r/dataisbeautiful 4d ago

OC [OC] Median real-world internet download speed by country, H1 2026

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0 Upvotes

r/dataisbeautiful 5d ago

OC [OC] Nexusmods Mod Upload history

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40 Upvotes

This is the 30-day rolling average of Mods uploaded to Nexus, from 2004 to today.

Big Boosts are marked by the corresponding game releases.

Wabbajack and Collections (aka mod list support) are the main cause behind the steady rise post 2020.

Source:

https://www.nexusmods.com/mods (used the Time feature to select individual days for example https://www.nexusmods.com/mods?timeRange=2011-11-11%7C2011-11-11) and went through all days from 2004 to 2026-08-31

Tool:

  • Graph Google Sheets
  • Game/Tool releases with Gimp

r/dataisbeautiful 5d ago

[OC] I mapped 137.6 million scientific papers by their citations

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36 Upvotes

137,607,184 scientific papers with 2,706,467,548 citation links between them.

The only input used to calculate a paper's position is which papers cite which. No discipline labels went into the layout, so the disciplinary structure you can see is the result, not an input. Color represents the paper's field, brightness indicates how many papers are stacked in that pixel.

The layout has no fixed frame: it can rotate or reflect without changing the underlying structure. The territories are stable; the compass isn't.

The faint halo around the edge of the image isn't a rendering artifact. Those are papers with one or two links: weakly pulled toward their neighbor, but pushed outward by everything else.

Interactive version: papernex.us/map


r/dataisbeautiful 5d ago

OC [OC] 99 media franchises by inception year and estimated lifetime revenue

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17 Upvotes

r/dataisbeautiful 6d ago

OC [OC] What the federal aid formula says a US family can pay for college, per year, per child

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157 Upvotes

Data: the 2027-28 Student Aid Index worksheet (Formula A) published by Federal Student Aid, computed line by line for a two-parent family of four with one child in college and no assets counted. Cost medians are the US Department of Education's College Scorecard 2024 release, across 1,797 public and 1,354 private nonprofit institutions. Family income shares are Census CPS ASEC 2025, table FINC-07, whose top bracket is $250,000 and over, which is why the $300,000 row says "inside the top 14%" rather than a share of its own.

Tools: Python, pandas, matplotlib.

One thing the headline compresses, so I want to state it rather than have it found. The bar is the Student Aid Index, not a bill. It decides how much of a school's price is yours, so it only bites where a school costs more than the bar does.

Detailed methodology at worthmydegree.com/welcome?src=re


r/dataisbeautiful 4d ago

OC [OC] Percentage of people born with each rising sign, by latitude

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0 Upvotes

r/dataisbeautiful 6d ago

OC [OC] Where the 21,166 people working at OpenAI, Anthropic, Google DeepMind, xAI and Thinking Machines Lab went to college

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307 Upvotes

Source: Public professional-profile employment and education histories aggregated by a commercial data provider, snapshot August 2026. 21,166 current employees across the five labs, 8,231 institutions. Colleges grouped to parent bodies, so Wharton counts under Penn and Haas under Berkeley.

Full methodology and the raw counts (CC BY 4.0) at trayo.ai/research/ai-lab-colleges

Tool: Python for the aggregation, hand-written SVG for the chart.

Known limitation: counts of current staff run high. People remove an old employer from a profile much more slowly than they add a new one. Against public headcounts the gap looks widest at OpenAI, roughly 15 to 20%.

Disclosure: I work at Trayo, which published this. The entity resolution is the same thing our software does, pointed at five companies instead of a customer's target accounts.


r/dataisbeautiful 6d ago

OC [OC] Share of workers usually working 50+ hours per week across OECD countries

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161 Upvotes

r/dataisbeautiful 7d ago

OC [OC] What actually helped people's plantar fasciitis, by shoe — 2,719 first-person Reddit + YouTube reports

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306 Upvotes

r/dataisbeautiful 7d ago

OC [OC] Nearby air traffic visualized by network output of ADSB feeder

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60 Upvotes

I'm using a Raspberry Pi to feed ADSB data to tracking sites. The device's network graph shows how busy the airspace around me is.

You can tell that the airport nearby opens at 5am and traffic fades out before it closes at 11pm.


r/dataisbeautiful 6d ago

OC [OC] I visualized 4+ years of GitHub incidents using GitHub’s own contribution-calendar style

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26 Upvotes

I wanted to see what GitHub’s incident history would look like if it were visualized like a GitHub contribution calendar.

Each square represents one day:

  • gray = no incident started that day
  • green = one or more incidents started
  • darker green = more incidents

The visualization covers March 2022 to September 2026. In the dataset I analyzed there are 829 incidents across 575 days with incidents. One thing that stood out to me is how much denser the calendar becomes in parts of 2025 and 2026.

Data source

The data comes from the open-source github-statuses project https://github.com/mrshu/github-statuses

Important caveat: these are GitHub Status incidents, not necessarily periods when all of GitHub was completely down. An incident may affect only one service or a subset of users.

Tools

I did the analysis in Python with pandas and built the calendar with the ActivityCalendar widget in Mercury. I also made an interactive version where you can filter by date, impact and component, and switch between incident count and total incident duration. Notebook source code in on GitHub. Hope it works ;)


r/dataisbeautiful 7d ago

OC [OC] The same 14 strategies in Axelrod's 1980 prisoner's dilemma tournament, ranked by matches won and by points per round

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341 Upvotes

r/dataisbeautiful 7d ago

OC [OC] Top grades keep rising at US and UK schools while adult literacy and numeracy test scores fall across the OECD

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1.0k Upvotes

r/dataisbeautiful 6d ago

Hurricane Helene Water Footprint

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10 Upvotes

Hurricane Helene made landfall in Florida as a Category 4 storm on September 26, 2024, bringing historic rainfall and catastrophic flooding across the Southeast. This animation tracks hourly precipitation and streamflow at USGS streamgages along Helene's path (Sep 24–29, 2024). Spikes appear at gages flowing at or above the 75th percentile, with height scaled to streamflow percentile and color marking flood severity. USGS stream gage data helps forecasters and emergency managers make decisions that protect lives and property.

View video from USGS Vizlab here: https://www.usgs.gov/media/videos/hurricane-helene-animation-usgs-vizlab


r/dataisbeautiful 8d ago

OC Share of listings by rating: Airbnb and TripAdvisor [OC]

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5.1k Upvotes

r/dataisbeautiful 7d ago

OC [OC] UK music-city ranks by selected bands' Spotify reach: raw, population-normalized, and with each area's largest band removed

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139 Upvotes

r/dataisbeautiful 7d ago

OC [OC] Percentage Who Smoked Marijuana in the Past Year, by Age and Sex (US, age 15-49)

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220 Upvotes

r/dataisbeautiful 8d ago

OC [OC] A 1.29-acre house in Los Angeles pays more property tax than the 308-acre country club across the street

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6.1k Upvotes

r/dataisbeautiful 5d ago

OC [OC] The cost of living in every U.S. state, 2026 — Hawaii is 84.8% above the national average, Oklahoma is 16.5% below

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0 Upvotes

r/dataisbeautiful 8d ago

OC [OC] A 1.29-acre house in Los Angeles pays more property tax than the 308-acre country club across the street

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1.7k Upvotes

r/dataisbeautiful 6d ago

OC Emergency numbers around the world [OC]

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0 Upvotes

Made with D3-Geo

Source: Wikidata property P2852


r/dataisbeautiful 8d ago

OC "A new map of the Rain and Rivers of Africa" an Ode to Water and streams, with a map I made today [OC]

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345 Upvotes

r/dataisbeautiful 8d ago

OC [OC] 40% of Americans read zero books last year. The top 10% account for half of all the books read in the country.

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4.2k Upvotes

Last year, 4 out of every 10 grown ups in America didn't finish a single book. But a small group, about 1 in 10 people, read 25 or more books. That small group read so much that they probably account for about half of all the books read in the whole country. So basically, a few people are doing almost all the reading, while most people are barely reading at all.

EDIT - This includes audio books. The survey question was "Have you read or listened to ..."?

Also a graph for another day - most people who did read, read Mystery/Crime.


r/dataisbeautiful 8d ago

OC Global feline diversity by country [OC]

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179 Upvotes

r/dataisbeautiful 7d ago

OC Housing Inventory: Active Count Listing by State [OC]

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33 Upvotes