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title: Estimating the heights of New Yorkers from their scuff marks
description: A fun data project that analyzes scuff marks on a Brooklyn subway station wall to estimate the height distribution of New Yorkers. Using a photo of the...
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og:description: A fun data project that analyzes scuff marks on a Brooklyn subway station wall to estimate the height distribution of New Yorkers. Using a photo of the...
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# Estimating the heights of New Yorkers from their scuff marks

**[Lobsters](https://daily.dev/sources/lobsters)** · 3 min read · 0 upvotes · 0 comments

## Summary

A fun data project that analyzes scuff marks on a Brooklyn subway station wall to estimate the height distribution of New Yorkers. Using a photo of the Smith–Ninth Streets station, the author calibrates pixel coordinates to real-world measurements via a known-height keypad, computes relative luminance to identify the darkened scuff band, and plots wall darkness against height from the floor. A personal experiment establishes that scuff marks land at roughly 27% of body height, allowing a rough height distribution estimate. The author notes the model's limitations — leg angle variation inflates variance — and proposes Bayesian correction as future work.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://blog.jse.li/posts/smith9street>

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---

Tags: [#python](https://daily.dev/tags/python), [#data-analysis](https://daily.dev/tags/data-analysis), [#computer-vision](https://daily.dev/tags/computer-vision), [#numpy](https://daily.dev/tags/numpy), [#matplotlib](https://daily.dev/tags/matplotlib)

[View this post on daily.dev](https://daily.dev/posts/estimating-the-heights-of-new-yorkers-from-their-scuff-marks-ivav1kzhs)

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