Top variables that correlate with How professional-sounding Numberphile YouTube video titles are

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Data source: AI analysis of Numberphile YouTube video titles
Additional Info: ^{See full details} I asked a large language model, 'On a scale of 1-10, how _______ do you think this YouTube video title is?' for every video.

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How professional-sounding Numberphile YouTube video titles are correlates with...

Variable	Correlation	Years	Sys. Score
GMO use in cotton in Mississippi	r=0.97	12yrs	366
The number of welders in Alabama	r=0.94	12yrs	349
Renewable energy production in Benin	r=0.91	11yrs	335
Solar power generated in Canada	r=0.91	11yrs	335
Gasoline pumped in Cote d'Ivoire	r=0.92	11yrs	334
Amazon's Annual Outbound Shipping Expenditure in Millions	r=0.97	6yrs	330
Amazon's shipping revenue in millions of dollars	r=0.96	6yrs	328
Motor vehicle thefts in North Dakota	r=0.93	12yrs	325
Amgen's stock price (AMGN)	r=0.89	13yrs	322
Hormel Foods' stock price (HRL)	r=0.89	13yrs	322
The number of chiropractors in Oklahoma	r=0.92	12yrs	318
Popularity of the first name Quincy	r=0.93	12yrs	316
Annual US household spending on telephone services	r=0.92	12yrs	316
The number of electricians in Colorado	r=0.91	12yrs	314
Gasoline pumped in Guyana	r=0.92	11yrs	304
Number of internet users	r=0.95	6yrs	302
Google searches for 'tummy ache'	r=0.87	13yrs	301
Kimberly-Clark's stock price (KMB)	r=0.87	13yrs	300
Air quality in Lafayette, Louisiana	r=0.91	13yrs	298
Petroluem consumption in Tajikistan	r=0.92	11yrs	294
The number of physical therapists in Nebraska	r=0.91	12yrs	284
Petroluem consumption in Cote d'Ivoire	r=0.91	11yrs	282
Popularity of the first name Juliette	r=0.9	12yrs	282
Google searches for 'instagram'	r=0.87	13yrs	281
Popularity of the first name Lara	r=0.89	12yrs	280
Median US Household Income	r=0.88	11yrs	279
Percentage of Americans with social media profiles	r=0.86	11yrs	278
Patents granted to Apple	r=0.86	12yrs	277
Revenue of US Broadcasting Industry	r=0.86	11yrs	276
US Annual Tax Revenue	r=0.85	11yrs	274
US milk fat used to produce sour cream	r=0.85	11yrs	274
The number of insurance underwriters in Georgia	r=0.9	12yrs	273
US dairy skim solids used to produce sour cream	r=0.85	11yrs	273
Vertex Pharmaceuticals' stock price (VRTX)	r=0.86	13yrs	268
Cream and Neufchatel cheese consumption	r=0.88	11yrs	266
Master's degrees awarded in Public administration	r=0.9	10yrs	264
Air quality in Santa Maria, California	r=0.88	13yrs	264
The number of dental hygienists in Maryland	r=0.9	12yrs	263
GMO use in cotton	r=0.87	12yrs	262
Associates degrees awarded in Multi/interdisciplinary studies	r=0.89	11yrs	262
Associates degrees awarded in Liberal arts	r=0.88	11yrs	260
US household spending on rented dwellings	r=0.88	12yrs	260
Regeneron Pharmaceuticals' stock price (REGN)	r=0.86	13yrs	258
Geothermal power generated in Germany	r=0.9	11yrs	254
Cigna's stock price (CI)	r=0.86	13yrs	248
Petroluem consumption in Georgia	r=0.91	11yrs	242
Milk-fat consumption	r=0.87	11yrs	235
The number of registered nurses in North Carolina	r=0.91	10yrs	232
Associates degrees awarded in Parks & Recreation	r=0.88	11yrs	230
Popularity of the first name Charlotte	r=0.88	12yrs	228
Associates degrees awarded in Communication	r=0.86	11yrs	218
Popularity of the first name Melody	r=0.88	12yrs	218
The number of medical equipment repairers in Arkansas	r=0.9	12yrs	213
Associates degrees awarded in Psychology	r=0.86	11yrs	208
Popularity of the first name Infant	r=0.88	11yrs	208
Solar power generated in Cuba	r=0.9	11yrs	204
The number of veterinarians in Kentucky	r=0.9	12yrs	203
Associates degrees awarded in Music and dance	r=0.86	11yrs	198
Popularity of the first name Ellie	r=0.88	12yrs	198
Fossil fuel use in Equatorial Guinea	r=0.9	11yrs	194
The number of automotive service technicians and mechanics in North Carolina	r=0.9	12yrs	193
Popularity of the first name Conrad	r=0.88	12yrs	188
The number of veterinary technologists and technicians in West Virginia	r=0.9	12yrs	183
Electricity generation in Tanzania	r=0.89	11yrs	182
Popularity of the first name Muhammad	r=0.88	12yrs	178
The number of marketing managers in Oregon	r=0.89	12yrs	172
Biomass power generated in Thailand	r=0.89	11yrs	172
Popularity of the first name Leighton	r=0.88	12yrs	168
The number of interior designers in Texas	r=0.89	12yrs	162
Electricity generation in Azerbaijan	r=0.88	11yrs	160
Popularity of the first name Henry	r=0.87	12yrs	157
Average milk produced per cow in the US	r=0.84	12yrs	152
Electricity generation in Equatorial Guinea	r=0.88	11yrs	150
Popularity of the first name Josephine	r=0.87	12yrs	147
Electricity generation in Honduras	r=0.88	11yrs	140
Popularity of the first name Roman	r=0.87	12yrs	137
The Coca-Cola Company's stock price (KO)	r=0.82	13yrs	132
The number of chiropractors in Iowa	r=0.88	12yrs	132
Wind power generated in Morocco	r=0.88	11yrs	130
Popularity of the first name Rosemary	r=0.87	12yrs	127
The number of pest control workers in Mississippi	r=0.89	12yrs	122
Renewable energy production in U.S. Virgin Islands	r=0.88	11yrs	120
Lockheed Martin's stock price (LMT)	r=0.82	13yrs	120
Popularity of the first name Emmett	r=0.87	12yrs	117
The number of heating, air conditioning, and refrigeration mechanics and installers in New Mexico	r=0.89	12yrs	112
Liquefied petroleum gas used in Zimbabwe	r=0.9	11yrs	110
Bristol-Myers Squibb's stock price (BMY)	r=0.83	13yrs	108
The number of producers and directors in Ohio	r=0.89	12yrs	102
Electricity generation in Bolivia	r=0.87	11yrs	99
Brown-Forman's stock price (BF.A)	r=0.83	13yrs	98
The number of welders in California	r=0.88	12yrs	90
Wind power generated in Canada	r=0.87	11yrs	89
Novartis AG's stock price (NVS)	r=0.82	13yrs	87
The number of construction equipment operators in District of Columbia	r=0.88	12yrs	80
Becton, Dickinson and Company's stock price (BDX)	r=0.82	13yrs	77
The number of network systems administrators in Florida	r=0.89	10yrs	70
Sempra's stock price (SRE)	r=0.82	13yrs	67
American Electric Power Company's stock price (AEP)	r=0.82	13yrs	57
Centene's stock price (CNC)	r=0.82	13yrs	47
Markel's stock price (MKL)	r=0.83	13yrs	37
Merck & Co.'s stock price (MRK)	r=0.81	13yrs	26

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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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