Top variables that correlate with US household spending on public transportation

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Data source: Bureau of Labor Statistics
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US household spending on public transportation correlates with...

Variable	Correlation	Years	Has img?
Visitors to Disneyland	r=0.97	15yrs	No
Visitors to Disney Worlds Magic Kingdom	r=0.97	15yrs	No
The number of cardiovascular technicians in Utah	r=0.86	13yrs	No

US household spending on public transportation also correlates with...

Variable	Correlation	Years	Sys. Score
Jet fuel used in Dominican Republic	r=0.92	22yrs	374
Jet fuel used in France	r=0.91	23yrs	374
Jet fuel used in Italy	r=0.91	23yrs	374
The number of financial examiners in Alabama	r=0.9	17yrs	348
Passenger traffic at Hartsfield-Jackson Atlanta International Airport	r=0.88	23yrs	347
Jet fuel used in Mauritius	r=0.9	22yrs	342
The marriage rate in New York	r=0.85	22yrs	336
Load Factor of US Carrier Flights	r=0.9	20yrs	321
The number of bartenders in Pennsylvania	r=0.89	20yrs	321
The number of bartenders in New Jersey	r=0.88	20yrs	320
Jet fuel used in Argentina	r=0.9	22yrs	302
Jet fuel used in Denmark	r=0.89	23yrs	291
Jet fuel used in Spain	r=0.89	23yrs	281
Votes for Libertarian Senators in Arizona	r=0.9	6yrs	274
Jet fuel used in Switzerland	r=0.89	23yrs	271
Petroluem consumption in Wake Island	r=0.89	22yrs	260
The number of merchandise displayers and window trimmers in Wyoming	r=0.87	15yrs	252
Jet fuel used in Netherlands	r=0.87	23yrs	248
The number of biochemists and biophysicists in Maine	r=0.86	16yrs	241
Jet fuel used in South Africa	r=0.88	22yrs	238
Jet fuel used in Sweden	r=0.87	23yrs	228
Number of International Tourist Arrivals Worldwide	r=0.81	23yrs	226
Miss World's Age	r=0.79	23yrs	222
Jet fuel used in Germany	r=0.86	23yrs	216
Jet fuel used in Canada	r=0.85	23yrs	205
Number of websites on the internet	r=0.79	19yrs	193
Movie Releases in the US & Canada	r=0.77	23yrs	192
Number of Miss World delegates	r=0.79	22yrs	192
Total annual cinema attendance in the UK	r=0.79	22yrs	192
Number of Movies Released Annually	r=0.77	23yrs	190
Air quality in Jackson, Wyoming	r=0.82	23yrs	190
Runs scored by the Pittsburgh Pirates	r=0.74	23yrs	186
Wins for the Cleveland Guardians	r=0.73	23yrs	185
Customer satisfaction with NYTimes.com	r=0.7	20yrs	178
Javier Mascherano's International Match Count	r=0.84	14yrs	168
US hotel industry's revenue per available room	r=0.83	14yrs	166
US Sales of Artificial Christmas Trees	r=0.8	15yrs	166
Runs scored by the Washington Nationals	r=0.72	23yrs	164
The marriage rate in California	r=0.72	22yrs	161
British Open Golf Championship winner's score	r=0.71	23yrs	160
Visitors to SeaWorld California	r=0.69	15yrs	159
The number of dishwashers in Connecticut	r=0.85	20yrs	158
Global Box Office Revenue of UK Films	r=0.68	21yrs	158
Asthma attacks in American children	r=-0.78	20yrs	154
Total Runs Scored by Chicago Cubs Team in National League (Central and East Division)	r=0.66	23yrs	153
Asthma attacks in American children	r=-0.77	20yrs	152
Customer satisfaction with UPS	r=0.59	22yrs	148
Air quality in Pueblo, Colorado	r=0.74	23yrs	148
The number of hosts and hostesses in restaurants in Minnesota	r=0.83	20yrs	146
Visitors to Universal Orlando's Islands of Adventure	r=0.57	15yrs	141
PG&E's stock price (PCG)	r=0.56	21yrs	141
The number of school teachers in South Dakota	r=0.86	13yrs	140
Global Apple iPhone Sales in Q3	r=0.73	12yrs	138
Total length of MinuteEarth YouTube videos	r=-0.91	10yrs	138
The number of waiters and waitresses in New Jersey	r=0.83	20yrs	136
The marriage rate in Massachusetts	r=0.65	22yrs	136
Letters in the Winning Word in the Scripps National Spelling Bee	r=0.58	23yrs	135
Wins for the Pittsburgh Pirates	r=0.71	23yrs	132
Asthma attacks in American children	r=-0.74	20yrs	130
Google searches for 'n95 mask'	r=-0.79	18yrs	130
Customer satisfaction with Customer Shipping	r=0.47	22yrs	130
How fun SciShow Space YouTube video titles are	r=0.79	9yrs	130
The number of hosts and hostesses in restaurants in Ohio	r=0.83	20yrs	126
Runs scored by the New York Mets	r=0.71	23yrs	122
New York Yankees' victories	r=0.64	23yrs	120
The number of hosts and hostesses in restaurants in Pennsylvania	r=0.83	20yrs	116
The number of logging equipment operators in Wyoming	r=0.85	13yrs	116
Wins for the New York Mets	r=0.69	23yrs	109
The number of hairdressers, hairstylists, and cosmetologists in Pennsylvania	r=0.83	20yrs	106
Season rating of "Two and a Half Men"	r=0.71	12yrs	106
Runs scored by the Arizona Diamondbacks	r=0.69	23yrs	99
Justin Verlander's season strikeout count	r=0.69	18yrs	98
The number of waiters and waitresses in Nevada	r=0.82	20yrs	94
Jet fuel used in Austria	r=0.84	23yrs	88
Wins for the Arizona Diamondbacks	r=0.67	23yrs	86
Cosmopolitan's annual advertising revenue	r=0.75	8yrs	84
Kerosene used in French Polynesia	r=0.84	22yrs	78
Runs scored by the Milwaukee Brewers	r=0.67	23yrs	76
Jet fuel used in United Kingdom	r=0.81	23yrs	64
Runs scored by the Chicago Cubs	r=0.66	23yrs	64
Runs scored by the Colorado Rockies	r=0.66	23yrs	54
Jet fuel used in Thailand	r=0.81	22yrs	53
Jet fuel used in Tunisia	r=0.81	22yrs	43
Wins for the Colorado Rockies	r=0.65	23yrs	43
Wins for the New York Yankees	r=0.64	23yrs	32
Jet fuel used in Finland	r=0.79	23yrs	31
The number of bartenders in Nevada	r=0.81	20yrs	24
Runs scored by the Cleveland Guardians	r=0.64	23yrs	22
The number of waiters and waitresses in Colorado	r=0.81	20yrs	12
The number of librarians in South Dakota	r=0.83	16yrs	2
Wins for the Washington Nationals	r=0.64	23yrs	-4
The number of postal service mail carriers in Guam	r=0.83	16yrs	-8
Runs scored by the Minnesota Twins	r=0.63	23yrs	-15
The number of bartenders in Connecticut	r=0.79	20yrs	-19
Wins for the Chicago Cubs	r=0.62	23yrs	-26
Runs scored by the Baltimore Orioles	r=0.62	23yrs	-36
Runs scored by the Los Angeles Dodgers	r=0.62	23yrs	-46
Runs scored by the New York Yankees	r=0.61	23yrs	-58

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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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