Top variables that correlate with Air quality in Muskegon, Michigan

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

Variable	Correlation	Years	Sys. Score
Biomass power generated in India	r=0.87	23yrs	341
Total Revenue of the NFL Teams	r=0.89	20yrs	340
Ticket prices at North American movie theaters	r=0.85	22yrs	338
Biomass power generated in Sri Lanka	r=0.89	17yrs	338
Wind power generated in Czechia	r=0.85	22yrs	337
Total NBA League Revenue	r=0.86	21yrs	336
US milk fat used to produce dry milk products	r=0.85	22yrs	336
The number of college administrators in Michigan	r=0.85	20yrs	334
Global annual electricity generation	r=0.85	18yrs	332
Annual US household spending on health insurance	r=0.87	23yrs	320
US household spending on healthcare	r=0.87	23yrs	320
Annual US household spending on rented dwellings	r=0.86	23yrs	318
Annual US household spending on healthcare	r=0.86	23yrs	318
Annual US household spending on medical supplies	r=0.86	23yrs	318
US household spending on rented dwellings	r=0.86	23yrs	318
US household spending on health insurance	r=0.86	23yrs	318
US average milk-fat content of cheese (other than cottage cheese)	r=0.85	22yrs	312
Biomass power generated in Zambia	r=0.85	22yrs	307
University Lecturer salaries in the US	r=0.85	13yrs	304
Liquefied petroleum gas used in Maldives	r=0.87	18yrs	293
Google searches for 'how to immigrate to canada'	r=0.83	20yrs	252
Google searches for 'i have the flu'	r=0.84	20yrs	248
3M Company's stock price (MMM)	r=0.83	22yrs	248
Automotive recalls issued by Keystone RV Company	r=0.77	25yrs	246
Cognizant Technology Solutions' stock price (CTSH)	r=0.82	22yrs	246
Dominion Energy's stock price (D)	r=0.81	22yrs	244
Economic output of Washington metro area	r=0.85	21yrs	230
US Wind Power Generation Capacity	r=0.84	23yrs	230
Adidas Group's Global Net Sales	r=0.85	23yrs	228
U.S. direct investment abroad	r=0.82	22yrs	228
US production of cheese (other than cottage cheese)	r=0.83	22yrs	228
The number of property association managers in Michigan	r=0.85	20yrs	228
The number of geoscientists in Michigan	r=0.84	20yrs	227
Total employee count at Continental AG	r=0.8	24yrs	226
Annual Revenue of Walt Disney Company	r=0.71	32yrs	222
Popularity of the first name Lionel	r=0.8	43yrs	222
Popularity of the first name Jolene	r=0.78	43yrs	220
Popularity of the first name Warren	r=0.77	43yrs	218
GMO use in corn grown in Michigan	r=0.83	23yrs	214
Google searches for 'flights to Antarctica'	r=0.78	20yrs	214
Realty Income's stock price (O)	r=0.8	22yrs	213
GMO use in cotton	r=0.84	23yrs	213
GMO use in corn	r=0.8	24yrs	211
US per-person consumption of bottled water	r=0.83	24yrs	210
Annual US household spending on fresh vegetables	r=0.84	23yrs	210
Annual US household spending on laundry and cleaning supplies	r=0.84	23yrs	210
Annual US household spending on personal care products and services	r=0.84	23yrs	210
Restaurant spending in Michigan	r=0.8	24yrs	206
US milk fat used to produce cheese (excluding cottage cheese)	r=0.83	22yrs	198
The number of social work teachers in Michigan	r=0.84	20yrs	197
The number of industrial machinery mechanics in Michigan	r=0.84	20yrs	187
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.83	22yrs	186
Popularity of the first name Roland	r=0.75	43yrs	185
Biomass power generated in Uruguay	r=0.78	32yrs	182
The number of exercise physiologists in Michigan	r=0.87	11yrs	178
The number of rehabilitation counselors in Michigan	r=0.83	20yrs	176
Popularity of the first name Clyde	r=0.75	43yrs	175
US production of dry milk products (net)	r=0.8	22yrs	173
The Walt Disney Company's stock price (DIS)	r=0.76	22yrs	172
Biomass power generated in Lithuania	r=0.85	21yrs	171
The number of physician assistants in Michigan	r=0.83	20yrs	166
US dairy skim solids used to produce dry milk products	r=0.8	22yrs	162
Illumina's stock price (ILMN)	r=0.79	22yrs	162
Popularity of the first name Ira	r=0.73	43yrs	162
Liquefied petroleum gas used in Puerto Rico	r=0.73	42yrs	161
Annual US household spending on fresh fruits	r=0.83	23yrs	158
The number of surgical technologists in Michigan	r=0.83	20yrs	156
Annual US household spending on food	r=0.82	23yrs	152
Biomass power generated in Latvia	r=0.84	21yrs	150
Boeing's stock price (BA)	r=0.77	22yrs	150
US Bottled Water Consumption per Person	r=0.84	24yrs	147
Annual US household spending on fruits and vegetables	r=0.82	23yrs	147
Muenster cheese consumption	r=0.8	27yrs	146
The number of social and community service managers in Michigan	r=0.82	20yrs	144
Annual US household spending on telephone services	r=0.82	23yrs	142
Wind power generated in United Kingdom	r=0.76	34yrs	140
Biogen's stock price (BIIB)	r=0.78	22yrs	140
The number of Breweries in the United States	r=0.76	33yrs	136
The number of respiratory therapists in Michigan	r=0.82	20yrs	134
Gasoline pumped in Comoros	r=0.84	24yrs	130
Butter consumption	r=0.73	32yrs	130
Altria Group's stock price (MO)	r=0.77	22yrs	128
Petroluem consumption in Liberia	r=0.72	42yrs	120
Blue cheese consumption	r=0.75	27yrs	118
Fidelity National Information Services' stock price (FIS)	r=0.77	22yrs	118
Wind power generated in Canada	r=0.77	30yrs	108
Hormel Foods' stock price (HRL)	r=0.77	22yrs	108
Wind power generated in France	r=0.78	29yrs	98
Novartis AG's stock price (NVS)	r=0.76	22yrs	97
Solar power generated in Germany	r=0.76	31yrs	88
Unilever's stock price (UL)	r=0.76	22yrs	87
Hydopower energy generated in Greenland	r=0.82	23yrs	78
RTX Corp's stock price (RTX)	r=0.76	22yrs	77
Wind power generated in Morocco	r=0.82	22yrs	68
Ecolab's stock price (ECL)	r=0.76	22yrs	67
Biomass power generated in Papua New Guinea	r=0.82	22yrs	58
PPG Industries' stock price (PPG)	r=0.76	22yrs	57
Hydopower energy generated in Sierra Leone	r=0.82	22yrs	48
Dollar Tree's stock price (DLTR)	r=0.74	22yrs	47
Wind power generated in Tunisia	r=0.82	22yrs	38
Equity Residential's stock price (EQR)	r=0.76	22yrs	37

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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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