Project Lens is an alpha-level demo. The data sets are incomplete and imbalanced and algorithm parameters are being tuned. Results should thus be considered directional. Want to provide feedback, request features, or collaborate?

thebeatles-topic

YouTube Channel

vs. Baseline Lens Category
42.1x Works in Progress Culture and Political Economy
39.8x Philosophy Twitter Science
33.6x RadicalxChange Culture and Political Economy
24.7x Epidimiology Twitter Science
16.1x Anarachists Culture and Political Economy
14.9x Columbia SIPA Center for Energy Policy Think Tanks
12.8x Foundation for Individual Rights in Education (FIRE) Culture and Political Economy
11.8x Niskanen Center Think Tanks
11.8x Foreign Policy Journalism
10.2x Heterodox Academy Culture and Political Economy
9.0x Peterson Institute for International Economics Think Tanks
8.7x Non-Fungible Tokens (NFTs) Crypto
8.7x Schumacher Circle Culture and Political Economy
8.7x Founders Fund Venture Capital
8.7x Fair Vote Culture and Political Economy
8.7x Bloomberg Opinion Journalism
7.6x Claremont Institute Culture and Political Economy
7.1x Environmental Defense Fund Culture and Political Economy
6.1x Public Goods Funding Crypto
6.1x RAND Corporation Think Tanks
6.0x Ethereum Crypto
5.7x Effective Altruism Culture and Political Economy
5.3x Ars Technica Journalism
5.1x Existential Risks Culture and Political Economy
5.0x Biotech Science
4.0x EFF Culture and Political Economy
3.9x Polkadot Crypto
3.9x Brookings Think Tanks
3.8x Epidemiology Journalism Science
3.8x Eurasia Group Think Tanks
3.4x Center for American Progress Think Tanks
2.9x The Los Angeles Times Journalism
2.6x Rust Software Engineering
2.6x Belfer Center Think Tanks
2.5x Adam Smith Institute Think Tanks
2.5x Hudson Institute Think Tanks
2.4x Arnold Kling's Fantasy Intellectual Teams Culture and Political Economy
2.4x The Intercept Journalism
2.4x Social Epistemology Culture and Political Economy
2.3x American Enterprise Institute Think Tanks
2.3x National Bureau of Economic Research Think Tanks
2.2x Reality-Based Community system
2.2x Intergovernmental Panel on Climate Change (IPCC) Science
2.1x Index Ventures Venture Capital
2.0x Initialized Capital Venture Capital
2.0x Foundation Against Intolerance and Racism Culture and Political Economy
1.9x Extinction Rebellion Culture and Political Economy
1.9x Harper's Open Letter Culture and Political Economy
1.9x Ecomodernists Culture and Political Economy
1.9x Rationality Culture and Political Economy
1.8x The Atlantic Journalism
1.8x CNBC Journalism
1.7x Ecosocialism Culture and Political Economy
1.6x Persuasion Community Culture and Political Economy
1.5x Accel Venture Capital
1.5x Village Global Venture Capital
1.4x Crypto Infrastructure Crypto
1.4x Founders Informal Community
1.4x Stat News Journalism
1.3x Progress Studies Culture and Political Economy
1.3x Hoover Institution Think Tanks
1.2x Sierra Clib Culture and Political Economy
1.2x ClimateTwitter Science
1.1x Asia Society Policy Institute Think Tanks
1.1x Palladium Magazine Journalism
1.0x Bessemer Venture Capital
1.0x Khosla Ventures Venture Capital
1.0x Sequioa Venture Capital
1.0x Council on Foreign Relations Think Tanks
1.0x Baseline system
1.0x EconTwitter Science
1.0x Think Tanks system
1.0x Atlantic Council Think Tanks
0.9x The Economist Journalism
0.9x Degrowth Culture and Political Economy
0.9x Reuters Journalism
0.7x Cato Institute Think Tanks
0.6x OANN Journalism
0.6x Techcrunch Journalism
0.6x Populist Libertarians Culture and Political Economy
0.6x Urban Institute Think Tanks
0.6x Berggruen Institute Think Tanks
0.6x A16Z Venture Capital
0.6x Black Lives Matter Culture and Political Economy
0.5x Financial Times Journalism
0.5x Heritage Foundation Think Tanks
0.5x Cosmos Crypto
0.5x Decentralized Autonomous Organizations (DAOs) Crypto
0.5x Wall Street Journal Journalism
0.5x Washington Post Journalism
0.4x Mercatus Center Think Tanks
0.4x The New York Times Journalism
0.4x My Climate Journey Venture Capital
0.3x Wired Journalism
0.3x BuzzFeed Journalism
0.3x Zig Software Engineering
0.3x The New York Post Journalism
0.3x The Dispatch Journalism
0.3x Earth Institute Think Tanks
0.3x Standard Crypto Venture Capital
0.3x Decentralized Web Crypto
0.3x Sutter Hill Ventures Venture Capital
0.3x Moderate Conservatism Culture and Political Economy
0.2x Decentralized Finance (DeFi) Crypto
0.2x Crypto VC Crypto
0.2x The Information Journalism
0.2x Climate Solutions Culture and Political Economy
0.2x VICE Journalism
0.2x IDEO Founder Collective Crypto
0.2x Recode Journalism
0.2x The Long Now Foundation Culture and Political Economy
0.2x The Verge Journalism
0.1x The Daily Beast Journalism
0.1x Crypto Angels Crypto
0.1x 350.org Culture and Political Economy
0.1x Crypto Political Economy Crypto
0.1x Crypto Investing Crypto
0.1x Benchmark Capital Venture Capital
0.1x Homebrew Venture Capital
0.1x Electronic Privacy Information Center (EPIC) Culture and Political Economy
0.1x Crypto Journalists Crypto
0.1x New Yorker Journalism
0.1x Environmental Journalists Culture and Political Economy
0.0x Y Combinator Venture Capital
0.0x Bismark Analysis Culture and Political Economy
0.0x Newsmax Journalism