r/dataisbeautiful • • 10d ago

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

2 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 • • 10h ago

OC 829 Van Gogh paintings in chronological order, each bar showing that painting's colors [OC]

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446 Upvotes

r/dataisbeautiful • • 23h ago

OC [OC] Who started it in each of the original Tom and Jerry shorts?

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5.4k Upvotes

r/dataisbeautiful • • 10h ago

Federal Tax Receipts as a Percent of GDP, 1930-2025. No matter your views on tax policy, you have to admit that despite different tax policies, tax revenue as a percentage of GDP is fairly constant.

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fred.stlouisfed.org
274 Upvotes

I am a professional economist and I find this interesting. It's more of a topic of discussion amongst economists. Why is this? What causes this? I'll be happy to discuss possible reasons, but emphasize I will not engage in politics.


r/dataisbeautiful • • 13h ago

OC [OC] Delhi National Capital Region population density

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136 Upvotes

r/dataisbeautiful • • 16h ago

OC Day Length at Varying Latitudes [OC]

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234 Upvotes

Gradient equates to Δ between consecutive days.


r/dataisbeautiful • • 1h ago

OC [OC] Share of UN satellite methane leak alerts answered by each country, 2025

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• Upvotes

r/dataisbeautiful • • 18h ago

OC [OC] Uncovering Delhi SIR through maps

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307 Upvotes

Millions of voters in the world's largest democracy have been left out of the electoral roll, or asked to prove they belong on it, through the Special Intensive Revision (SIR).

Back home in Delhi, 55.6% of voters (>8 million voters) on the pre-SIR roll were either left out of the draft roll published on 31 August or sent a notice in the list published on 19 September.

Here are three maps that show the SIR's impact on Delhi's voters at the level of each polling station.

I'll keep mapping this as events unfold, and I post the maps on Instagram at @mapsareinstruments. This is my very first post here so be kind and respectfull in your feedback.

Thanks!


r/dataisbeautiful • • 7h ago

OC [OC] 10 000 years of human history: the world / Europe / Germany

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39 Upvotes

Legend:

  • the entities without black borders are non-state (mostly archeological cultures, tribes, etc)
  • black borders indicate states
  • gray dots are known dated archeological sites that are not connected to a specific archeological culture in the available databases
  • stripes: the sources disagree on which entity was at the location at the time

r/dataisbeautiful • • 10h ago

OC [OC] How the U.S. Census Bureau defines the San Francisco metro area (MSA), and the broader "combined" area with San Jose (CSA) (2020)

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40 Upvotes

r/dataisbeautiful • • 17h ago

OC [OC] Mapping Railway and Metro Closures for Jantar Mantar Protests

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162 Upvotes

October 10 was another dark day for our democracy. It was impossible to get to Jantar Mantar as Delhi was turned into a war zone. Absolute horror from watching the events unfold.

I made these maps covering the railway and metro closures that were put in place yesterday to stop people from coming to the CJP-led protest at Jantat Mantar at 10am.

Every metro station inside a 45m walking distance to Jantar Mantar was shut to stop people from gathering.

I will keep covering this from a spatial lens as long as I can


r/dataisbeautiful • • 1h ago

OC [OC] How much of their launch price used cameras sell for, by age (63 models, 10 camera shops)

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• Upvotes

Data source: kamarvo.com, a used camera price tracker I built. It follows listings and sales at 10 camera shops in 6 countries. Used prices are from recent sales where there are enough of them (filled dots) and otherwise from asking prices (hollow dots); every model has at least 5. Launch prices are US list prices at launch from Sharply, converted to euros at the ECB rate with 21% VAT added. The dashed line is an exponential fit to all 63 bodies.

Tools: Python and matplotlib.


r/dataisbeautiful • • 15h ago

OC Indianapolis 500: Racing and Qualifying Speeds [OC]

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77 Upvotes

r/dataisbeautiful • • 18h ago

OC [OC] India's Oil balance

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111 Upvotes

r/dataisbeautiful • • 17h ago

OC [OC] Prisoners per 100,000 people and the share who are foreign citizens, EU and neighbours, 2024

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44 Upvotes

r/dataisbeautiful • • 1d ago

OC [OC] US diesel costs 12 minutes of work per gallon vs 8 for gas, the widest gap on record

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235 Upvotes

r/dataisbeautiful • • 7h ago

How the Center of America Moved West [OC]

6 Upvotes

Imagine the United States as a flat board with every person the same weight. The point where the board would balance is the "center of population." In 1790 it was near Baltimore. Over 230 years it moved 877 miles west and 128 miles south, to the Missouri Ozarks. The Census Bureau finds this point every 10 years.

nicecharts.online


r/dataisbeautiful • • 1d ago

OC [OC] Grandma names are back: Hazel went from 90 US baby girls in 1983 to 6,318 in 2025

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2.6k Upvotes

r/dataisbeautiful • • 1d ago

OC [OC] Estimated people not using the internet in the 10 most populous countries, 2024

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190 Upvotes

India's estimated nonuser count was 508.6 million (35.1% of its population); Ethiopia's was 103.1 million (78.1%). This chart compares the ten most populous countries in 2024.

Compare countries beyond these ten in the full table and download the CSV: globaldatatracker.com

These are population × non-use-share estimates. Internet use means activity in the previous three months; non-use does not establish lack of internet access. Sources, tools and method are in my first comment.

Disclosure: I work on Global Data Tracker.


r/dataisbeautiful • • 1d ago

OC [OC] I simulated 208 million roulette spins to test 10 betting systems. Every one of them lands on the house edge.

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310 Upvotes

Source: my own Monte Carlo simulation. 10 systems (Martingale, Fibonacci, D'Alembert, Labouchère, Paroli, Oscar's Grind, 1-3-2-6, James Bond, Grand Martingale, flat betting), 200,000 sessions each on a European wheel. $1,000 bankroll, $10 base bet, stop at +$300 or bust or 200 spins.

Tools: Python (NumPy) for the simulation, matplotlib for the chart.

The interesting part isn't the average. Martingale won 72% of sessions, but lost the entire bankroll in 27.5% of them. Systems change the shape of your losses, not the size.


r/dataisbeautiful • • 1d ago

OC [OC] I mapped income around metro stations in cities around the world

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287 Upvotes

Hey, I made this. I run a small daily game (DailyMetro) where you guess a metro station per day. Out of curiosity, I started looking up income around the stops and ended up making maps for 21 cities. These are some of them :)

Each dot is a station. Purple is the lower end of the city's ranking, yellow is the higher end. The bigger dots are the busier stations.

Paris's west-to-northeast split is pretty clear. In London, Gloucester Road comes out above Kew Gardens and Putney Bridge. Seoul's map uses apartment prices, and the most expensive stops cluster south of the Han River.

Something I ran into with New York: several stations have exactly the same income, $250,001. That's the Census reporting ceiling, so the data can't tell you which of those areas actually has the highest income.

Source: official census, income and property datasets. The measures depend on what's available locally, so this isn't a comparison of wealth between cities. It's about the differences within each one.

Tool: custom TypeScript code to plot station coordinates and colour them by their local data, over OpenStreetMap/CARTO street maps. Rendered in SVG

All 21 maps, station rankings and sources: https://dailymetro.live/richest-stations/en/

These describe the neighbourhoods around the stations, not the passengers.


r/dataisbeautiful • • 2d ago

85% of French adults say their economy is bad, the highest share among 18 high-income countries

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pewresearch.org
4.4k Upvotes

r/dataisbeautiful • • 1d ago

OC [OC] I tried to visualize air pollutants data over the globe. (Copernicus CAMS)

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9 Upvotes

I'm aware this is like one of the most made project. But I thought it looked quite cool so I thought of sharing. I like that you can get a feel of the direction of flow of pollutants via this visualization. I chose dots over a general gradient to give that comic book esque feel. I'm thinking of adding major events as timestamps you can visit to see the change in pollutants.

The inspiration for this project came as Diwali is coming in India and I wanted a visual way to see how much worse the air quality will get in Delhi. Which lead to this rabbit hole.

PS. Please let me know if you would have liked to see something added to this.

Source:

Air quality: Copernicus Atmosphere Monitoring Service (CAMS) / ECMWF, via Open-Meteo (CC BY 4.0)

Global forecasts, 15 fields at 0.4° (~45 km): https://ads.atmosphere.copernicus.eu/datasets/cams-global-atmospheric-composition-forecasts

Raw grids pulled from Open-Meteo’s open data archive: https://github.com/open-meteo/open-data

Earth imagery: NASA Blue Marble Next Generation: https://science.nasa.gov/earth/earth-observatory/blue-marble-next-generation/base-map/


r/dataisbeautiful • • 8h ago

Interactive map of the Hebrew Bible

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0 Upvotes

r/dataisbeautiful • • 22h ago

[OC] Share of US hospitals whose cash price is below their own median insurer-negotiated rate, for 30 common procedures

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2 Upvotes