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Interpreting and representing data

边玩边学

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课程笔记

Choosing the Right Chart

  • Categorical data (e.g. favourite colour) → bar charts, pie charts, or pictograms.
  • Ungrouped discrete numerical data (e.g. shoe size) → vertical line charts (also called bar-line graphs).
  • Time series data (e.g. temperature each month) → line graphs or time series graphs.
  • Always include a title, labels on axes, and a key for pictograms or multiple bars.
  • For bar charts, use equal bar widths and a gap between bars; the height shows frequency.
  • Pie charts show proportions of a whole, not frequencies – the total must be known.

Constructing Pie Charts

  • Each category's angle = (frequency ÷ total) × 360°.
  • Check that all angles add up to 360°.
  • Draw sector angles accurately with a protractor. Starting at 12 o’clock and working clockwise is convenient, but other starting positions are valid.
  • Label each sector with the category and percentage or angle.
  • Pie charts are best when comparing parts to a whole with a small number of categories.

Favourite colours of 60 students

Favourite colours of 60 studentsGreen — 150°Blue — 120°Red — 90°Total = 60

Bar Charts and Pictograms

  • Bar charts have separate bars for each category; the height (or length) represents frequency.
  • Bars must have equal width and can be vertical or horizontal.
  • Pictograms use symbols to represent a set number of items (e.g. one symbol = 5 people).
  • Always include a key showing what one symbol represents.
  • When drawing pictograms, use half or quarter symbols if needed, but keep them consistent.

Vertical Line Charts

  • Used for ungrouped discrete data (e.g. number of siblings).
  • Draw a vertical line (or dot) above each value, with height equal to frequency.
  • The x-axis shows the data values, the y-axis shows frequency.
  • Use a numerical horizontal scale: vertical lines sit at the actual data values, so unequal value gaps have unequal spacing.
  • This chart is useful for showing the shape of the distribution.

Time Series Graphs

  • Plot data over time (e.g. months, years) on the x-axis.
  • Join the points with straight lines to show trends.
  • Look for trends (overall direction), seasonal patterns (regular fluctuations), and outliers.
  • Use a suitable scale so the graph is not misleading.
  • Time series graphs help compare changes over time for one or more variables.

Histograms (Higher Tier)

  • Histograms are for continuous data, often with unequal class widths.
  • The area of each bar represents frequency, not the height.
  • Calculate frequency density = frequency ÷ class width.
  • Plot frequency density on the y-axis and class boundaries on the x-axis.
  • Bars are drawn touching (no gaps) because data is continuous.
  • To find frequency from a bar: frequency = frequency density × class width.

Unequal-width classes

Unequal-width classes01234−505101520253035Time / minFrequency density201530

Cumulative Frequency Graphs (Higher Tier)

  • Cumulative frequency is the running total of frequencies up to each upper class boundary.
  • Plot cumulative frequency against the upper class boundary (not the midpoint).
  • Join points with a smooth curve (or straight lines).
  • To find the median, locate the value at ½ of the total frequency on the y-axis, then read across and down.
  • To find the lower quartile, use ¼ of total frequency; for upper quartile, use ¾.
  • The interquartile range = upper quartile − lower quartile.

Cumulative frequency

Cumulative frequencyO1020304050607051015202530Time / minCumulative frequencyRunningtotal

Box Plots (Higher Tier)

  • A box plot shows the minimum, lower quartile, median, upper quartile, and maximum.
  • Draw a box from lower to upper quartile, with a line at the median.
  • Extend whiskers to the minimum and maximum values (unless outliers are shown).
  • Box plots allow quick comparison of two or more distributions.
  • The length of the box shows the interquartile range (middle 50% of data).

A five-number summary

A five-number summary1022.53547.560ScoreMin 10 · Q1 20 · Median 30 · Q3 45 · Max 60

Comparing Distributions

  • Always compare both a measure of centre (mean, median, mode) and a measure of spread (range, interquartile range).
  • For example: 'The median for group A is higher, but the interquartile range is larger, so group A has more variability.'
  • When comparing, use the same type of chart for both sets of data.
  • Be careful with misleading graphs: non-zero axes, incorrect scales, or omitted keys can distort comparisons.

Common Mistakes to Avoid

  • In histograms, do not use frequency as the height when class widths are unequal – use frequency density.
  • Plot cumulative frequency at the upper class boundary, not the midpoint.
  • Do not read a pie chart as a frequency without knowing the total.
  • Do not compare distributions by centre alone – always include spread.
  • Always include labels, titles, and keys; check that axes start at zero unless there is a good reason not to.

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练习题

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  1. 1.Which type of chart is most suitable for displaying categorical data?

    Easy
    • ABar chart
    • BHistogram
    • CLine graph
    • DCumulative frequency graph
  2. 2.A pictogram uses symbols to represent frequencies.

    Easy

    True or false?

  3. 3.A pie chart is drawn for 90 students. The angle for the 'Football' category is 120°. How many students chose football?

    Medium
    • A30
    • B40
    • C45
    • D60
  4. 4.Which displays can show the frequency of each separate, ungrouped discrete value? Select all that apply.

    Medium
    • AVertical line chart
    • BBar chart
    • CHistogram
    • DPictogram
    • ECumulative frequency graph
  5. 5.When drawing a pie chart, the angle for each category is calculated as (frequency / total) × 360°.

    Easy

    True or false?

  6. 6.Match each graphical representation with the type of data it is most suitable for.

    Medium
    • Line graph
    • Histogram
    • Pie chart
    • Time series data
    • Continuous data with unequal class widths
    • Categorical data
  7. 7.A histogram has a 0–10 class of frequency density 5 and a 10–20 class of frequency density 3. What is the ratio of their frequencies?

    Medium
    • A5:3
    • B3:5
    • C1:1
    • D10:9
  8. 8.A box plot shows a median of 30, lower quartile 20, upper quartile 45, and whiskers extending to 10 and 60. Which statement is correct?

    Hard
    • AThe interquartile range is 25.
    • BThe range is 40.
    • CThe median is 45.
    • DThe lower quartile is 30.

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