Gallery
Topic

Demographics & Society

Population change, migration, family structure, and the social fabric — the long-run shifts beneath the headlines.

11 pieces

App

Worldlines — The World in Numbers

A cross-country indicators explorer — 85 measures of development, democracy, belief, and wellbeing across 217 countries (1750–2025), with country profiles, rankings, and peer benchmarking.

indicatorscross-countryworld-bank
Blog

America Ran Out of Common Names

A century of Social Security records shows the quiet collapse of the common first name — and that name fads now burn out twice as fast as they used to.

Trend analysisTime seriesCensus / ACS
Blog

The Rhythm of a City

8.6 million reported incidents over 25 years give Chicago crime a legible pulse: hourly, weekly, seasonal — and three distinct eras.

Trend analysisGeospatial analysisTime series
Blog

Who Gets Remembered

4.4 million Wikidata biographies, sliced by birth cohort, occupation and gender: a measurement of memory itself.

Trend analysisInequality analysisSmall multiples
Blog

Fifty Years of American Evenings

Since 1974 the GSS has asked the same four questions: how often do you spend an evening with relatives, with friends, with neighbors — or at a bar? The answers trace a half-century in which company grew rarer, screens grew brighter, and…

Survey analysisTrend analysisTime series
Teaching

Lottery ZIP Psychographics: How Neighborhoods Play

Segment active NYC ZIP codes from NY Lottery behavior signals, then interpret the PCA/factor score space with borough, income, retailer availability, and product-mix profiles.

PCA / clusteringDashboardSegmentation
Blog

The Eight Americas

A k-means clustering of 81,000 census tracts sorts the country into eight kinds of neighborhood — and a child's whole life-course dashboard shifts with the label.

ClusteringSegmentationChoropleth
Teaching

The Shape of Development — PCA, Factor Analysis & Clustering

Twelve numbers describe a country. It turns out you need barely one. A working note on principal components, factors, and clusters.

Dimensionality reductionClusteringIndex construction
Blog

The Vanishing Cradle

America's birth count fell into the pandemic and never fully came back — and the baby bust was not shared evenly across the deprivation map.

Inequality analysisPanel dataHealth / mortality data
Dataset

ZIP psychographic baseline parquet

ZIP-level baseline psychographic or latent-factor data stored as parquet.

psychographicsZIP codesegmentation
Dataset

County demographics parquet

County-level demographic parquet dataset paired with a local county demographics JSON file.

countydemographicsgeography