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?

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YouTube Channel

vs. Baseline Lens Category
94.7x Bessemer Venture Capital
22.7x Black Lives Matter Culture and Political Economy
12.7x Epidemiology Journalism Science
10.7x Climate Solutions Culture and Political Economy
10.1x The Daily Beast Journalism
5.6x Brookings Think Tanks
4.6x Peterson Institute for International Economics Think Tanks
4.5x ClimateTwitter Science
4.0x Columbia SIPA Center for Energy Policy Think Tanks
2.6x The Atlantic Journalism
2.1x Non-Fungible Tokens (NFTs) Crypto
2.1x Schumacher Circle Culture and Political Economy
2.1x Founders Fund Venture Capital
2.1x Fair Vote Culture and Political Economy
1.9x Claremont Institute Culture and Political Economy
1.8x Ars Technica Journalism
1.7x Environmental Defense Fund Culture and Political Economy
1.5x RAND Corporation Think Tanks
1.4x Degrowth Culture and Political Economy
1.3x Center for American Progress Think Tanks
1.3x Existential Risks Culture and Political Economy
1.1x The Intercept Journalism
1.1x Harper's Open Letter Culture and Political Economy
1.1x EconTwitter Science
1.0x Baseline system
1.0x Polkadot Crypto
0.7x Reuters Journalism
0.6x Rust Software Engineering
0.6x Belfer Center Think Tanks
0.5x Intergovernmental Panel on Climate Change (IPCC) Science
0.5x Index Ventures Venture Capital
0.5x Extinction Rebellion Culture and Political Economy
0.4x CNBC Journalism
0.4x Ecosocialism Culture and Political Economy
0.4x The New York Times Journalism
0.4x Accel Venture Capital
0.3x Stat News Journalism
0.3x New Yorker Journalism
0.3x Sierra Clib Culture and Political Economy
0.3x Arnold Kling's Fantasy Intellectual Teams Culture and Political Economy
0.3x Asia Society Policy Institute Think Tanks
0.2x Sequioa Venture Capital
0.2x Epidimiology Twitter Science
0.2x Techcrunch Journalism
0.2x Hudson Institute Think Tanks
0.2x Eurasia Group Think Tanks
0.2x Atlantic Council Think Tanks
0.2x Council on Foreign Relations Think Tanks
0.2x The Economist Journalism
0.2x Cato Institute Think Tanks
0.2x OANN Journalism
0.2x The Los Angeles Times Journalism
0.1x Populist Libertarians Culture and Political Economy
0.1x Urban Institute Think Tanks
0.1x Financial Times Journalism
0.1x Heritage Foundation Think Tanks
0.1x Cosmos Crypto
0.1x Decentralized Autonomous Organizations (DAOs) Crypto
0.1x The Long Now Foundation Culture and Political Economy
0.1x Philosophy Twitter Science
0.1x Persuasion Community Culture and Political Economy
0.1x Biotech Science
0.1x My Climate Journey Venture Capital
0.1x Wired Journalism
0.1x BuzzFeed Journalism
0.1x Zig Software Engineering
0.1x Standard Crypto Venture Capital
0.1x Earth Institute Think Tanks
0.1x Ethereum Crypto
0.1x EFF Culture and Political Economy
0.1x Decentralized Web Crypto
0.1x Sutter Hill Ventures Venture Capital
0.1x Decentralized Finance (DeFi) Crypto
0.1x Anarachists Culture and Political Economy
0.1x The Information Journalism
0.1x Crypto Infrastructure Crypto
0.0x VICE Journalism
0.0x IDEO Founder Collective Crypto
0.0x Recode Journalism
0.0x Public Goods Funding Crypto
0.0x The Verge Journalism
0.0x RadicalxChange Culture and Political Economy
0.0x Berggruen Institute Think Tanks
0.0x Khosla Ventures Venture Capital
0.0x 350.org Culture and Political Economy
0.0x Crypto Angels Crypto
0.0x Foundation for Individual Rights in Education (FIRE) Culture and Political Economy
0.0x Crypto Political Economy Crypto
0.0x Benchmark Capital Venture Capital
0.0x Homebrew Venture Capital
0.0x Moderate Conservatism Culture and Political Economy
0.0x Electronic Privacy Information Center (EPIC) Culture and Political Economy
0.0x Crypto Journalists Crypto
0.0x Works in Progress Culture and Political Economy
0.0x Environmental Journalists Culture and Political Economy
0.0x Niskanen Center Think Tanks
0.0x Foreign Policy Journalism
0.0x Crypto Investing Crypto
0.0x Initialized Capital Venture Capital
0.0x Village Global Venture Capital
0.0x Effective Altruism Culture and Political Economy
0.0x Y Combinator Venture Capital
0.0x Bismark Analysis Culture and Political Economy
0.0x Palladium Magazine Journalism
0.0x Rationality Culture and Political Economy
0.0x Progress Studies Culture and Political Economy
0.0x Social Epistemology Culture and Political Economy
0.0x Heterodox Academy Culture and Political Economy
0.0x Newsmax Journalism