Top variables that correlate with Air quality in Minneapolis

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

Variable	Correlation	Years	Sys. Score
Number of Public Library Members in the UK	r=0.93	12yrs	369
The number of transportation, storage, and distribution managers in Minnesota	r=0.89	20yrs	340
The number of tax preparers in Minnesota	r=0.86	20yrs	335
Annual US household spending on processed vegetables	r=0.88	23yrs	321
Global sales revenue of elevators and escalators	r=0.89	7yrs	263
Global revenue from elevator and escalator sales	r=0.89	7yrs	258
Geothermal power generated in United States	r=0.78	42yrs	242
Petroluem consumption in Mauritania	r=0.8	42yrs	242
Nuclear power generation in Argentina	r=0.75	42yrs	237
Yearly Total Gross Income of US Farms	r=0.84	23yrs	232
US Wind Power Generation Capacity	r=0.82	23yrs	227
Popularity of the first name Storm	r=0.83	43yrs	227
Popularity of the first name Dimitri	r=0.83	43yrs	227
The number of social and community service managers in Minnesota	r=0.84	20yrs	227
Ticket prices at North American movie theaters	r=0.8	22yrs	226
Microsoft's Worldwide Earnings	r=0.83	21yrs	226
US production of butter	r=0.82	22yrs	226
US milk fat used to produce butter	r=0.82	22yrs	226
US dairy skim solids used to produce butter	r=0.82	22yrs	224
Global count of operating nuclear power plants	r=0.65	43yrs	222
Popularity of the first name Jaleel	r=0.79	43yrs	221
Annual US household spending on cereals and bakery products	r=0.85	23yrs	212
Annual US household spending on fruits and vegetables	r=0.85	23yrs	212
US household spending on fresh fruits	r=0.85	23yrs	212
Annual US household spending on eggs	r=0.83	23yrs	208
Annual US household spending on fresh fruits	r=0.83	23yrs	208
US household spending on processed vegetables	r=0.83	23yrs	208
SAP SE's stock price (SAP)	r=0.76	22yrs	207
T. Rowe Price Group's stock price (TROW)	r=0.76	22yrs	207
Annual US household spending on bakery products	r=0.82	23yrs	207
Annual US household spending on fresh vegetables	r=0.82	23yrs	207
US household spending on fresh vegetables	r=0.82	23yrs	207
Petroluem consumption in Guinea-Bissau	r=0.76	42yrs	206
Ecolab's stock price (ECL)	r=0.75	22yrs	206
The number of personal financial advisors in Minnesota	r=0.84	20yrs	197
The average age of batters for the Minnesota Twins	r=0.55	44yrs	196
Biomass power generated in United States	r=0.73	42yrs	194
Google's Advertising Revenue	r=0.79	22yrs	192
Google's annual advertising revenue	r=0.79	22yrs	192
Annual Revenue of the Lego Group	r=0.8	20yrs	191
Popularity of the first name Gino	r=0.78	43yrs	190
Google's Annual Global Revenue	r=0.78	21yrs	189
The number of physician assistants in Minnesota	r=0.84	20yrs	187
U.S. direct investment abroad	r=0.74	22yrs	186
Number of edits to the Wikipedia article for Elon Musk	r=0.74	19yrs	186
Jet fuel used in Malta	r=0.73	42yrs	181
Popularity of the first name Francesca	r=0.76	43yrs	176
Crown Castle's stock price (CCI)	r=0.75	22yrs	176
Liquefied petroleum gas used in Mauritania	r=0.73	42yrs	171
Popularity of the first name Ivana	r=0.76	43yrs	166
Diageo's stock price (DEO)	r=0.74	22yrs	164
Average number of milk cows in the United States	r=-0.67	43yrs	164
Liquefied petroleum gas used in Saudi Arabia	r=0.72	42yrs	160
US household spending on fruits and vegetables	r=0.81	23yrs	156
Popularity of the first name Katerina	r=0.75	43yrs	155
Illumina's stock price (ILMN)	r=0.74	22yrs	154
Jet fuel used in U.S. Pacific Islands	r=0.72	42yrs	150
US production of dry milk products (net)	r=0.78	22yrs	150
Annual US household spending on dairy products	r=0.79	23yrs	147
Popularity of the first name Dallas	r=0.74	43yrs	144
Novo Nordisk's stock price (NVO)	r=0.73	22yrs	142
Liquefied petroleum gas used in Greece	r=0.71	43yrs	139
US dairy skim solids used to produce dry milk products	r=0.78	22yrs	138
The number of industrial engineers in Minnesota	r=0.78	20yrs	138
Popularity of the first name Moriah	r=0.74	43yrs	134
Economic output of Washington metro area	r=0.75	21yrs	134
Liquefied petroleum gas used in Portugal	r=0.71	43yrs	129
The number of biochemists and biophysicists in Minnesota	r=0.79	19yrs	128
US production of sour cream	r=0.76	22yrs	127
Popularity of the first name Kaycee	r=0.74	43yrs	124
Wind power generated in Taiwan	r=0.82	22yrs	118
The number of veterinarians in Minnesota	r=0.78	20yrs	118
US milk fat used to produce yogurt	r=0.76	22yrs	117
The Walt Disney Company's stock price (DIS)	r=0.72	22yrs	116
Popularity of the first name Thalia	r=0.73	43yrs	112
The number of veterinary technologists and technicians in Minnesota	r=0.78	20yrs	108
Electricity generation in Guam	r=0.68	42yrs	106
US dairy skim solids used to produce yogurt, nonfrozen	r=0.76	22yrs	106
American Tower's stock price (AMT)	r=0.73	22yrs	102
Popularity of the first name Emerald	r=0.73	43yrs	102
The number of production, planning, and expediting clerks in Minnesota	r=0.78	20yrs	98
Gasoline pumped in South Korea	r=0.69	43yrs	96
US production of cheese (other than cottage cheese)	r=0.74	22yrs	94
Popularity of the first name Ishmael	r=0.73	43yrs	92
Liquefied petroleum gas used in Sweden	r=0.69	43yrs	86
The number of coaches and scouts in Minnesota	r=0.77	20yrs	86
US production of whey products (net)	r=0.74	22yrs	84
Popularity of the first name Conor	r=0.72	43yrs	80
Nuclear power generation in Canada	r=0.67	42yrs	75
US milk fat used to produce cheese (excluding cottage cheese)	r=0.74	22yrs	74
Popularity of the first name Kodi	r=0.72	43yrs	70
Fossil fuel use in Guam	r=0.67	42yrs	65
US dairy skim solids used to produce whey products	r=0.74	22yrs	62
Popularity of the first name Malcolm	r=0.7	43yrs	58
Electricity generation in Japan	r=0.67	42yrs	55
Popularity of the first name Bria	r=0.7	43yrs	48
Nuclear power generation in Spain	r=0.67	42yrs	45
Popularity of the first name Dakotah	r=0.7	43yrs	38
Petroluem consumption in Armenia	r=0.77	30yrs	35
Popularity of the first name Iman	r=0.7	43yrs	28
Popularity of the first name Houston	r=0.69	43yrs	16

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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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