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Data source: AI analysis of Numberphile YouTube video titles
Additional Info: 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...

VariableCorrelationYearsHas img?
Petroluem consumption in North Korear=0.8611yrsNo



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

VariableCorrelationYearsSys. Score
GMO use in cotton in Mississippir=0.9712yrs366
The number of welders in Alabamar=0.9412yrs349
Renewable energy production in Beninr=0.9111yrs335
Solar power generated in Canadar=0.9111yrs335
Gasoline pumped in Cote d'Ivoirer=0.9211yrs334
Amazon's Annual Outbound Shipping Expenditure in Millionsr=0.976yrs330
Amazon's shipping revenue in millions of dollarsr=0.966yrs328
Motor vehicle thefts in North Dakotar=0.9312yrs325
Amgen's stock price (AMGN)r=0.8913yrs322
Hormel Foods' stock price (HRL)r=0.8913yrs322
The number of chiropractors in Oklahomar=0.9212yrs318
Popularity of the first name Quincyr=0.9312yrs316
Annual US household spending on telephone servicesr=0.9212yrs316
The number of electricians in Colorador=0.9112yrs314
Gasoline pumped in Guyanar=0.9211yrs304
Number of internet usersr=0.956yrs302
Google searches for 'tummy ache'r=0.8713yrs301
Kimberly-Clark's stock price (KMB)r=0.8713yrs300
Air quality in Lafayette, Louisianar=0.9113yrs298
Petroluem consumption in Tajikistanr=0.9211yrs294
The number of physical therapists in Nebraskar=0.9112yrs284
Petroluem consumption in Cote d'Ivoirer=0.9111yrs282
Popularity of the first name Julietter=0.912yrs282
Google searches for 'instagram'r=0.8713yrs281
Popularity of the first name Larar=0.8912yrs280
Median US Household Incomer=0.8811yrs279
Percentage of Americans with social media profilesr=0.8611yrs278
Patents granted to Appler=0.8612yrs277
Revenue of US Broadcasting Industryr=0.8611yrs276
US Annual Tax Revenuer=0.8511yrs274
US milk fat used to produce sour creamr=0.8511yrs274
The number of insurance underwriters in Georgiar=0.912yrs273
US dairy skim solids used to produce sour creamr=0.8511yrs273
Vertex Pharmaceuticals' stock price (VRTX)r=0.8613yrs268
Cream and Neufchatel cheese consumptionr=0.8811yrs266
Master's degrees awarded in Public administrationr=0.910yrs264
Air quality in Santa Maria, Californiar=0.8813yrs264
The number of dental hygienists in Marylandr=0.912yrs263
GMO use in cottonr=0.8712yrs262
Associates degrees awarded in Multi/interdisciplinary studiesr=0.8911yrs262
Associates degrees awarded in Liberal artsr=0.8811yrs260
US household spending on rented dwellingsr=0.8812yrs260
Regeneron Pharmaceuticals' stock price (REGN)r=0.8613yrs258
Geothermal power generated in Germanyr=0.911yrs254
Cigna's stock price (CI)r=0.8613yrs248
Petroluem consumption in Georgiar=0.9111yrs242
Milk-fat consumptionr=0.8711yrs235
The number of registered nurses in North Carolinar=0.9110yrs232
Associates degrees awarded in Parks & Recreationr=0.8811yrs230
Popularity of the first name Charlotter=0.8812yrs228
Associates degrees awarded in Communicationr=0.8611yrs218
Popularity of the first name Melodyr=0.8812yrs218
The number of medical equipment repairers in Arkansasr=0.912yrs213
Associates degrees awarded in Psychologyr=0.8611yrs208
Popularity of the first name Infantr=0.8811yrs208
Solar power generated in Cubar=0.911yrs204
The number of veterinarians in Kentuckyr=0.912yrs203
Associates degrees awarded in Music and dancer=0.8611yrs198
Popularity of the first name Ellier=0.8812yrs198
Fossil fuel use in Equatorial Guinear=0.911yrs194
The number of automotive service technicians and mechanics in North Carolinar=0.912yrs193
Popularity of the first name Conradr=0.8812yrs188
The number of veterinary technologists and technicians in West Virginiar=0.912yrs183
Electricity generation in Tanzaniar=0.8911yrs182
Popularity of the first name Muhammadr=0.8812yrs178
The number of marketing managers in Oregonr=0.8912yrs172
Biomass power generated in Thailandr=0.8911yrs172
Popularity of the first name Leightonr=0.8812yrs168
The number of interior designers in Texasr=0.8912yrs162
Electricity generation in Azerbaijanr=0.8811yrs160
Popularity of the first name Henryr=0.8712yrs157
Average milk produced per cow in the USr=0.8412yrs152
Electricity generation in Equatorial Guinear=0.8811yrs150
Popularity of the first name Josephiner=0.8712yrs147
Electricity generation in Hondurasr=0.8811yrs140
Popularity of the first name Romanr=0.8712yrs137
The Coca-Cola Company's stock price (KO)r=0.8213yrs132
The number of chiropractors in Iowar=0.8812yrs132
Wind power generated in Moroccor=0.8811yrs130
Popularity of the first name Rosemaryr=0.8712yrs127
The number of pest control workers in Mississippir=0.8912yrs122
Renewable energy production in U.S. Virgin Islandsr=0.8811yrs120
Lockheed Martin's stock price (LMT)r=0.8213yrs120
Popularity of the first name Emmettr=0.8712yrs117
The number of heating, air conditioning, and refrigeration mechanics and installers in New Mexicor=0.8912yrs112
Liquefied petroleum gas used in Zimbabwer=0.911yrs110
Bristol-Myers Squibb's stock price (BMY)r=0.8313yrs108
The number of producers and directors in Ohior=0.8912yrs102
Electricity generation in Boliviar=0.8711yrs99
Brown-Forman's stock price (BF.A)r=0.8313yrs98
The number of welders in Californiar=0.8812yrs90
Wind power generated in Canadar=0.8711yrs89
Novartis AG's stock price (NVS)r=0.8213yrs87
The number of construction equipment operators in District of Columbiar=0.8812yrs80
Becton, Dickinson and Company's stock price (BDX)r=0.8213yrs77
The number of network systems administrators in Floridar=0.8910yrs70
Sempra's stock price (SRE)r=0.8213yrs67
American Electric Power Company's stock price (AEP)r=0.8213yrs57
Centene's stock price (CNC)r=0.8213yrs47
Markel's stock price (MKL)r=0.8313yrs37
Merck & Co.'s stock price (MRK)r=0.8113yrs26


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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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