Top variables that correlate with Air pollution in Allentown

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Data source: Environmental Protection Agency
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Air pollution in Allentown correlates with...

Variable	Correlation	Years	Sys. Score
Average length of LockPickingLawyer YouTube videos	r=0.94	9yrs	342
The number of cashiers in Pennsylvania	r=0.87	20yrs	336
The number of print binding and finishing workers in Pennsylvania	r=0.89	13yrs	302
How clickbait-y SciShow Space YouTube video titles are	r=0.92	10yrs	300
Total likes of Computerphile YouTube videos	r=0.85	11yrs	300
Popularity of the 'fidget spinner' meme	r=0.9	7yrs	270
Culinary Associates degrees awarded	r=0.87	11yrs	259
Associates degrees awarded in Business	r=0.86	11yrs	258
Bachelor's degrees awarded in Theology and religious vocations	r=0.86	10yrs	243
Total views on Computerphile YouTube videos	r=0.89	11yrs	236
Liquefied petroleum gas used in Djibouti	r=0.78	33yrs	230
The number of production, planning, and expediting clerks in Pennsylvania	r=0.84	20yrs	227
Petroluem consumption in Puerto Rico	r=0.68	42yrs	224
Liquefied petroleum gas used in Lithuania	r=0.75	31yrs	223
The distance between Neptune and Saturn	r=0.74	44yrs	218
How geeky LockPickingLawyer YouTube video titles are	r=0.89	9yrs	210
Popularity of the first name Toby	r=0.72	43yrs	210
Popularity of the first name Kate	r=0.7	43yrs	208
Popularity of the first name Madisyn	r=0.74	37yrs	208
US household spending on clothing	r=0.81	23yrs	206
US household spending on clothing for men	r=0.8	23yrs	204
US household spending on clothin for women	r=0.8	23yrs	204
US household spending on postage and stationery	r=0.79	23yrs	202
How insightful Technology Connections YouTube video titles are	r=0.88	9yrs	198
The number of environmental science teachers in Pennsylvania	r=0.83	20yrs	196
Walmart's stock price (WMT)	r=-0.83	22yrs	192
McDonald's stock price (MCD)	r=-0.85	22yrs	192
Boeing's stock price (BA)	r=-0.88	22yrs	192
US Tobacco Production	r=0.77	23yrs	190
US production of fluid beverage milk	r=0.76	22yrs	187
Gasoline pumped in Ireland	r=0.63	43yrs	187
Cigarette Smoking Rate for US adults	r=0.76	21yrs	186
Academy Awards Ceremony Audience Size	r=0.75	23yrs	186
The number of switchboard operators in Pennsylvania	r=0.83	20yrs	186
US dairy skim solids used to produce milk fat and skim solids byproduct fluid beverage milk	r=0.75	22yrs	184
The yearly batting average of the New York Yankees	r=0.58	43yrs	181
Customer satisfaction with CNN.com (AT&T)	r=0.71	20yrs	179
Popularity of the 'spiderman pointing' meme	r=-0.91	18yrs	178
Popularity of the first name Madyson	r=0.73	38yrs	177
Jet fuel used in Madagascar	r=0.63	42yrs	176
How nerdy LockPickingLawyer YouTube video titles are	r=0.86	9yrs	175
The marriage rate in Pennsylvania	r=0.65	23yrs	172
US household spending on fresh milk and cream	r=0.78	23yrs	171
US birth rates of triplets or more	r=0.74	20yrs	170
Google searches for 'no cap'	r=-0.87	20yrs	170
Google searches for '3Blue1Brown'	r=-0.91	17yrs	170
US average milk-fat content of milk fat and skim solids byproduct fluid beverage milk	r=0.78	22yrs	167
US Wind Power Generation Capacity	r=-0.82	23yrs	166
GMO use in cotton	r=0.73	23yrs	166
Google searches for 'dollar store near me'	r=-0.83	20yrs	166
Petroluem consumption in Netherlands Antilles	r=0.63	42yrs	166
Popularity of the first name Jayson	r=0.69	43yrs	166
How 'hip and with it' LockPickingLawyer YouTube video titles are	r=0.85	9yrs	164
Becton, Dickinson and Company's stock price (BDX)	r=-0.88	22yrs	161
Gasoline pumped in Puerto Rico	r=0.63	42yrs	156
Popularity of the first name Trinity	r=0.69	43yrs	156
HDFC Bank's stock price (HDB)	r=-0.87	22yrs	150
Petroluem consumption in Trinidad and Tobago	r=0.63	42yrs	146
Popularity of the first name Angie	r=0.69	43yrs	146
The number of bill collectors in Pennsylvania	r=0.81	20yrs	144
Lockheed Martin's stock price (LMT)	r=-0.84	22yrs	140
The number of counter and rental clerks in Pennsylvania	r=0.81	20yrs	132
CME Group's stock price (CME)	r=-0.88	21yrs	130
Popularity of the first name Shaniya	r=0.66	41yrs	130
The number of paving, surfacing, and tamping equipment operators in Pennsylvania	r=0.81	20yrs	122
Fiserv's stock price (FI)	r=-0.87	22yrs	120
Total comments on Computerphile YouTube videos	r=0.83	11yrs	118
Popularity of the first name Davin	r=0.64	43yrs	118
The number of upholsterers in Pennsylvania	r=0.8	20yrs	111
American Electric Power Company's stock price (AEP)	r=-0.87	22yrs	110
Popularity of the first name Jaden	r=0.63	43yrs	107
Jet fuel used in Angola	r=0.62	42yrs	104
JPMorgan Chase & Co.'s stock price (JPM)	r=-0.86	22yrs	99
The number of mechanical drafters in Pennsylvania	r=0.78	20yrs	98
Popularity of the first name Makenna	r=0.64	41yrs	96
Liquefied petroleum gas used in Burundi	r=0.62	42yrs	94
SAP SE's stock price (SAP)	r=-0.86	22yrs	89
The number of recreational therapists in Pennsylvania	r=0.78	20yrs	88
Kerosene used in Ethiopia	r=0.62	42yrs	84
American Tower's stock price (AMT)	r=-0.86	22yrs	79
The number of travel agents in Pennsylvania	r=0.77	20yrs	76
Kerosene used in Sierra Leone	r=0.61	42yrs	73
Marriott International's stock price (MAR)	r=-0.86	22yrs	69
The number of data entry keyers in Pennsylvania	r=0.76	20yrs	65
Gasoline pumped in Venezuela	r=0.61	42yrs	63
Aflac's stock price (AFL)	r=-0.86	22yrs	59
The number of sheet metal workers in Pennsylvania	r=0.76	20yrs	55
Fossil fuel use in Spain	r=0.58	42yrs	52
Yum! Brands' stock price (YUM)	r=-0.86	22yrs	49
Liquefied petroleum gas used in Grenada	r=0.65	35yrs	42
Centene's stock price (CNC)	r=-0.86	22yrs	39
Electricity generation in Netherlands Antilles	r=0.57	42yrs	30
The number of cardiovascular technicians in Pennsylvania	r=-0.89	20yrs	30
Brown-Forman's stock price (BF.B)	r=-0.86	22yrs	29
Liquefied petroleum gas used in Croatia	r=0.67	30yrs	20
CGI Inc.'s stock price (GIB)	r=-0.86	22yrs	19
McCormick & Company's stock price (MKC)	r=-0.86	22yrs	9
Petroluem consumption in U.S. Virgin Islands	r=0.58	42yrs	8
The Coca-Cola Company's stock price (KO)	r=-0.8	22yrs	-2
Kerosene used in Mozambique	r=0.56	42yrs	-4
Kerosene used in Zimbabwe	r=0.61	35yrs	-14

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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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