Top variables that correlate with Air quality in Longview, Texas

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Data source: Environmental Protection Agency
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Air quality in Longview, Texas correlates with...

Variable	Correlation	Years	Has img?
The number of urban planners in Texas	r=0.92	20yrs	Yes!
Total length of 3Blue1Brown YouTube videos	r=0.92	9yrs	Yes!

Air quality in Longview, Texas also correlates with...

Variable	Correlation	Years	Sys. Score
U.S. direct investment abroad	r=0.91	22yrs	376
Biomass power generated in Malawi	r=0.9	22yrs	374
US production of sour cream	r=0.91	22yrs	374
The number of civil engineers in Texas	r=0.9	20yrs	371
Patents granted to Apple	r=0.94	12yrs	369
GMO use in corn	r=0.91	24yrs	362
Dominion Energy's stock price (D)	r=0.87	22yrs	358
Edison International's stock price (EIX)	r=0.87	22yrs	358
Rogers Communications' stock price (RCI)	r=0.86	22yrs	357
Grocery store spend in Texas	r=0.92	24yrs	356
Annual US household spending on telephone services	r=0.91	23yrs	356
Customer satisfaction with AT&T	r=0.86	18yrs	354
Electricity generation in Kazakhstan	r=0.87	30yrs	348
Gasoline pumped in Kazakhstan	r=0.87	30yrs	345
US production of cheese (other than cottage cheese)	r=0.89	22yrs	342
US milk fat used to produce cheese (excluding cottage cheese)	r=0.89	22yrs	342
The number of pharmacists in Texas	r=0.89	20yrs	341
Economic output of Washington metro area	r=0.87	21yrs	338
US Bottled Water Consumption per Person	r=0.9	24yrs	331
GMO use in corn	r=0.88	24yrs	328
Total length of Tom Scott's YouTube videos	r=0.87	15yrs	328
Kellogg's stock price (K)	r=0.85	22yrs	326
GMO use in cotton	r=0.89	23yrs	326
Average length of Tom Scott's YouTube videos	r=0.86	15yrs	326
US per-person consumption of bottled water	r=0.89	24yrs	324
Food spending in Texas	r=0.9	24yrs	324
Restaurant spending in Texas	r=0.88	24yrs	324
Annual US household spending on utilities	r=0.89	23yrs	322
Annual US household spending on electricity	r=0.88	23yrs	321
Annual US household spending on pets, toys, and hobbies	r=0.88	23yrs	321
US household spending on health insurance	r=0.88	23yrs	321
Annual US household spending on health insurance	r=0.87	23yrs	320
Annual US household spending on education	r=0.88	21yrs	319
Annual US household spending on housing	r=0.86	23yrs	318
Annual US household spending on property taxes	r=0.86	23yrs	318
Annual US household spending on rented dwellings	r=0.86	23yrs	318
Votes for the Democratic Presidential candidate in Texas	r=0.9	11yrs	315
Wind power generated in Latvia	r=0.87	26yrs	314
US milk fat used to produce sour cream	r=0.89	22yrs	312
The number of pharmacy technicians in Texas	r=0.89	20yrs	310
Wind power generated in Czechia	r=0.88	22yrs	302
US production of butter	r=0.88	22yrs	300
The number of college psychology teachers in Texas	r=0.88	20yrs	298
GMO use in cotton in Texas	r=0.89	23yrs	296
Petroluem consumption in Turks and Caicos Islands	r=0.87	27yrs	292
US milk fat used to produce butter	r=0.88	22yrs	290
The number of groundskeepers in Texas	r=0.88	20yrs	288
GMO use in cotton	r=0.89	23yrs	286
US milk fat used to produce whey products (net)	r=0.88	22yrs	280
Biomass power generated in India	r=0.86	23yrs	280
The number of accountants and auditors in Texas	r=0.87	20yrs	276
GMO use in cotton in Texas	r=0.88	23yrs	274
US milk fat used to produce yogurt	r=0.88	22yrs	270
Kerosene used in Falkland Islands	r=0.86	26yrs	270
Annual US household spending on housekeeping supplies	r=0.86	23yrs	268
The number of clergy in Texas	r=0.87	20yrs	266
Annual US household spending on healthcare	r=0.86	23yrs	263
US dairy skim solids used to produce cheese (other than cottage cheese)	r=0.89	22yrs	260
Petroluem consumption in Palestinian Territories	r=0.86	25yrs	258
US household spending on healthcare	r=0.86	23yrs	258
The number of university physics teachers in Texas	r=0.87	20yrs	256
Annual US household spending on entertainment	r=0.85	23yrs	251
US dairy skim solids used to produce sour cream	r=0.89	22yrs	250
Jet fuel used in Samoa	r=0.88	22yrs	248
Automotive recalls issued by Keystone RV Company	r=0.78	25yrs	248
Customer satisfaction with Dillard's	r=0.79	27yrs	248
The number of logisticians in Texas	r=0.87	19yrs	246
Customer satisfaction with Southwest Airlines	r=0.74	28yrs	242
US dairy skim solids used to produce butter	r=0.88	22yrs	238
Jet fuel used in Sao Tome and Principe	r=0.88	22yrs	238
Automotive recalls for issues with the Air Bags	r=0.69	33yrs	238
The number of security guards in Texas	r=0.86	20yrs	235
US dairy skim solids used to produce yogurt, nonfrozen	r=0.88	22yrs	228
Biomass power generated in Lithuania	r=0.85	21yrs	226
US production of yogurt, nonfrozen	r=0.86	22yrs	217
Gasoline pumped in Micronesia	r=0.85	22yrs	214
Novartis AG's stock price (NVS)	r=0.83	22yrs	208
Italian-type cheese consumption	r=0.88	27yrs	202
Fomento Econ's stock price (FMX)	r=0.83	22yrs	198
Mozzarella cheese consumption	r=0.87	27yrs	191
RTX Corp's stock price (RTX)	r=0.83	22yrs	188
Hispanic cheese consumption	r=0.87	26yrs	180
CVS stock price (CVS)	r=0.81	22yrs	178
Sempra's stock price (SRE)	r=0.83	22yrs	168
Natural cheese consumption	r=0.87	27yrs	164
Telkom Indonesia (Persero) Tbk PT's stock price (Persero)	r=0.83	22yrs	158
Portion of all US dairy skim-solids allocated to the production of cheese (other than cottage cheese)	r=0.89	22yrs	150
Unilever's stock price (UL)	r=0.82	22yrs	146
US average milk-fat content of cheese (other than cottage cheese)	r=0.87	22yrs	136
Gilead Sciences' stock price (GILD)	r=0.82	22yrs	136
US average dairy skim-solid content of fluid beverage milk	r=0.87	22yrs	126
Colgate-Palmolive Company's stock price (CL)	r=0.82	22yrs	126
Kimberly-Clark's stock price (KMB)	r=0.81	22yrs	114
Electricity generation in Russia	r=0.85	30yrs	110
Altria Group's stock price (MO)	r=0.8	22yrs	103
Biomass power generated in Uruguay	r=0.83	32yrs	99
Biogen's stock price (BIIB)	r=0.8	22yrs	93
Wind power generated in Japan	r=0.83	30yrs	87
Biomass power generated in Slovakia	r=0.83	29yrs	76

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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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