Top variables that correlate with The number of tax examiners and collectors, and revenue agents in Iowa

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Data source: Bureau of Larbor Statistics
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The number of tax examiners and collectors, and revenue agents in Iowa correlates with...

Variable	Correlation	Years	Sys. Score
Bachelor's degrees awarded in Social sciences and history	r=0.97	10yrs	404
Google searches for 'xkcd'	r=0.96	13yrs	404
Popularity of the first name Johnathon	r=0.98	13yrs	404
Popularity of the first name Mollie	r=0.98	13yrs	404
US household spending on fresh milk and cream	r=0.97	13yrs	404
Fossil fuel use in Luxembourg	r=0.96	12yrs	404
Hydopower energy generated in Syria	r=0.96	12yrs	404
Electricity generation in Ukraine	r=0.96	12yrs	404
Master's degrees awarded in Social sciences and history	r=0.96	10yrs	403
Popularity of the first name Kaitlyn	r=0.97	13yrs	403
Burglary rates in the US	r=0.93	13yrs	376
Popularity of the first name Katelyn	r=0.97	13yrs	373
Bachelor's degrees awarded in Philosophy	r=0.96	10yrs	373
Google searches for 'daylight savings time'	r=0.95	13yrs	373
Liquefied petroleum gas used in Belarus	r=0.97	12yrs	372
GMO use in cotton	r=0.93	13yrs	372
Google searches for 'desktop background'	r=0.94	13yrs	372
The distance between Neptune and the Sun	r=0.94	13yrs	372
The distance between Neptune and Earth	r=0.94	13yrs	372
The distance between Neptune and the moon	r=0.94	13yrs	372
Physical album shipment volume in the United States	r=0.94	13yrs	370
Annual Email Spam Rates	r=0.93	13yrs	368
US household spending on prescription drugs	r=0.93	13yrs	368
US Undergraduate Enrollment	r=0.92	13yrs	367
Eni S.p.A.'s stock price (E)	r=0.92	13yrs	367
Cenovus Energy's stock price (CVE)	r=0.92	13yrs	367
US household spending on electricity	r=0.92	13yrs	367
Popularity of the first name Molly	r=0.97	13yrs	363
Kerosene used in Macau	r=0.97	12yrs	362
Popularity of the first name Caitlyn	r=0.97	13yrs	353
Petroluem consumption in Solomon Islands	r=0.97	12yrs	352
Milk consumption	r=0.91	12yrs	344
Popularity of the first name Lexie	r=0.97	13yrs	343
Popularity of the 'bazinga' meme	r=0.91	13yrs	343
Bachelor's degrees awarded in gender studies	r=0.95	10yrs	342
US birth rates of triplets or more	r=0.91	12yrs	342
Air pollution in Des Moines	r=0.91	13yrs	342
Woodside Energy Group's stock price (WDS)	r=0.92	13yrs	337
Cigarette Smoking Rate for US adults	r=0.92	12yrs	336
United States music album sales	r=0.91	13yrs	336
US household spending on dairy products	r=0.91	13yrs	336
US household spending on mortgage interest and charges	r=0.91	13yrs	336
US household spending on utilities	r=0.91	13yrs	336
US production of fluid beverage milk	r=0.91	12yrs	334
Popularity of the first name Dasia	r=0.97	13yrs	333
US dairy skim solids used to produce milk fat and skim solids byproduct fluid beverage milk	r=0.91	12yrs	333
Master's degrees awarded in Transportation	r=0.95	10yrs	332
Popularity of the first name Isis	r=0.97	13yrs	323
Popularity of the first name Caitlin	r=0.96	13yrs	312
Biomass power generated in Sierra Leone	r=0.97	8yrs	311
Air pollution in Iowa City	r=0.89	13yrs	308
Google searches for 'download firefox'	r=0.91	13yrs	307
The distance between Neptune and Mercury	r=0.91	13yrs	307
Average views of Vihart's YouTube videos	r=0.88	13yrs	307
Deutsche Bank Aktiengesellschaft's stock price (DB)	r=0.91	13yrs	306
Average number of comments on Vihart's YouTube videos	r=0.87	13yrs	306
Total Digital Music Single Downloads	r=0.9	13yrs	304
Pirate attacks globally	r=0.87	13yrs	304
GMO use in cotton	r=0.88	13yrs	304
US average milk-fat content of milk fat and skim solids byproduct fluid beverage milk	r=0.92	12yrs	303
Customer satisfaction with Apple	r=0.89	12yrs	303
Popularity of the first name Kaitlin	r=0.96	13yrs	302
US household spending on processed fruits	r=0.89	13yrs	302
Kerosene used in Somalia	r=0.95	12yrs	299
Google searches for 'oprah winfrey'	r=0.91	13yrs	297
Popularity of the first name Katelynn	r=0.96	13yrs	292
Bachelor's degrees awarded in Education	r=0.95	10yrs	292
Kerosene used in Botswana	r=0.94	12yrs	288
Google searches for 'call of duty'	r=0.9	13yrs	286
Popularity of the first name Haylee	r=0.96	13yrs	282
Liquefied petroleum gas used in Botswana	r=0.94	12yrs	278
Associates degrees awarded in Legal professions and studies	r=0.93	11yrs	278
Popularity of the first name Kaylin	r=0.96	13yrs	272
Jet fuel used in Cameroon	r=0.94	12yrs	268
Master's degrees awarded in Library science	r=0.93	10yrs	268
The distance between Neptune and Saturn	r=0.89	13yrs	264
Popularity of the first name Kiley	r=0.96	13yrs	262
Telefónica's stock price (TEF)	r=0.88	13yrs	261
Kerosene used in Djibouti	r=0.94	12yrs	258
Associates degrees awarded in Accounting	r=0.92	11yrs	256
Popularity of the first name Maegan	r=0.96	13yrs	252
The distance between Saturn and Jupiter	r=0.88	13yrs	252
Kerosene used in Eswatini	r=0.94	12yrs	248
Associates degrees awarded in Visual and performing arts	r=0.91	11yrs	245
Google searches for 'bing'	r=0.89	13yrs	244
Popularity of the first name Myranda	r=0.96	13yrs	242
Kerosene used in Kazakhstan	r=0.94	12yrs	238
Popularity of the first name Estevan	r=0.96	13yrs	232
Gasoline pumped in Switzerland	r=0.94	13yrs	228
Popularity of the first name Kaylah	r=0.96	13yrs	222
Bachelor's degrees awarded in literature	r=0.93	10yrs	218
Liquefied petroleum gas used in Australia	r=0.93	13yrs	217
Popularity of the first name Leann	r=0.96	13yrs	212
Master's degrees awarded in literature	r=0.93	10yrs	208
Gasoline pumped in Norway	r=0.93	13yrs	207
Liquefied petroleum gas used in Japan	r=0.92	13yrs	196
Bachelor's degrees awarded in Liberal arts	r=0.91	10yrs	196
Liquefied petroleum gas used in Lithuania	r=0.92	13yrs	186
Associates degrees awarded in Management information systems	r=0.91	11yrs	185
Liquefied petroleum gas used in Norway	r=0.92	13yrs	176
Associates degrees awarded in Engineering technologies	r=0.9	11yrs	174

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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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