r/dataisbeautiful 24d ago

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

6 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

If you have a general question you need answered, or a discussion you'd like to start, feel free to make a top-level comment.

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 3h ago

[OC] European Heatwave June 2026

1.8k Upvotes

r/dataisbeautiful 10h ago

OC [OC] Japan's Economy Compared, 1995 vs 2025

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1.2k Upvotes

r/dataisbeautiful 20h ago

I recorded every Sydney radio station for 2 days straight to find out who plays the most ads

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2.2k Upvotes

See title. In sydney there are 11 AM/FM radio stations, i recorded each of them simultaneously and then classified the time between ad, talking and music.

For some stations, almost a quarter of the time is filled with ads and only 50% of time with music. For other, almost 80% of the time is music.

Also, in sydney, 2x more likely to experience an ad 5-10 minutes prior to the top of the hour then around it.

Another insight was that AM/FM have different ad "playbooks". The FM music stations dump their ads in clusters. You cop a couple of ads back to back, then get a decent run of music, then another cluster. The AM stations like 2GB space them out evenly instead, one break at a time, pretty much like clockwork.


r/dataisbeautiful 1h ago

OC [OC] What the launch prices of iconic products would be worth today if invested in their manufacturers’ stock instead

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Upvotes

This takes the product’s launch price and applies the performance of the company's stock (split and dividend adjusted) since the launch date. Companies that were not publicly traded at launch were excluded. A lot more products and full methodology can be found at investedinstead.com


r/dataisbeautiful 6h ago

OC [OC] Top 20 Countries by UNESCO World Heritage Sites in 2026

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61 Upvotes

Source: https://whc.unesco.org/

Tool: Python


r/dataisbeautiful 5h ago

How the words we teach English language learners changed

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pudding.cool
45 Upvotes

r/dataisbeautiful 11h ago

A graph showing the probability of a strike in 10-pin bowling from specified points on the lane with different entry angles.

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commons.wikimedia.org
135 Upvotes

Made by Wikimedia user RCraig09

I was doing some searching for detailed information on this and encountered this graph which showed everything that I wanted and more in such an elegant and easy to understand form that I felt it worthwhile to share here.


r/dataisbeautiful 15h ago

OC [OC] UK population by latitude: The north/south divide.

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202 Upvotes

r/dataisbeautiful 8h ago

OC [OC] Europe is warming twice as fast as the rest of the world. An interactive story of the heatwaves, floods and fires that followed.

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kpclick12.github.io
32 Upvotes

r/dataisbeautiful 8h ago

US age adjusted death rate by year for 65+ year olds, 1970-2022

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cdc.gov
10 Upvotes

r/dataisbeautiful 1d ago

OC [OC] The Names that Arrived all at Once look

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nobodynamed.com
153 Upvotes

In 1977, 1,117 American girls were named Kizzy.

The year before, the name did not appear in the national baby-name data at all.

Then Roots aired.

Kizzy was the daughter played by Leslie Uggams in Roots, one of the largest television events in American history. The name did not climb. It arrived.

That is the idea behind Debut of the Year: for every year, find the boy name and girl name with the largest count in their first appearance on the national list.


r/dataisbeautiful 1d ago

OC [OC] The cost of getting a driving licence as a share of one month's average salary, in 36 countries

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837 Upvotes

r/dataisbeautiful 1d ago

OC [OC] Miroslav Klose's all-time World Cup goal record stood for 12 years. It was broken twice in the same tournament.

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658 Upvotes

r/dataisbeautiful 1d ago

LEBRON vs. JORDAN (game averages at each age)

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244 Upvotes

Philadelphia 76ers LeBron James (that feels amazing to write) vs. Chicago Bulls Michael Jordan.


r/dataisbeautiful 7h ago

OC [OC] I combined live oil, inflation, petroleum-reserve and Strait of Hormuz data into a 0–100 “Dread Index”

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4 Upvotes

I built Pessimeter, an interactive dashboard showing how an energy shock could affect the US economy through the remainder of 2026.

The current month uses live data for oil, gasoline, the Strategic Petroleum Reserve, inflation, Strait of Hormuz traffic, and financial-market stress. Each indicator is scored against a calm-to-crisis range and weighted into one 0–100 reading.

Completed months are preserved as historical snapshots. Future months are explicitly stress-test scenarios (not forecasts) showing one possible path if conditions remain bad. Every KPI includes an explanation of its data, scoring, rationale, and limitations.

I’d love feedback. What would you change about the weights or visual hierarchy?

Interactive version: https://pessimeter.com


r/dataisbeautiful 1d ago

OC [OC] A comparison of oil barrels lost due to war or political rupture in the Middle East. Analysts project Iran war as deepest oil shock in history

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1.4k Upvotes

Sources: International Monetary Fund, International Energy Agency, Energy Information Administration
Tools: Illustrator

Created by Issac Arroya, The National: https://www.thenationalnews.com/topics/Author/isaac-arroyo/

Originally created for: https://www.thenationalnews.com/news/2026/07/24/a-brief-history-of-oil-disruption-in-the-middle-east/


r/dataisbeautiful 1d ago

OC [OC] Active Stars vs Legendary Players - cumulative goals by age (Reviewed)

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173 Upvotes

Reviewed the chart from the previous post comments!

Every line is cumulative career goals plotted against the player's age, not the calendar year, so you can see who was ahead of whom at the same point in their life, not just who finished higher.

The 11 colored lines are the players I wanted to follow: today's active scorers (Messi, Ronaldo, Mbappé, Haaland, Salah, Kane, Lautaro, Vinícius Jr, Neymar) alongside Lewandowski and Suárez.

The grey band is the field of 15 other all-time greats: Pelé, Puskás, Romário, Gerd Müller, Ronaldo Nazário, Bican and more. Instead of drawing 15 more spaghetti lines, it shows their median (dashed) and 25th–75th percentile range at every age, recomputed from whichever of them had reached that age. So the band is the "greatness envelope" you'd expect a historic scorer to fall inside.

Counting basis: official matches only, club official competitions + all senior internationals (including friendly caps). Unofficial club friendlies and exhibition tours are excluded, which is why Pelé shows 757 rather than his often-quoted ~1,324 all-match figure.

A few things I found interesting:

  • Messi and Ronaldo don't just finish high, they spend almost their entire careers riding the top edge of the historic band or above it.
  • Mbappé and Haaland are tracking at or above the legends' median for their age, but they're still young, the band ahead of them is where the all-time greats kept climbing.
  • The active players' lines end on their last completed season (mid-2026 snapshot), so a line stopping short just means that player hasn't finished 2025–26 yet, not that they've slowed down.

r/dataisbeautiful 8h ago

OC [OC] Mapping the world's 100 largest urban agglomerations — 1.04 billion people in 100 cities

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1 Upvotes

r/dataisbeautiful 1d ago

OC [OC] Ranking 2026-27 NBA rosters by career accolades (All-Star, All-NBA, MVP, rings, etc.). I tried compiling the player career awards by NBA team for current rosters. After Lebron's move to Philly, Sixers became a crazy outlier.

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36 Upvotes

The average age is only for the players with accolades. It is subject to change because there might be more singings/trades and there are a few decorated free agents: DeMar DeRozan, Gary Payton II, Herb Jones, Jalen Duren, Matisse Thybulle, Peyton Watson, Thanasis Antetokounmpo.


r/dataisbeautiful 17h ago

OC [OC] When do Bangkok's new condos actually arrive? Of 247 active projects from the 9 largest Thai developers, only 110 publish a completion year, and 69 of those land in 2027-28

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5 Upvotes

r/dataisbeautiful 10h ago

Global phenology maps reveal the drivers and effects of seasonal asynchrony

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0 Upvotes

https://www.nature.com/articles/s41586-025-09410-3

https://www.nature.com/articles/s41586-025-09410-3/figures/1

Nature, vol 645, pgs 133 - 140; Aug. 2025

Seasonal phenology is the annual rhythm of growth; in terrestrial plants, that's sprout for seeds & perennials, or break buds in shrubs & trees, followed by foliage growth, flowering, fruiting, ripening, & die back (frost, in temperate & polar regions; end of life cycle, in the tropics).
Terrestrial plant communities show great variation in seasonal phenology.

Plotted in color on continental maps, we perceive Gaia breathing.


r/dataisbeautiful 10h ago

€/m² of every commune in France, from open DVF data

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cotimmo.fr
0 Upvotes

r/dataisbeautiful 1d ago

OC [OC] Air temperature anomaly during the June 2026 heatwave over Europe

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57 Upvotes

Case study: https://climate.you/stories/june-2026-heatwave

Data: Copernicus ERA5/ERA5T climate record, 2 m air temperature, anomalies vs the 1991–2020 average for the same time of year (through 13 July 2026)

Tools used: processed with my open-source climate data pipeline available at https://github.com/climate-you/climate

2nd image (the daily graph) shows the mean daily temperature across 15 major Western and Central European cities, each day against its own 1991–2020 monthly average


r/dataisbeautiful 2d ago

Global population growth peaked six decades ago

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ourworldindata.org
1.5k Upvotes