Top variables that correlate with Air quality in Santa Maria, California

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Data source: Environmental Protection Agency
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Air quality in Santa Maria, California correlates with...

Variable	Correlation	Years	Sys. Score
Fossil fuel use in Guatemala	r=0.92	42yrs	398
Number of Lawyers in the United States	r=0.93	34yrs	397
Electricity generation in Aruba	r=0.94	36yrs	394
Fossil fuel use in Solomon Islands	r=0.9	42yrs	394
Average length of Numberphile YouTube videos	r=0.92	13yrs	393
Number of Registered Vehicles in the US	r=0.93	32yrs	388
Average milk produced per cow in the US	r=0.87	43yrs	382
Total number of automotive recalls	r=0.88	43yrs	382
Popularity of the first name Noah	r=0.91	43yrs	374
Popularity of the first name Helena	r=0.91	43yrs	374
Popularity of the first name Amari	r=0.91	43yrs	374
Number of highschoolers in the US	r=0.93	33yrs	372
Number of public school students in 10th grade	r=0.93	33yrs	372
Number of public school students in 11th grade	r=0.93	33yrs	372
Hotdogs consumed by Nathan's Hot Dog Eating Competition Champion	r=0.87	43yrs	366
Liquefied petroleum gas used in Dominican Republic	r=0.91	42yrs	363
Total likes of MrBeast's YouTube videos	r=0.92	12yrs	362
USA Population	r=0.88	43yrs	361
Total likes of Mark Rober YouTube videos	r=0.9	13yrs	360
US Annual Tax Revenue	r=0.86	42yrs	357
Number of households headed by single fathers in the United States	r=0.9	32yrs	354
Gender pay gap in the U.S.	r=0.89	32yrs	354
Petroluem consumption in Guatemala	r=0.91	42yrs	353
Intel Corporation's annual revenue	r=0.87	36yrs	352
Annual Revenue of Walt Disney Company	r=0.87	32yrs	352
Inflation in the US	r=0.89	31yrs	350
Total Sales at Clothing and Accessories Stores	r=0.86	31yrs	349
Popularity of the first name Isaias	r=0.91	43yrs	344
Petroluem consumption in Nicaragua	r=0.91	42yrs	343
US kids in public school	r=0.91	33yrs	338
Popularity of the first name Maia	r=0.91	43yrs	334
American cheese consumption	r=0.86	32yrs	334
Yogurt consumption	r=0.85	32yrs	333
Gasoline pumped in Guyana	r=0.9	42yrs	332
Average length of LEMMiNO YouTube videos	r=0.9	12yrs	329
Number of public school students in 12th grade	r=0.91	33yrs	328
Petroluem consumption in Malta	r=0.9	42yrs	322
Popularity of the first name Phoebe	r=0.9	43yrs	322
Associates degrees awarded in Biological sciences	r=0.92	11yrs	316
Popularity of the first name Georgia	r=0.9	43yrs	312
Liquefied petroleum gas used in Chile	r=0.9	39yrs	308
Popularity of the first name Kade	r=0.9	43yrs	302
Italian-type cheese consumption	r=0.85	27yrs	298
Electricity generation in Bosnia and Herzegovina	r=0.91	30yrs	294
Popularity of the first name Tatum	r=0.9	43yrs	292
Mozzarella cheese consumption	r=0.85	27yrs	288
The average number of likes on Mark Rober YouTube videos	r=0.89	13yrs	288
Number of public school students in 8th grade	r=0.9	33yrs	287
Gasoline pumped in Namibia	r=0.92	32yrs	284
Popularity of the first name Aliza	r=0.9	43yrs	282
Hispanic cheese consumption	r=0.85	26yrs	277
Total likes of Steve Mould's YouTube videos	r=0.86	15yrs	276
Popularity of the first name Armani	r=0.91	37yrs	268
Automotive recalls issued by Nissan North America	r=0.78	43yrs	266
Automotive recalls issued by BMW of North America	r=0.77	43yrs	264
Natural cheese consumption	r=0.86	27yrs	262
Total views on Mark Rober YouTube videos	r=0.91	13yrs	262
Automotive recalls for issues with the Electrical System	r=0.77	43yrs	260
Automotive recalls for issues with the Power Train	r=0.77	43yrs	260
Average SAT score in math	r=0.8	33yrs	258
Automotive recalls for issues with Exterior Lighting	r=0.75	43yrs	256
Automotive recalls issued by Honda	r=0.72	43yrs	256
Renewable energy production in Costa Rica	r=0.9	42yrs	254
Patents granted in the US	r=0.82	41yrs	252
Ticket sales for San Francisco Giants games	r=0.73	40yrs	252
Budget for largest movie production	r=0.82	43yrs	250
Automotive recalls issued by Hyundai Motor America	r=0.72	37yrs	250
UFO sightings in California	r=0.79	42yrs	249
McDonald's stock price (MCD)	r=0.81	22yrs	249
Vertex Pharmaceuticals' stock price (VRTX)	r=0.84	22yrs	249
Patents granted in the US	r=0.81	41yrs	248
Automotive recalls for issues with Steering	r=0.69	43yrs	248
Elevance Health's stock price (ELV)	r=0.83	22yrs	248
Automotive recalls issued by Chrysler	r=0.65	43yrs	246
Ticket sales for Los Angeles Dodgers games	r=0.69	40yrs	246
Electricity generation in Lebanon	r=0.9	42yrs	244
Fossil fuel use in Lebanon	r=0.9	42yrs	234
Popularity of the first name Naomi	r=0.9	43yrs	232
Electricity generation in Solomon Islands	r=0.9	42yrs	224
Popularity of the first name Kieran	r=0.9	43yrs	222
The Progressive Corporation's stock price (PGR)	r=0.83	22yrs	218
Electricity generation in Argentina	r=0.89	42yrs	213
Popularity of the first name Miracle	r=0.9	43yrs	212
Humana's stock price (HUM)	r=0.83	22yrs	208
Electricity generation in Bahrain	r=0.89	42yrs	203
Popularity of the first name Cyrus	r=0.9	43yrs	202
O'Reilly Automotive's stock price (ORLY)	r=0.83	22yrs	198
Fossil fuel use in Bahrain	r=0.89	42yrs	193
Popularity of the first name Nasir	r=0.9	43yrs	192
UnitedHealth Group's stock price (UNH)	r=0.82	22yrs	186
Electricity generation in Brunei	r=0.89	42yrs	183
Popularity of the first name Elijah	r=0.89	43yrs	181
AstraZeneca's stock price (AZN)	r=0.82	22yrs	176
Electricity generation in Costa Rica	r=0.89	42yrs	173
Popularity of the first name Micah	r=0.89	43yrs	171
Lockheed Martin's stock price (LMT)	r=0.8	22yrs	166
Popularity of the first name Jonah	r=0.89	43yrs	161
Republic Services' stock price (RSG)	r=0.82	22yrs	156
Popularity of the first name Madelyn	r=0.89	43yrs	151
Aflac's stock price (AFL)	r=0.82	22yrs	146
Fair Isaac's stock price (FICO)	r=0.82	22yrs	136

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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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