Projects
Interactive artifacts, mostly maps of large text collections.
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Museum Map
A semantic map of every museum in the world with a Wikipedia article: 54,778 of them across 158 languages, placed by what their article says they're about.
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Living People Map
An interactive map of the 25,000 most-famous living people, positioned by what their Wikipedia articles say. Built from embeddings with gender projected out, with an unmodified control map alongside it.
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Semantic GitHub Map
An interactive map of the 10,000 most-starred GitHub repositories, positioned by semantic similarity of their READMEs.
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Atlantic Mirror
A two-way mirror between European and US cities: which US city each European city resembles in character, and vice versa.
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Steam Atlas
An interactive semantic atlas of the top 10,000 games on Steam.
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Movie Madness Map
An interactive semantic map of Portland's Movie Madness rental catalog: ~84,000 titles laid out by what the films are about.
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Taskmaster Map
An interactive semantic map of Taskmaster (UK) tasks, laid out by what each one asks you to do.
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Jeopardy Map
An interactive semantic map of ~135,000 Jeopardy! clues (2016–2025), laid out by topic, alongside a statistical analysis of the full 1984–2025 archive.
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Half America
Half of America lives in a very small area. See for yourself.
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Claude Code Changelog Analysis
A browsable, LLM-enriched view of Claude Code's changelog: every release, classified and mapped.
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OEIS Map
An interactive semantic map of the Online Encyclopedia of Integer Sequences.
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Hugging Face Dataset Map
An interactive map of the top Hugging Face datasets, positioned by semantic similarity of their dataset cards.
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AI & Mental Health Research Map
An interactive map of five years of research papers at the intersection of AI and mental health.
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ChEBI-20 Molecule Map
An interactive semantic map of the 33,008 molecules in ChEBI-20, the MolT5 molecule-captioning benchmark, laid out by what their ChEBI descriptions say and named at five zoom levels.
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Stanford Encyclopedia of Philosophy Map
An interactive semantic map of the 1,866 entries in the Stanford Encyclopedia of Philosophy, laid out by what each entry's lead section says and named at four zoom levels.
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Map of the Gods
Two interactive maps of the 4,618 gods, goddesses and other divine beings on English Wikipedia: one by pantheon, and one by role, with culture erased from the embeddings so storm gods sit beside storm gods from every tradition.
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TV Tropes Map
An interactive semantic map of the 28,726 tropes on the TV Tropes wiki, laid out by what each trope's description says and named at four zoom levels.