Chapter 1 · The Chemical World

1.4Analyzing and Interpreting Data

12 min · two checks

Predict

If a graph of mass versus volume is a straight line through the origin, what kind of relationship is that?

The idea

  • Read a proportional relationship off a graph.
  • Tell interpolation from extrapolation and say which is riskier.

Data become an argument only after you look for a pattern. Suppose you measure the mass of five samples of the same liquid and plot mass on the vertical axis against volume on the horizontal axis. If the points fall on a straight line that passes through (0, 0), mass and volume are directly proportional: doubling the volume doubles the mass. The slope, rise over run, has units of mass over volume. That slope is the density.

An inverse relationship bends the other way: as one quantity grows, the other shrinks so that their product stays roughly constant. When you estimate a value between measured points you are interpolating, which is usually safe if the trend is smooth. Extending the line past the last point is extrapolation. It is a hypothesis about unmeasured territory, not a measurement. Also check the axis scale before calling a line “steep.” A zoomed axis can dramatize a tiny change.

Keep these

  • A straight line through the origin means y = kx. The slope is k, with units.
  • Interpolation estimates inside the data; extrapolation guesses outside it.
  • Read units, scale, and scatter before you trust the story a graph seems to tell.

Worked path

A graph of mass (g) versus volume (mL) for ethanol is linear through the origin. One point is 15.8 g at 20.0 mL. Estimate the density and the mass of 55.0 mL.

  1. Observe

    The line through the origin means mass and volume are proportional. Density is the slope.

Check yourself

1. Five samples of one liquid give a mass-versus-volume line through the origin with slope 0.79 g/mL. The slope is
2. You have data from 10 °C to 40 °C and extend the line to predict a value at 90 °C. That is