in Legal professions and studies	r=0.9	10yrs	264
Average number of milk cows in the United States	r=0.75	32yrs	248
Total employee count at Continental AG	r=0.84	24yrs	232
Wind power generated in Czechia	r=0.85	22yrs	232
Petroluem consumption in Kazakhstan	r=0.82	30yrs	232
The number of paralegals in Michigan	r=0.85	18yrs	228
Economic output of Washington metro area	r=0.81	21yrs	224
U.S. direct investment abroad	r=0.8	22yrs	224
US milk fat used to produce dry milk products	r=0.81	22yrs	224
US production of cheese (other than cottage cheese)	r=0.8	22yrs	223
The distance between Saturn and the Sun	r=0.77	33yrs	211
The distance between Saturn and Earth	r=0.77	33yrs	211
The distance between Saturn and Mercury	r=0.77	33yrs	211
Automotive recalls issued by Keystone RV Company	r=0.73	25yrs	210
US household spending on rented dwellings	r=0.84	23yrs	210
Popularity of the first name Walter	r=0.78	32yrs	208
US household spending on healthcare	r=0.83	23yrs	208
US household spending on health insurance	r=0.83	23yrs	208
GMO use in cotton	r=0.79	23yrs	206
Popularity of the first name Regina	r=0.75	32yrs	204
Annual US household spending on laundry and cleaning supplies	r=0.8	23yrs	204
Customer satisfaction with American Airlines	r=0.68	28yrs	202
Annual US household spending on telephone services	r=0.78	23yrs	201
Biomass power generated in Latvia	r=0.84	21yrs	200
Popularity of the first name Arielle	r=0.71	32yrs	198
University Lecturer salaries in the US	r=0.82	13yrs	194
Customer satisfaction with TJ Maxx	r=0.85	14yrs	194
US milk fat used to produce cheese (excluding cottage cheese)	r=0.8	22yrs	193
Professor salaries in the US	r=0.81	13yrs	193
Biomass power generated in Zambia	r=0.83	22yrs	189
Adidas Group's Global Net Sales	r=0.78	23yrs	188
China's Annual Passenger Car Production	r=0.79	18yrs	188
Asthma attacks in American children	r=-0.8	23yrs	188
Google searches for 'i have the flu'	r=0.74	20yrs	184
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.8	22yrs	182
Customer satisfaction with T-Mobile	r=0.75	17yrs	182
The distance between Saturn and the moon	r=0.77	33yrs	181
RTX Corp's stock price (RTX)	r=0.72	22yrs	181
Simon Property Group's stock price (SPG)	r=0.72	22yrs	181
Gasoline pumped in Palestinian Territories	r=0.83	25yrs	179
Altria Group's stock price (MO)	r=0.7	22yrs	178
Customer satisfaction with Motorola	r=0.72	18yrs	178
Customer satisfaction with Southwest Airlines	r=0.64	28yrs	176
Customer satisfaction with HP	r=0.62	28yrs	174
Total likes of SciShow Space YouTube videos	r=0.81	10yrs	174
US Tree Nut Consumption per Person	r=0.79	22yrs	172
Customer satisfaction with Delta Airlines	r=0.61	28yrs	172
Annual US household spending on education	r=0.8	21yrs	172
Biomass power generated in Lithuania	r=0.83	21yrs	168
Muenster cheese consumption	r=0.81	27yrs	167
Popularity of the first name Akeem	r=0.7	32yrs	166
The distance between Saturn and Venus	r=0.73	33yrs	165
The number of interpreters and translators in Michigan	r=0.81	20yrs	162
Biomass power generated in Papua New Guinea	r=0.82	22yrs	158
Popularity of the first name Whitley	r=0.7	32yrs	156
The number of university philosophy and religion teachers in Michigan	r=0.79	20yrs	150
3M Company's stock price (MMM)	r=0.7	22yrs	148
Hydopower energy generated in Greenland	r=0.8	23yrs	146
US average milk-fat content of cheese (other than cottage cheese)	r=0.82	22yrs	143
The number of psychiatrists in Michigan	r=0.79	20yrs	140
Royal Caribbean Cruises' stock price (RCL)	r=0.7	22yrs	138
Liquefied petroleum gas used in Kazakhstan	r=0.78	30yrs	136
US average dairy skim-solid content of yogurt, nonfrozen	r=0.82	22yrs	133
The number of rehabilitation counselors in Michigan	r=0.77	20yrs	126
Fomento Econ's stock price (FMX)	r=0.69	22yrs	126
Wind power generated in Switzerland	r=0.77	26yrs	124
US average dairy skim-solid content of yogurt, nonfrozen	r=0.82	22yrs	123
The number of customer service representatives in Michigan	r=0.77	20yrs	116
Wells Fargo & Company's stock price (WFC)	r=0.69	22yrs	116
US Bottled Water Consumption per Person	r=0.76	24yrs	115
Wind power generated in Taiwan	r=0.8	22yrs	114
The number of medical assistants in Michigan	r=0.76	20yrs	105
Dominion Energy's stock price (D)	r=0.68	22yrs	105
Wind power generated in Tunisia	r=0.8	22yrs	104
US production of dry milk products (net)	r=0.79	22yrs	102
Jet fuel used in Bhutan	r=0.78	25yrs	92
US dairy skim solids used to produce dry milk products	r=0.79	22yrs	90
Gasoline pumped in Comoros	r=0.78	24yrs	80
US production of sour cream	r=0.77	22yrs	78
Liquefied petroleum gas used in The Bahamas	r=0.72	31yrs	68
US milk fat used to produce yogurt	r=0.77	22yrs	68
US production of butter	r=0.76	22yrs	57
US milk fat used to produce butter	r=0.76	22yrs	47
US milk fat used to produce whey products (net)	r=0.76	22yrs	37
Biomass power generated in Nigeria	r=0.79	22yrs	33
US dairy skim solids used to produce yogurt, nonfrozen	r=0.77	22yrs	27
Wind power generated in Lithuania	r=0.81	18yrs	22
US dairy skim solids used to produce butter	r=0.76	22yrs	16
Biomass power generated in Rwanda	r=0.78	22yrs	12
US production of whey products (net)	r=0.74	22yrs	4
Hydopower energy generated in Sierra Leone	r=0.78	22yrs	2
US dairy skim solids used to produce whey products	r=0.74	22yrs	-8

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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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