Top variables that correlate with Air pollution in Holland, Michigan

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Data source: Environmental Protection Agency
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Air pollution in Holland, Michigan correlates with...

Variable	Correlation	Years	Sys. Score
US birth rates of triplets or more	r=0.91	20yrs	380
Physical album shipment volume in the United States	r=0.92	24yrs	378
The divorce rate in Michigan	r=0.87	23yrs	361
GMO use in cotton	r=0.92	23yrs	360
US household spending on prescription drugs	r=0.92	23yrs	357
Portion of all US dairy skim-solids allocated to the production of frozen dairy products	r=0.93	22yrs	354
US household spending on clothing	r=0.9	23yrs	354
US average milk-fat content of frozen dairy products	r=0.92	22yrs	353
Portion of all US dairy skim-solids allocated to the production of fluid beverage milk	r=0.91	22yrs	352
U.S. intercountry adoptions	r=0.9	23yrs	344
The number of computer programmers in Michigan	r=0.9	20yrs	342
The number of CEOs in Michigan	r=0.89	20yrs	341
The number of prepress technicians and workers in Michigan	r=0.9	20yrs	341
Cigarette Smoking Rate for US adults	r=0.88	21yrs	339
Liquefied petroleum gas used in Greenland	r=0.87	22yrs	337
United States music album sales	r=0.89	16yrs	336
US household spending on clothin for women	r=0.9	23yrs	324
US average milk-fat content of milk fat and skim solids byproduct fluid beverage milk	r=0.91	22yrs	322
US household spending on clothing for men	r=0.89	23yrs	322
US household spending on fresh milk and cream	r=0.88	23yrs	321
Associates degrees awarded in Health professions	r=0.94	11yrs	320
Master's degrees awarded in Liberal arts	r=0.94	10yrs	320
Master's degrees awarded in Transportation	r=0.94	10yrs	320
US household spending on postage and stationery	r=0.87	23yrs	320
US household spending on books	r=0.86	23yrs	318
The number of mechanical drafters in Michigan	r=0.89	20yrs	310
The number of switchboard operators in Michigan	r=0.89	20yrs	300
The number of fast food cooks in Michigan	r=0.87	20yrs	286
Associates degrees awarded in health assistance	r=0.92	11yrs	286
The number of first-line supervisors of police and detectives in Michigan	r=0.91	13yrs	276
Associates degrees awarded in Criminal justice and corrections	r=0.92	11yrs	276
US average milk-fat content of cottage cheese	r=0.86	22yrs	274
The number of counter and rental clerks in Michigan	r=0.86	20yrs	265
Associates degrees awarded in law enforcement	r=0.91	11yrs	265
How geeky MrBeast's YouTube video titles are	r=0.87	12yrs	264
The number of postal service machine operators in Michigan	r=0.86	20yrs	255
The number of animal control workers in Michigan	r=0.85	20yrs	244
The number of cooks, short order in Michigan	r=0.85	20yrs	234
Bachelor's degrees awarded in Education	r=0.9	10yrs	234
Google searches for 'snoop dog'	r=0.84	20yrs	228
Google searches for 'oprah winfrey'	r=0.83	20yrs	227
Value of the Victoria's Secret Annual Fantasy Bra	r=0.8	24yrs	225
Gasoline pumped in Croatia	r=0.77	30yrs	225
The number of janitors and cleaners in Michigan	r=0.85	20yrs	224
Master's degrees awarded in literature	r=0.9	10yrs	224
Fossil fuel use in Czechia	r=0.74	29yrs	222
The number of maintenance workers, machinery in Michigan	r=0.85	20yrs	214
The marriage rate in Michigan	r=0.78	23yrs	211
AIG's stock price (AIG)	r=0.78	22yrs	210
Asthma attacks in American children	r=0.73	23yrs	208
Asthma attacks in American children	r=0.73	23yrs	208
Lloyds Banking Group's stock price (LYG)	r=0.77	22yrs	208
US household spending on processed fruits	r=0.83	23yrs	208
Citigroup's stock price (C)	r=0.76	22yrs	207
US household spending on floor coverings	r=0.82	23yrs	207
US household spending on transportation	r=0.82	23yrs	207
Bankruptcy filings in the US	r=0.75	24yrs	194
Automotive recalls issued by Keystone RV Company	r=-0.84	25yrs	194
US music album sales	r=0.84	16yrs	193
Viewership count of American Idol Season Finale	r=0.77	21yrs	192
Google searches for 'panama canal'	r=0.8	20yrs	192
Fossil fuel use in Slovakia	r=0.72	29yrs	190
US Tobacco Production	r=0.77	23yrs	190
Master's degrees awarded in Library science	r=0.89	10yrs	182
Kerosene used in Eswatini	r=0.73	31yrs	180
US production of fluid beverage milk	r=0.81	22yrs	174
Master's degrees awarded in Education	r=0.88	10yrs	171
Petroluem consumption in Croatia	r=0.73	30yrs	169
US production of cottage cheese	r=0.8	22yrs	163
Google searches for 'learn spanish'	r=0.8	20yrs	162
Dominion Energy's stock price (D)	r=-0.88	22yrs	161
Associates degrees awarded in Business	r=0.88	11yrs	160
US household spending on mortgage interest and charges	r=0.81	23yrs	156
US milk fat used to produce fluid beverage milk	r=0.8	22yrs	153
Google searches for 'Panama Canal'	r=0.8	20yrs	152
Master's degrees awarded in Social sciences and history	r=0.87	10yrs	150
Realty Income's stock price (O)	r=-0.86	22yrs	149
US household spending on tobacco products and smoking supplies	r=0.78	23yrs	146
US dairy skim solids used to produce cottage cheese	r=0.8	22yrs	142
Google searches for 'flights to Antarctica'	r=-0.83	20yrs	140
Cognizant Technology Solutions' stock price (CTSH)	r=-0.86	22yrs	139
Associates degrees awarded in Business management	r=0.87	11yrs	139
Associates degrees awarded in Business operations	r=0.87	11yrs	129
Google searches for 'i have the flu'	r=-0.85	20yrs	128
The Walt Disney Company's stock price (DIS)	r=-0.81	22yrs	128
Associates degrees awarded in Legal professions and studies	r=0.87	11yrs	119
Unilever's stock price (UL)	r=-0.85	22yrs	118
Associates degrees awarded in social services	r=0.87	11yrs	109
Novartis AG's stock price (NVS)	r=-0.84	22yrs	107
US dairy skim solids used to produce milk fat and skim solids byproduct fluid beverage milk	r=0.78	22yrs	98
Associates degrees awarded in Practical nursing	r=0.86	11yrs	98
The number of bill collectors in Michigan	r=0.84	20yrs	98
RTX Corp's stock price (RTX)	r=-0.84	22yrs	97
Edison International's stock price (EIX)	r=-0.84	22yrs	87
The number of file clerks in Michigan	r=0.84	20yrs	87
Telkom Indonesia (Persero) Tbk PT's stock price (Persero)	r=-0.84	22yrs	77
The number of typists in Michigan	r=0.83	20yrs	76
The number of painting, coating, and decorating workers in Michigan	r=0.82	20yrs	64
The number of compensation and benefits managers in Michigan	r=0.83	19yrs	54
The number of postmasters in Michigan	r=0.82	20yrs	14
The number of telephone operators in Michigan	r=0.83	18yrs	4

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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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