Top variables that correlate with Air quality in Ludington, Michigan

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

Variable	Correlation	Years	Sys. Score
University Lecturer salaries in the US	r=0.88	13yrs	328
Bachelor's degrees awarded in Physical sciences	r=0.93	10yrs	318
Total length of SciShow Space YouTube videos	r=0.86	10yrs	286
The number of exercise physiologists in Michigan	r=0.9	11yrs	282
Bachelor's degrees awarded in social services	r=0.89	10yrs	262
Bachelor's degrees awarded in journalism	r=0.88	10yrs	261
Automotive recalls issued by Keystone RV Company	r=0.8	25yrs	250
Average milk produced per cow in the US	r=0.71	32yrs	242
Total number of automotive recalls	r=0.7	32yrs	240
Wind power generated in Faroe Islands	r=0.83	29yrs	236
Biomass power generated in Slovakia	r=0.82	29yrs	234
Wind power generated in France	r=0.81	29yrs	233
Number of Lawyers in the United States	r=0.74	32yrs	232
Bachelor's degrees awarded in Parks & Recreation	r=0.88	10yrs	231
Ticket prices at North American movie theaters	r=0.81	22yrs	228
Total Revenue of the NFL Teams	r=0.84	20yrs	227
Economic output of Washington metro area	r=0.82	21yrs	225
The number of property association managers in Michigan	r=0.82	20yrs	224
Annual Revenue of Walt Disney Company	r=0.7	32yrs	221
Adidas Group's Global Net Sales	r=0.79	23yrs	220
USA Population	r=0.71	32yrs	220
Italian-type cheese consumption	r=0.83	27yrs	220
Mozzarella cheese consumption	r=0.83	27yrs	220
Intel Corporation's annual revenue	r=0.7	32yrs	218
Number of Registered Vehicles in the US	r=0.7	31yrs	217
Restaurant spending in Michigan	r=0.82	24yrs	210
Google searches for 'i have the flu'	r=0.78	20yrs	210
Popularity of the first name Hassan	r=0.79	32yrs	210
GMO use in cotton	r=0.8	23yrs	207
Food spending in Michigan	r=0.82	24yrs	206
Popularity of the first name Kieran	r=0.76	32yrs	206
Customer satisfaction with Dillard's	r=0.71	27yrs	206
US per-person consumption of bottled water	r=0.8	24yrs	205
Grocery store spend in Michigan	r=0.81	24yrs	205
Number of public school students in 11th grade	r=0.72	32yrs	204
Customer satisfaction with Apple	r=0.69	28yrs	204
Annual US household spending on rented dwellings	r=0.8	23yrs	204
Annual US household spending on health insurance	r=0.8	23yrs	204
Biomass power generated in Ireland	r=0.81	29yrs	203
Automotive recalls for issues with the Power Train	r=0.66	32yrs	202
US kids in public school	r=0.71	32yrs	202
Number of highschoolers in the US	r=0.71	32yrs	202
Annual US household spending on telephone services	r=0.79	23yrs	202
Annual US household spending on laundry and cleaning supplies	r=0.79	23yrs	202
Annual US household spending on healthcare	r=0.79	23yrs	202
US household spending on rented dwellings	r=0.79	23yrs	202
US household spending on health insurance	r=0.79	23yrs	202
Popularity of the first name Helena	r=0.73	32yrs	201
Fossil fuel use in Eritrea	r=0.81	28yrs	192
Number of internet users	r=0.76	24yrs	192
Total employee count at Continental AG	r=0.77	24yrs	192
The number of geoscientists in Michigan	r=0.81	20yrs	192
Violent crime rates	r=-0.71	32yrs	192
Total NBA League Revenue	r=0.79	21yrs	190
Hispanic cheese consumption	r=0.81	26yrs	186
Gasoline pumped in Bhutan	r=0.82	27yrs	180
American-type cheese consumption	r=0.79	27yrs	174
Number of public school students in 10th grade	r=0.7	32yrs	171
Popularity of the first name Alia	r=0.73	32yrs	171
Jet fuel used in Guinea	r=0.79	31yrs	169
Natural cheese consumption	r=0.82	27yrs	161
Number of public school students in 12th grade	r=0.7	32yrs	161
Popularity of the first name Jonah	r=0.72	32yrs	160
The number of college administrators in Michigan	r=0.79	20yrs	160
Electricity generation in Aruba	r=0.76	31yrs	158
US Bottled Water Consumption per Person	r=0.8	24yrs	151
Popularity of the first name Lane	r=0.72	32yrs	150
The number of mechanical engineers in Michigan	r=0.79	20yrs	150
Petroluem consumption in Turks and Caicos Islands	r=0.81	27yrs	148
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.8	22yrs	142
Popularity of the first name Moshe	r=0.72	32yrs	140
U.S. direct investment abroad	r=0.77	22yrs	140
The number of registered nurses in Michigan	r=0.81	18yrs	140
Wind power generated in Switzerland	r=0.78	26yrs	136
Sales of LP/Vinyl Albums	r=0.65	30yrs	133
US average milk-fat content of cheese (other than cottage cheese)	r=0.8	22yrs	130
Popularity of the first name Ali	r=0.71	32yrs	128
Petroluem consumption in Brunei	r=0.77	31yrs	126
Popularity of the first name Phoebe	r=0.71	32yrs	118
Solar power generated in Czechia	r=0.75	29yrs	114
US production of cheese (other than cottage cheese)	r=0.78	22yrs	110
Popularity of the first name Kade	r=0.71	32yrs	108
Biomass power generated in India	r=0.79	23yrs	104
US milk fat used to produce cheese (excluding cottage cheese)	r=0.78	22yrs	100
Popularity of the first name Mina	r=0.71	32yrs	98
Wind power generated in Latvia	r=0.77	26yrs	94
Popularity of the first name Noor	r=0.71	32yrs	88
Wind power generated in Poland	r=0.76	27yrs	84
Popularity of the first name Noah	r=0.7	32yrs	76
Biomass power generated in Thailand	r=0.76	27yrs	74
Popularity of the first name Wyatt	r=0.7	32yrs	66
Electricity generation in New Zealand	r=0.73	31yrs	63
Popularity of the first name Kyler	r=0.7	32yrs	56
Gasoline pumped in Palestinian Territories	r=0.79	25yrs	53
Popularity of the first name Miracle	r=0.7	32yrs	46
Gasoline pumped in Aruba	r=0.74	31yrs	42
Popularity of the first name Isaias	r=0.7	32yrs	36
Petroluem consumption in Eswatini	r=0.74	31yrs	32
Popularity of the first name Ibrahim	r=0.7	32yrs	26
Popularity of the first name Asa	r=0.7	32yrs	16
Popularity of the first name Raegan	r=0.7	32yrs	6

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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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