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library
bar
park
cafe
many homes, few places to become a regular

Your city didn’t get lonelier by accident

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The Third Place Extinction Map

A
Ayush Upneja
@upneja · draft

Some neighborhoods are dense but still feel socially dead. Why? Because density is not the same as places to become a regular. I’m mapping third places — libraries, parks, cafes, bars, gyms, churches, bookstores, plazas — per 10,000 residents.

draft tweet
what the visualization is

A neighborhood grid where homes are dense but third places are sparse; the gap is the social desert.

data shape

CBP NAICS establishments + IMLS libraries + OSM POIs + ACS population denominators.

animation

Residential dots fill first, then third places appear; neighborhoods with lots of people and few gathering places glow red.

why it works

It shows why density alone does not create community.

Thread beats
  1. 1.Third places are not just cafes. They are libraries, parks, plazas, churches, bars, gyms, bookstores, community centers, and recurring events.
  2. 2.The key visual: where people live vs where they can repeatedly gather within a short walk.
  3. 3.A neighborhood can be dense and still socially empty if every gathering place is expensive, temporary, or far away.
Sources to pull
  1. Census County Business Patterns NAICS establishments
  2. CBP API by county/NAICS
  3. IMLS Public Libraries Survey
  4. ACS population denominators
  5. OpenStreetMap POIs via Overpass
CTA

I want to make this for NYC first. Which neighborhood should be the test case?

visualization package
X hero card16:9
library
bar
park
cafe
many homes, few places to become a regular
Carousel frame4:5
frame 1

Your city didn’t get lonelier by accident

Some neighborhoods are dense but still feel socially dead.

Vertical animation9:16
01
hook appears
02
data reveals
03
labels snap in
04
CTA end card
thirdplaces.mp4
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