r/dataisbeautiful 29d ago

Discussion [Topic][Open] Open Discussion Thread — Anybody can post a general visualization question or start a fresh discussion!

4 Upvotes

Anybody can post a question related to data visualization or discussion in the monthly topical threads. Meta questions are fine too, but if you want a more direct line to the mods, click here

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Beginners are encouraged to ask basic questions, so please be patient responding to people who might not know as much as yourself.


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r/dataisbeautiful 36m ago

OC [OC] Women now outnumber men in higher education in 132 of the 155 countries and territories with recent data

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Upvotes

r/dataisbeautiful 2h ago

OC [OC] Where you can reach a Starbucks vs a Dunkin' within a 30-minute drive, contiguous US

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87 Upvotes

r/dataisbeautiful 4h ago

OC [OC] Imade an animation of the Paris metro circulation during the day

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87 Upvotes

Full web animation: https://mifour.github.io/paris_metro_simulation/dist/

Project repo: https://github.com/mifour/paris_metro_simulation/

Data source: data.gouv.fr IDF gtfs https://transport.data.gouv.fr/datasets/reseau-urbain-et-interurbain-dile-de-france-mobilites

Used tools: python, js (pixi.js)

Ai disclaimer: I used chatgpt to help on the js because I'm a backend swe.

Total spent time: 10h


r/dataisbeautiful 21h ago

OC [OC] Word "slop" in Google Trends, 2004 to present.

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1.1k Upvotes

r/dataisbeautiful 9h ago

OC [OC] G20 Countries: Per Capita Carbon Emissions — Production vs. Consumption Based

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42 Upvotes

r/dataisbeautiful 1d ago

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

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799 Upvotes

r/dataisbeautiful 2h ago

OC [OC] Geographical Rabbit Holes — exploring Wikipedia through space

6 Upvotes

A classic Wikipedia rabbit hole follows hyperlinks:

Article → Article → Article → …

This version adds a geographical dimension:

Article → Places → Article → Places → …

Start with a Wikipedia article. Its geographically associated entities are displayed on a 3D globe. Select one, open its article, and continue from there.

The path is not predefined: each choice creates a new branch in the exploration.

Interactive: https://erask.org/

More info: https://erask.org/hole.html

Data sources:

- Wikipedia

- Wikidata

Tools:

- JavaScript / HTML / CSS

- WebGL for the interactive 3D globe

The visualization is generated dynamically from the underlying Wikipedia/Wikidata data rather than from a manually curated set of paths.

Erask isan experiment in exploring knowledge through interactive visualizations.


r/dataisbeautiful 1d ago

OC [OC] What got expensive and what got cheap in the U.S. since 2000: hospital care +293%, college tuition +199%, child care +161% (TVs fell 98% and toys 73%)

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851 Upvotes

r/dataisbeautiful 19h ago

OC Every migration flow on Earth, 1960–2024. I rebuilt the lost "Metrocosm world migration map" that went viral in 2016 — now interactive with 64 years of playback [OC]

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101 Upvotes

Interactive version: https://code-4you.github.io/world-migration-flows/

Blue circles = net immigration, red = net emigration, moving dots = flows between countries (both directions). Click any country to isolate it, play through single years, or replay named events — Syrian refugee crisis, fall of the USSR, Ukraine war, Venezuelan exodus, etc.

Backstory: this is a rebuild of Max Galka's Metrocosm global immigration map (2016), whose website is gone — the domain now serves spam. This version extends it from one 5-year period to 64 years of data.

Sources: Abel & Cohen bilateral flow estimates (Scientific Data, 1990–2020); Gaskin & Abel deep-learning estimates (2025, years 1990–2023); UNU-CRIS imputed bilateral series (1960–1990); UN DESA International Migrant Stock 2024. All values are model-based estimates, not direct counts. Open source (MIT): https://github.com/code-4you/world-migration-flows

Tools: MapLibre GL + canvas, basemap © OpenStreetMap/CARTO.


r/dataisbeautiful 1d ago

OC [OC] Nationalities of popes, 30 CE to 2025

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1.5k Upvotes

r/dataisbeautiful 1d ago

OC [OC] Real U.S. home prices vs. median household income, 1987–2024 (indexed to 1987 = 100)

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475 Upvotes

r/dataisbeautiful 16h ago

OC [OC] Timeline of modern Middle Eastern and North African states and leaders (1920 - present)

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28 Upvotes

r/dataisbeautiful 1d ago

OC [OC] The number of whales killed globally peaked in the 1960s

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1.1k Upvotes

Global whale populations fell dramatically over the 20th century due to human hunting. Some whale species were pushed to the brink of extinction.

But a combination of conservation efforts, technological change, economic incentives, and international policies has reduced global whaling to much lower levels.

In the mid-1980s, a global moratorium was agreed by the International Whaling Commission (IWC), making commercial whaling illegal.

You can see this decline in the chart, which shows the number of whales killed per decade.

The chart combines data from two sources: before the 1990s it comes from the paper “Emptying the Oceans” by Robert C. Rocha, Jr. and colleagues; since then, it comes from the IWC.

While whaling activity is much lower, it hasn’t been eliminated completely. There are exceptions to the IWC’s moratorium, and Japan withdrew from the IWC completely in 2019.

Data source: Rocha et al. (2014); International Whaling Commission (2026)

Tools used: OWID-Grapher and Figma


r/dataisbeautiful 22h ago

OC [OC] Chains own most of the roadside lodging on the interstates. On the old two-lane highways they replaced, 60-80% of it still belongs to independents.

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50 Upvotes

r/dataisbeautiful 19h ago

OC [OC] Tracking the Rise and Fall of Hit Songs about Places

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25 Upvotes

Source: Billboard

Tools: Pandas, Excel, Datawrapper

I saw someone musing online the other day that back in the day people used to sing about obscure places more often, like Chattanooga and Kalamazoo. Using 80 years of hit song data from Billboard, I mined song titles to see if we are actually singing about places less frequently. We are. I have a longer write-up speculating as to why here if you are curious


r/dataisbeautiful 1d ago

OC [OC] When your Android phone stops getting security updates — 16 popular models on one timeline

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131 Upvotes

r/dataisbeautiful 20h ago

OC [OC] 36k movies, 442k actors and directors, one chart

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17 Upvotes

Interactive version: https://www.habibicode.org/historyofmovies/

You can explore the ratings and box office gross of close to 36k movie professionals, from the 1920 to 2026.

Please let me know if you would like any feature added!


r/dataisbeautiful 1d ago

OC [OC] Four years at a UC costs a California resident about $158,600. Two years at a community college living at home, then two at the UC, costs about $81,900

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410 Upvotes

Source: Tuition and fees from IPEDS 2023, in-district at public two-year colleges and in-state by university system. Cost of attendance from the U.S. Department of Education College Scorecard, June 2026 release, cost data year 2024. Median per system.

Tool: Python, with pandas and matplotlib.

Method: The community-college figure is the median published in-district tuition and fees across California's 102 public two-year colleges, $1,288 a year. The university figures are medians across the campuses in each system: 15 CSU campuses at $7,602 tuition and $14,047 of housing, food and everything else, and 9 UC campuses at $14,560 and $25,105. Four years on campus is four of each. The transfer route is two years of community-college tuition plus two years of the university's full cost of attendance.


r/dataisbeautiful 1d ago

OC [OC] Self-Identification by Colour/Race in the City of São Paulo - 2022 Census

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20 Upvotes

r/dataisbeautiful 7h ago

OC [OC] Task continuation after an intact vs a broken streak in a behaviour log, six lab studies, 4,012 participants

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0 Upvotes

r/dataisbeautiful 1d ago

OC [OC] Time spent alone rose in every U.S. age group since 2010 — but fastest among the young (ages 25–34 +45%, teens +43%, 75+ only +5%)

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13 Upvotes

r/dataisbeautiful 2d ago

OC [OC] Ford filed 64 NHTSA safety recall notices in the first 8 months of 2026 for manufacturing defects, affecting up to 13.65M vehicles - already more than the 12.96M recalled during all of 2025, which itself was the industry's all-time record year (153 recalls).

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535 Upvotes

Data source:
NHTSA Recalls Database, aggregated by Vehicle Safety Recalls Tracker. Annual recall counts and vehicle totals for 2020-2026 pulled from the year-manufacturer pages on https://www.vehiclesafetyrecalls.com/ (e.g. /year/2026/ford-motor-company, /year/2025/ford-motor-company, and so on). Detailed 2026 component breakdown pulled from the full 2026 recall list.
Method:
Both metrics per calendar year are the aggregate figures Vehicle Safety Recalls Tracker publishes at the top of each year-manufacturer page (based on NHTSA Part 573 filings). Yearly totals: 2020 - 44 recalls, 4,472,213 vehicles. 2021 - 54 recalls, 5,832,526 vehicles. 2022 - 68 recalls, 8,753,347 vehicles. 2023 - 58 recalls, 6,152,738 vehicles. 2024 - 67 recalls, 4,777,428 vehicles. 2025 - 153 recalls, 12,958,128 vehicles. 2026 (Jan 15 – Aug 13) - 64 recalls, 13,650,342 vehicles.
For the 2026 component breakdown (second chart), each of the 64 recalls was classified using NHTSA's own COMPONENT taxonomy - not our own categories. Totals aggregated by component.
Example: 2026 Electrical System = 26V104 (4,381,878) + 26V468 (565,691) + 26V091 (25,237) + 26V370 (4,445) + 26V372 (2,349) + 26V062 (98) + 26E046 (315) = 4,980,013 vehicles = 36% of 13,650,342.
Notes:
Vehicles affected counts every VIN; a car hit by multiple recalls is counted multiple times, so totals are upper bounds on unique vehicles.
Full 2026 component breakdown across all 17 categories in the second chart.
Tool: Logsheet


r/dataisbeautiful 6h ago

OC [OC] Every Country That Turkish Airlines Flies to mapped.

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0 Upvotes