Royal Greenwich Observatory sunspot areas by solar latitude, 1874–2013

A second tufte-viz demonstration. Same data, two treatments — but here the contrast is more severe because the default approach destroys the dataset's signature pattern.

Pre — typical default chart

Sunspot Area by Latitude Band, 1874–2013 0466933139918661880190019201940196019802000 Year Total area (millionths) High N (>30°N)Mid N (10–30°N)Equator (±10°)Mid S (10–30°S)High S (>30°S)
The default move when handed sunspot-area-vs-latitude data: aggregate the 50 latitude bins into 5 broad bands and plot as time series. You can see the ~11-year cycle, but the latitude story — sunspots starting at high latitudes and migrating toward the equator within each cycle — is gone. Bands at ±30°N and ±15° both light up; you cannot tell that they do so sequentially within a single cycle. ~93,000 data cells reduced to 5 lines.

Post — Maunder butterfly diagram

Sunspot area by solar latitude — every darker pixel marks where sunspots appeared. Vertical: latitude ±46°; horizontal: 1874–2013 (≈1,870 Carrington rotations × 34 sin(lat) bins ≈ 64,000 data cells) 12131415161718192021222324 -40°-20°+0°+20°+40° 1880190019201940196019802000 Year (small numbers above the panel are solar cycle numbers) Heliographic latitude
The same data rendered as a 2D heatmap: every darker pixel marks a Carrington rotation × latitude bin where sunspots appeared, intensity proportional to area. Each "wing" is one ~11-year solar cycle. The migration is unmistakable: every cycle starts at high latitudes (±25–30°) and drifts toward the equator over ~11 years. Cycle 19 (mid-1950s) is the strongest on record; cycles 23 and 24 (2000s) are visibly weaker — a fact invisible in the line chart.
This redesign is the original Maunder butterfly diagram (E. Walter Maunder, 1904). It was Tufte-grade before Tufte. The point of the pre/post: a competent default approach can throw away the most important pattern in the data, and you'd never know unless you started with "what does the data look like in its highest-resolution form?"
What the skill changed