Chapter 5 of 11 · 12 min read
Graphing by hand
Scales, labels, error bars, lines and curves of best fit, and reading slopes with honest uncertainties: everything the marking scheme looks for.
Setting up the axes
- Put the independent variable (time, , ) on the horizontal axis and the measured quantity on the vertical axis.
- Choose a scale of 1, 2 or 5 units per centimetre (or ×10ⁿ). Avoid 3s and 7s, which make plotting slow and error-prone.
- Use a false origin when the data do not start near zero. The 2016 pulsar's periods all lie between 7587.8 and 7589.2 μs; starting the axis at 0 would squash them into a line.
- Make the data fill more than half of the sheet in both directions. This is an explicit mark in every recent scheme.
- Label each axis with quantity and unit, for example " (m s⁻²)" or "". Write the graph number the question asks for.
- Magnitudes: brighter is a smaller number, so plot the magnitude axis inverted, with brighter values upward. The 2018 marking scheme gave a mark for exactly this.
Points and error bars
Plot each point as a small dot with a circle or a cross, sharp enough to read back. Draw an error bar of total length through every point that has an uncertainty; markers often require "at least five" or all of them.
After plotting, check two or three points against the table. One misplotted point costs marks and can also drag your best-fit line.
Lines and curves of best fit
For a straight line:
- Draw it with a transparent ruler so that roughly as many points lie above as below, spread along the whole range.
- A least squares line always passes through the centroid . Marking the centroid first and pivoting the ruler around it is a quick way to a good fit.
- Let the line pass within most error bars. If it cannot, a straight line is the wrong model.
For a curve (light curves, rotation curves), draw a single smooth curve. Never join the dots with straight segments, and do not force the curve through every point when they scatter.
For special shapes, use symmetry. In the 2016 pulsar problem the points lie on an ellipse that must be symmetric about and about some , which pins down its centre and axes.
Slope, intercept and their uncertainties
Read the slope from a large triangle using two points on the line, far apart, and not from two data points:
For the uncertainty, draw the steepest and shallowest lines that still pass through (nearly all) the error bars. Then
and similarly for the intercept. This is the method the 2017 solutions use, giving from lines of slope and .
If the intercept lies off the paper because of a false origin, compute it from one point on the line: .
Key formulas
- Slope from the line
- Max/min slope estimate
Common mistakes
- Scales of 3 or 7 units per division.
- A tiny graph in one corner of the sheet.
- Axis labels without units.
- Joining data points dot-to-dot instead of drawing a smooth curve.
- Reading the slope from two data points instead of from the drawn line.
- Magnitude axes the wrong way up.
Practise this chapter
Past IOAA problems that use these skills.
- 2015 P1 | Distance to the Cepheid HV 2257Olympiad
- 2015 P2 | The extinction law and the distance to IC 342Advanced
- 2016 D1 | Timing a binary millisecond pulsarOlympiad
- 2016 D2 | The Moon's size, orbit and the distance to the SunAdvanced
- 2016 D3 | Stretching Type Ia supernova light curvesAdvanced
- 2017 D2 | Dark matter in a low surface brightness galaxyOlympiad
- 2018 D2 | An unseen companion in AurigaOlympiad
- 2023 DA2 | Weighing an isolated black hole with astrometric microlensingOlympiad
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