INTERACTIVE COMPANION · EXPLAINER · GENERAL SCIENCE
The Dating Bench
Two benches. The first one lets you watch atoms decay, one at a time, and see the exponential law assemble itself out of nothing but coin flips. The second takes a radiocarbon age and calibrates it against the real IntCal20 curve, which is where you find out that a single clean measurement can map onto three separate centuries.
Both run entirely in your browser with no libraries, and every number they print can be checked by hand against the equations printed beside them.
Bench 1. Decay, atom by atom
Each dot is one atom. On every tick of the clock, each surviving atom independently decides whether to decay, with probability \(p = 1 - e^{-\lambda \Delta t}\) where \(\lambda = \ln 2 / T_{1/2}\). There is no exponential curve in the simulation. The curve you see growing on the right is drawn from the surviving count, and the pale line behind it is the analytic law, added afterwards so you can see how well the coin flips reproduce it.
The prediction for the spread, which is the part worth watching, is the binomial standard deviation \(\sigma_N = \sqrt{N_0 f (1-f)}\) with \(f = e^{-\lambda t}\). At exactly one half-life with 1,000 atoms that is \(\sqrt{1000 \times 0.25} = 15.81\) atoms. Run it a few times and see how often you land more than two of those away from 500.
Bench 2. Calibrating a radiocarbon age
A conventional radiocarbon age is a laboratory measurement, not a date. Turning it into a date means asking which calendar years the IntCal20 curve predicts that radiocarbon age for, weighting every candidate year by how well it matches, and keeping the densest 95.4% of the resulting probability. That is what the panel below does, using the published curve resampled to ten-year knots and interpolated onto a one-year grid.
The naive answer, subtracting the radiocarbon age from 1950, is shown alongside so you can watch how far wrong it goes.
analysis/how-we-date-things-output.txt, section C3.
What you are looking at in the lower panel is not measurement noise. The laboratory did its job. The lumps are the atmosphere: centuries in which carbon-14 production and ocean uptake happened to cancel, leaving the radiocarbon clock parked on the same reading while the calendar moved on. The trees recorded it, which is the only reason anybody can correct for it.