Top variables that correlate with The number of plumbers in Pennsylvania

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Data source: Bureau of Larbor Statistics
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The number of plumbers in Pennsylvania correlates with...

Variable	Correlation	Years	Sys. Score
Bachelor's degrees awarded in Liberal arts	r=0.9	10yrs	314
Associates degrees awarded in Fire control and safety	r=0.87	11yrs	279
Associates degrees awarded in Engineering technologies	r=0.86	11yrs	278
Google searches for 'Vihart'	r=0.77	16yrs	164
Google searches for 'vihart'	r=0.73	19yrs	161
England's performance in Cricket World Cups	r=0.84	9yrs	148
Popularity of the 'first world problems' meme	r=0.72	17yrs	148
How fun SciShow Space YouTube video titles are	r=0.78	9yrs	148
How clickbait-y 3Blue1Brown YouTube video titles are	r=0.77	8yrs	146
Air pollution in St. Marys, Pennsylvania	r=0.78	10yrs	146
Total views on minutephysics YouTube videos	r=0.75	12yrs	146
xkcd comics published about philosophy	r=0.69	16yrs	142
Popularity of the 'success kid' meme	r=0.68	17yrs	142
Popularity of the 'slenderman' meme	r=0.7	14yrs	142
Google searches for 'Minute Physics'	r=0.71	16yrs	140
Number of pirate attacks in Indonesia	r=0.66	15yrs	138
The number of movies Karen Gillan appeared in	r=0.65	15yrs	136
Amount spent on Pet Gifts on Valentine's Day in the US	r=0.69	9yrs	134
Air pollution in Altoona, Pennsylvania	r=0.63	20yrs	134
Per capita consumption of margarine	r=0.76	7yrs	134
Annual revenue from Disney movies	r=0.71	12yrs	132
Popularity of the first name Shaniqua	r=0.73	8yrs	132
Petroluem consumption in Jordan	r=0.66	19yrs	132
The number of movies Channing Tatum appeared in	r=0.6	18yrs	132
Liquefied petroleum gas used in Equatorial Guinea	r=0.65	19yrs	131
Number of Slot Machines in Nevada	r=0.56	20yrs	128
NCAA Men's Lacrosse Div I Championship final point differential	r=0.59	20yrs	128
Biomass power generated in Zimbabwe	r=0.63	16yrs	128
Australia's Per Capita GDP	r=0.64	14yrs	126
Wins for the Pittsburgh Pirates	r=0.59	20yrs	126
Popularity of the first name Camille	r=0.59	20yrs	123
US household spending on transportation	r=0.58	20yrs	123
West Nile Virus Cases	r=0.56	20yrs	122
Total number of passenger vehicles sold in China	r=0.74	7yrs	121
Ecopetrol's stock price (EC)	r=0.6	14yrs	120
Popularity of the first name Emma	r=0.57	20yrs	120
Wins for the Pittsburgh Pirates	r=0.55	20yrs	120
Master's degrees awarded in Architecture	r=0.81	10yrs	120
Cenovus Energy's stock price (CVE)	r=0.59	13yrs	118
The divorce rate in Pennsylvania	r=0.54	19yrs	118
Customer satisfaction with FOXNews.com	r=0.58	12yrs	116
Air pollution in Altoona, Pennsylvania	r=0.51	20yrs	116
How 'hip and with it' Matt Parker's YouTube video titles are	r=0.73	12yrs	114
Popularity of the 'y u no' meme	r=0.68	17yrs	112
Master's degrees awarded in Social sciences and history	r=0.81	10yrs	110
Popularity of the 'not sure if' meme	r=0.67	17yrs	101
How geeky Technology Connections YouTube video titles are	r=0.74	8yrs	101
Bachelor's degrees awarded in literature	r=0.8	10yrs	99
Petroluem consumption in Equatorial Guinea	r=0.63	19yrs	98
Google searches for 'Gangnam Style'	r=0.65	11yrs	96
The number of movies Paul Walker appeared in	r=0.52	20yrs	92
Master's degrees awarded in gender studies	r=0.8	10yrs	89
Total comments on minutephysics YouTube videos	r=0.69	12yrs	88
Popularity of the 'one does not simply' meme	r=0.64	17yrs	86
Popularity of the first name Brynn	r=0.54	20yrs	86
Google searches for 'Kahn Academy'	r=0.61	16yrs	85
Jet fuel used in Tunisia	r=0.58	19yrs	80
Master's degrees awarded in literature	r=0.8	10yrs	79
How nerdy MrBeast's YouTube video titles are	r=0.7	11yrs	78
The number of movies Sally Field appeared in	r=0.49	20yrs	77
Popularity of the first name Trayvon	r=0.54	20yrs	76
Popularity of the 'scumbag steve' meme	r=0.63	17yrs	75
Google searches for 'zombies'	r=0.58	19yrs	74
Kerosene used in Botswana	r=0.56	19yrs	68
Master's degrees awarded in linguistics	r=0.79	10yrs	68
Popularity of the first name Courteney	r=0.7	6yrs	66
Popularity of the 'bad luck brian' meme	r=0.62	17yrs	64
How clickbait-y minutephysics YouTube video titles are	r=0.65	12yrs	62
Google searches for 'easy bake oven'	r=0.6	15yrs	62
Associates degrees awarded in Management information systems	r=0.78	11yrs	56
Popularity of the 'overly attached girlfriend' meme	r=0.62	17yrs	54
Total likes of minutephysics YouTube videos	r=0.65	12yrs	52
Google searches for 'stop hitting yourself'	r=0.57	19yrs	52
Associates degrees awarded in health assistance	r=0.78	11yrs	46
Total comments on Vihart's YouTube videos	r=0.62	14yrs	39
Google searches for 'best schools'	r=0.55	19yrs	39
Popularity of the 'aint nobody got time for that' meme	r=0.57	17yrs	36
Bachelor's degrees awarded in linguistics	r=0.78	10yrs	36
Google searches for 'movie theater showtimes'	r=0.55	19yrs	29
Total likes of Vihart's YouTube videos	r=0.61	14yrs	28
Popularity of the 'gangnam style' meme	r=0.61	11yrs	26
Master's degrees awarded in Transportation	r=0.78	10yrs	26
How insightful CGP Grey YouTube video titles are	r=0.63	12yrs	18
Google searches for 'pick up lines'	r=0.54	19yrs	18
Bachelor's degrees awarded in gender studies	r=0.77	10yrs	14
Popularity of the 'willy wonka' meme	r=0.54	17yrs	12
Average number of comments on Numberphile YouTube videos	r=0.62	12yrs	7
Master's degrees awarded in Liberal arts	r=0.76	10yrs	3
Popularity of the 'i dont always' meme	r=0.51	17yrs	-3
Total views on Numberphile YouTube videos	r=0.61	12yrs	-4
Associates degrees awarded in Business operations	r=0.75	11yrs	-9
Total length of minutephysics YouTube videos	r=0.6	12yrs	-16
Associates degrees awarded in Communications technologies	r=0.75	11yrs	-19
How geeky MrBeast's YouTube video titles are	r=0.61	11yrs	-26
Associates degrees awarded in law enforcement	r=0.73	11yrs	-32
Total comments on Numberphile YouTube videos	r=0.58	12yrs	-39
Associates degrees awarded in Accounting	r=0.72	11yrs	-44
How good CGP Grey YouTube video titles are	r=0.58	12yrs	-49
Associates degrees awarded in Criminal justice and corrections	r=0.72	11yrs	-54
Total views on Vihart's YouTube videos	r=0.56	14yrs	-60
How clickbait-y OverSimplified YouTube video titles are	r=0.67	7yrs	-70

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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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