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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Book

vs. Baseline Lens Category
27.6x Zig Software Engineering
23.3x Y Combinator Venture Capital
22.8x Decentralized Web Crypto
18.4x Khosla Ventures Venture Capital
16.7x My Climate Journey Venture Capital
16.7x Bismark Analysis Culture and Political Economy
16.2x Initialized Capital Venture Capital
15.3x Sequioa Venture Capital
14.5x A16Z Venture Capital
14.4x Works in Progress Culture and Political Economy
14.3x Social Epistemology Culture and Political Economy
13.5x Climate Solutions Culture and Political Economy
13.2x Village Global Venture Capital
12.6x Sutter Hill Ventures Venture Capital
12.1x Founders Informal Community
11.6x Founders Fund Venture Capital
11.5x Crypto VC Crypto
11.4x IDEO Founder Collective Crypto
11.4x Cosmos Crypto
10.9x Public Goods Funding Crypto
10.3x Ethereum Crypto
10.2x Heterodox Academy Culture and Political Economy
9.5x The Long Now Foundation Culture and Political Economy
8.0x Crypto Angels Crypto
7.7x Palladium Magazine Journalism
7.5x Index Ventures Venture Capital
7.2x Effective Altruism Culture and Political Economy
7.0x Crypto Investing Crypto
7.0x Progress Studies Culture and Political Economy
6.6x Crypto Infrastructure Crypto
6.3x Wired Journalism
6.1x Rust Software Engineering
6.1x Non-Fungible Tokens (NFTs) Crypto
6.1x Schumacher Circle Culture and Political Economy
5.4x Homebrew Venture Capital
4.9x Extinction Rebellion Culture and Political Economy
4.1x Populist Libertarians Culture and Political Economy
4.1x Decentralized Autonomous Organizations (DAOs) Crypto
3.9x Benchmark Capital Venture Capital
3.9x Rationality Culture and Political Economy
3.3x Biotech Science
3.2x VICE Journalism
2.6x Ars Technica Journalism
2.6x Harper's Open Letter Culture and Political Economy
2.6x RadicalxChange Culture and Political Economy
2.5x Persuasion Community Culture and Political Economy
2.1x Niskanen Center Think Tanks
2.1x Foreign Policy Journalism
2.0x Mercatus Center Think Tanks
1.6x Recode Journalism
1.5x Foundation for Individual Rights in Education (FIRE) Culture and Political Economy
1.4x Bessemer Venture Capital
1.4x Environmental Defense Fund Culture and Political Economy
1.3x Adam Smith Institute Think Tanks
1.3x Peterson Institute for International Economics Think Tanks
1.3x Think Tanks system
1.3x EconTwitter Science
1.2x Techcrunch Journalism
1.1x Electronic Privacy Information Center (EPIC) Culture and Political Economy
1.1x Polkadot Crypto
1.0x Sierra Clib Culture and Political Economy
1.0x Baseline system
1.0x Ecosocialism Culture and Political Economy
0.9x Decentralized Finance (DeFi) Crypto
0.9x Center for American Progress Think Tanks
0.9x Foundation Against Intolerance and Racism Culture and Political Economy
0.9x Bloomberg Opinion Journalism
0.9x Reality-Based Community system
0.8x Hoover Institution Think Tanks
0.8x Arnold Kling's Fantasy Intellectual Teams Culture and Political Economy
0.8x Financial Times Journalism
0.8x Anarachists Culture and Political Economy
0.7x Black Lives Matter Culture and Political Economy
0.7x The Atlantic Journalism
0.7x Asia Society Policy Institute Think Tanks
0.6x American Enterprise Institute Think Tanks
0.6x National Bureau of Economic Research Think Tanks
0.6x Reuters Journalism
0.6x New Yorker Journalism
0.6x Epidemiology Journalism Science
0.5x Newsmax Journalism
0.5x The Economist Journalism
0.5x CNBC Journalism
0.4x The Intercept Journalism
0.4x Ecomodernists Culture and Political Economy
0.4x Eurasia Group Think Tanks
0.4x Philosophy Twitter Science
0.4x The Los Angeles Times Journalism
0.3x 350.org Culture and Political Economy
0.3x Heritage Foundation Think Tanks
0.3x Accel Venture Capital
0.3x Epidimiology Twitter Science
0.3x Council on Foreign Relations Think Tanks
0.3x EFF Culture and Political Economy
0.3x BuzzFeed Journalism
0.3x Intergovernmental Panel on Climate Change (IPCC) Science
0.3x Hudson Institute Think Tanks
0.2x Berggruen Institute Think Tanks
0.2x Existential Risks Culture and Political Economy
0.2x RAND Corporation Think Tanks
0.2x Crypto Political Economy Crypto
0.2x Brookings Think Tanks
0.2x Stat News Journalism
0.2x Environmental Journalists Culture and Political Economy
0.2x Degrowth Culture and Political Economy
0.2x Standard Crypto Venture Capital
0.2x The Verge Journalism
0.2x Belfer Center Think Tanks
0.1x Wall Street Journal Journalism
0.1x Atlantic Council Think Tanks
0.1x OANN Journalism
0.1x Urban Institute Think Tanks
0.1x The Information Journalism
0.1x Crypto Journalists Crypto
0.1x The Dispatch Journalism
0.1x Fair Vote Culture and Political Economy
0.1x The Daily Beast Journalism
0.1x The New York Post Journalism
0.1x Cato Institute Think Tanks
0.1x Moderate Conservatism Culture and Political Economy
0.1x Columbia SIPA Center for Energy Policy Think Tanks
0.1x The New York Times Journalism
0.1x ClimateTwitter Science
0.0x Washington Post Journalism
0.0x Claremont Institute Culture and Political Economy
0.0x Earth Institute Think Tanks