Top variables that correlate with The number of civil engineers in Texas

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Data source: Bureau of Larbor Statistics
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The number of civil engineers in Texas correlates with...

Variable	Correlation	Years	Sys. Score
Associates degrees awarded in Multi/interdisciplinary studies	r=0.96	11yrs	402
Air quality in Beaumont, Texas	r=0.9	20yrs	374
Air quality in Longview, Texas	r=0.9	20yrs	374
Liquefied petroleum gas used in Dominican Republic	r=0.91	19yrs	370
Number of public school students in 11th grade	r=0.89	20yrs	342
Average number of milk cows in the United States	r=0.88	20yrs	341
Number of public school students in 12th grade	r=0.87	20yrs	340
Renewable energy production in Bhutan	r=0.89	19yrs	340
Hydopower energy generated in Bhutan	r=0.89	19yrs	340
Annual US household spending on pets, toys, and hobbies	r=0.88	20yrs	338
Associates degrees awarded in Communication	r=0.92	11yrs	336
Associates degrees awarded in Parks & Recreation	r=0.92	11yrs	336
Popularity of the first name Ruby	r=0.87	20yrs	335
Google searches for 'instagram'	r=0.9	12yrs	334
Edison International's stock price (EIX)	r=0.85	20yrs	334
Rogers Communications' stock price (RCI)	r=0.85	20yrs	334
Popularity of the first name Marlee	r=0.86	20yrs	334
Liquefied petroleum gas used in Malawi	r=0.9	19yrs	308
Total views on Mark Rober YouTube videos	r=0.89	12yrs	308
Associates degrees awarded in Liberal arts	r=0.91	11yrs	305
Biomass power generated in Malawi	r=0.87	19yrs	297
Petroluem consumption in Sudan	r=0.89	19yrs	287
How professional-sounding Numberphile YouTube video titles are	r=0.88	12yrs	286
Average length of Numberphile YouTube videos	r=0.87	12yrs	284
Renewable energy production in The Bahamas	r=0.91	12yrs	276
Master's degrees awarded in Agriculture and natural resources	r=0.91	10yrs	276
Solar power generated in The Bahamas	r=0.91	12yrs	266
Master's degrees awarded in Public administration	r=0.91	10yrs	266
Petroluem consumption in Chile	r=0.88	20yrs	256
Total length of Matt Parker's YouTube videos	r=0.86	12yrs	253
Liquefied petroleum gas used in North Macedonia	r=0.88	19yrs	246
Renewable energy production in Austria	r=0.85	19yrs	234
GMO use in corn	r=0.82	20yrs	230
Air quality in Victoria, Texas	r=0.84	20yrs	230
Customer satisfaction with AT&T	r=0.85	18yrs	228
Annual US household spending on utilities	r=0.85	20yrs	228
Number of Registered Vehicles in the US	r=0.84	19yrs	226
Popularity of the first name Callie	r=0.84	20yrs	226
US household spending on pets, toys, and hobbies	r=0.83	20yrs	226
Solar power generated in Madagascar	r=0.9	12yrs	224
Public Service Enterprise Group's stock price (PEG)	r=0.82	20yrs	224
Annual US household spending on electricity	r=0.82	20yrs	224
Annual US household spending on entertainment	r=0.82	20yrs	224
Associates degrees awarded in Science technologies	r=0.9	11yrs	224
Associates degrees awarded in Physical sciences	r=0.89	11yrs	212
Petroluem consumption in Bahrain	r=0.85	19yrs	211
Associates degrees awarded in Psychology	r=0.89	11yrs	202
GMO use in soybeans	r=0.81	20yrs	198
GMO use in soybeans	r=0.81	20yrs	198
Air quality in Victoria, Texas	r=0.82	20yrs	197
Hotdogs consumed by Nathan's Hot Dog Eating Competition Champion	r=0.8	20yrs	197
Number of highschoolers in the US	r=0.82	20yrs	197
Popularity of the first name Lukas	r=0.84	20yrs	196
US Bottled Water Consumption per Person	r=0.79	20yrs	196
Hispanic cheese consumption	r=0.79	19yrs	196
Number of Lawyers in the United States	r=0.77	20yrs	194
Annual US household spending on housing	r=0.82	20yrs	194
US production of sour cream	r=0.82	19yrs	193
Annual US household spending on property taxes	r=0.81	20yrs	192
Associates degrees awarded in Social sciences and history	r=0.89	11yrs	192
Annual US household spending on housekeeping supplies	r=0.8	20yrs	191
Ticket prices at North American movie theaters	r=0.77	20yrs	190
US per-person consumption of bottled water	r=0.79	20yrs	190
Popularity of the first name Alina	r=0.84	20yrs	186
Associates degrees awarded in Social sciences	r=0.89	11yrs	182
Solar power generated in Burundi	r=0.9	12yrs	174
Popularity of the first name Noah	r=0.83	20yrs	174
Associates degrees awarded in Music and dance	r=0.89	11yrs	172
GMO use in corn	r=0.8	20yrs	167
Archer-Daniels-Midland Company's stock price (ADM)	r=0.82	20yrs	164
Solar power generated in Afghanistan	r=0.89	12yrs	163
US milk fat used to produce sour cream	r=0.82	19yrs	163
Popularity of the first name Raphael	r=0.82	20yrs	162
Bachelor's degrees awarded in biomedical sciences	r=0.88	10yrs	161
GMO use in cotton in Texas	r=0.81	20yrs	156
Air quality in Houston	r=0.77	20yrs	152
US dairy skim solids used to produce sour cream	r=0.82	19yrs	152
Duke Energy's stock price (DUK)	r=0.8	20yrs	151
Associates degrees awarded in Engineering	r=0.88	11yrs	150
GMO use in cotton	r=0.81	20yrs	146
Average milk produced per cow in the US	r=0.79	20yrs	142
Air quality in San Antonio, Texas	r=0.78	20yrs	141
Telkom Indonesia (Persero) Tbk PT's stock price (Persero)	r=0.79	20yrs	140
Master's degrees awarded in Biological and biomedical sciences	r=0.87	10yrs	140
Associates degrees awarded in Physical sciences	r=0.87	11yrs	129
Popularity of the first name Isaias	r=0.82	20yrs	122
Associates degrees awarded in History	r=0.87	11yrs	119
Popularity of the first name Delilah	r=0.82	20yrs	112
Associates degrees awarded in Business administration	r=0.86	11yrs	108
Popularity of the first name Shiloh	r=0.82	20yrs	102
Associates degrees awarded in Mathematics and statistics	r=0.86	11yrs	98
Popularity of the first name Naomi	r=0.81	20yrs	91
Associates degrees awarded in Philosophy and religious studies	r=0.86	11yrs	88
Popularity of the first name Phoebe	r=0.81	20yrs	81
Geothermal power generated in Guatemala	r=0.85	19yrs	79
Popularity of the first name Kane	r=0.81	20yrs	71
Electricity generation in Saint Vincent/Grenadines	r=0.85	19yrs	69
Popularity of the first name Emerson	r=0.81	20yrs	61
Fossil fuel use in Solomon Islands	r=0.85	19yrs	59
Electricity generation in Cayman Islands	r=0.84	19yrs	48
Fossil fuel use in Cayman Islands	r=0.84	19yrs	38

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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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