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?

davidpakmanshow

YouTube Channel

vs. Baseline Lens Category
28.2x The Daily Beast Journalism
3.9x Wired Journalism
2.8x Philosophy Twitter Science
1.8x Foundation Against Intolerance and Racism Culture and Political Economy
1.6x ClimateTwitter Science
1.3x Brookings Think Tanks
1.0x Reality-Based Community system
1.0x Baseline system
0.9x Homebrew Venture Capital
0.7x Persuasion Community Culture and Political Economy
0.6x Social Epistemology Culture and Political Economy
0.5x The Intercept Journalism
0.5x Rationality Culture and Political Economy
0.5x BuzzFeed Journalism
0.4x Columbia SIPA Center for Energy Policy Think Tanks
0.4x Effective Altruism Culture and Political Economy
0.4x Anarachists Culture and Political Economy
0.4x Harper's Open Letter Culture and Political Economy
0.4x Foundation for Individual Rights in Education (FIRE) Culture and Political Economy
0.4x The Verge Journalism
0.3x Non-Fungible Tokens (NFTs) Crypto
0.3x Schumacher Circle Culture and Political Economy
0.3x Founders Fund Venture Capital
0.3x Fair Vote Culture and Political Economy
0.3x Claremont Institute Culture and Political Economy
0.2x Degrowth Culture and Political Economy
0.2x Environmental Defense Fund Culture and Political Economy
0.2x IDEO Founder Collective Crypto
0.2x Ars Technica Journalism
0.2x RAND Corporation Think Tanks
0.2x Recode Journalism
0.2x The Atlantic Journalism
0.2x Existential Risks Culture and Political Economy
0.2x Think Tanks system
0.2x Center for American Progress Think Tanks
0.1x Reuters Journalism
0.1x American Enterprise Institute Think Tanks
0.1x National Bureau of Economic Research Think Tanks
0.1x Polkadot Crypto
0.1x EconTwitter Science
0.1x The Dispatch Journalism
0.1x Arnold Kling's Fantasy Intellectual Teams Culture and Political Economy
0.1x Rust Software Engineering
0.1x Belfer Center Think Tanks
0.1x Wall Street Journal Journalism
0.1x Intergovernmental Panel on Climate Change (IPCC) Science
0.1x Village Global Venture Capital
0.1x Index Ventures Venture Capital
0.1x Extinction Rebellion Culture and Political Economy
0.1x The New York Post Journalism
0.1x CNBC Journalism
0.1x Ecosocialism Culture and Political Economy
0.1x New Yorker Journalism
0.1x Moderate Conservatism Culture and Political Economy
0.1x VICE Journalism
0.1x Heterodox Academy Culture and Political Economy
0.1x Accel Venture Capital
0.0x Stat News Journalism
0.0x Sierra Clib Culture and Political Economy
0.0x Adam Smith Institute Think Tanks
0.0x The New York Times Journalism
0.0x Ecomodernists Culture and Political Economy
0.0x Asia Society Policy Institute Think Tanks
0.0x Bessemer Venture Capital
0.0x Sequioa Venture Capital
0.0x Epidimiology Twitter Science
0.0x Hoover Institution Think Tanks
0.0x Atlantic Council Think Tanks
0.0x The Economist Journalism
0.0x Cato Institute Think Tanks
0.0x Hudson Institute Think Tanks
0.0x Eurasia Group Think Tanks
0.0x OANN Journalism
0.0x The Los Angeles Times Journalism
0.0x Populist Libertarians Culture and Political Economy
0.0x Urban Institute Think Tanks
0.0x Mercatus Center Think Tanks
0.0x Black Lives Matter Culture and Political Economy
0.0x Financial Times Journalism
0.0x Heritage Foundation Think Tanks
0.0x Cosmos Crypto
0.0x Decentralized Autonomous Organizations (DAOs) Crypto
0.0x Techcrunch Journalism
0.0x My Climate Journey Venture Capital
0.0x Zig Software Engineering
0.0x Earth Institute Think Tanks
0.0x Standard Crypto Venture Capital
0.0x Ethereum Crypto
0.0x EFF Culture and Political Economy
0.0x Decentralized Web Crypto
0.0x Sutter Hill Ventures Venture Capital
0.0x Biotech Science
0.0x Crypto VC Crypto
0.0x Peterson Institute for International Economics Think Tanks
0.0x Decentralized Finance (DeFi) Crypto
0.0x The Information Journalism
0.0x Climate Solutions Culture and Political Economy
0.0x Epidemiology Journalism Science
0.0x Public Goods Funding Crypto
0.0x RadicalxChange Culture and Political Economy
0.0x Berggruen Institute Think Tanks
0.0x Crypto Infrastructure Crypto
0.0x Khosla Ventures Venture Capital
0.0x Crypto Angels Crypto
0.0x 350.org Culture and Political Economy
0.0x Crypto Political Economy Crypto
0.0x Palladium Magazine Journalism
0.0x Benchmark Capital Venture Capital
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 Initialized Capital Venture Capital
0.0x The Long Now Foundation Culture and Political Economy
0.0x Niskanen Center Think Tanks
0.0x Foreign Policy Journalism
0.0x Y Combinator Venture Capital
0.0x Crypto Investing Crypto
0.0x Bismark Analysis Culture and Political Economy
0.0x Progress Studies Culture and Political Economy
0.0x Newsmax Journalism