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Misleading Histograms and Stem-and-Leaf Diagrams

How a histogram, a stem-and-leaf diagram or a dot diagram can give a false picture of the data, how to spot it, and how to draw it fairly.

What You Should Already Know

  • From Secondary 1: a bar graph whose value axis does not start at 0 makes small differences look large; a zigzag at least warns the reader that part of the axis is left out.
  • From lessons 12.1 to 12.4: how a dot diagram, a stem-and-leaf diagram and a histogram are drawn correctly.

What to Check

A diagram can show the right numbers and still give a false picture, because the eye judges bars by their height and area, and rows of leaves or columns of dots by their length. Before you believe a diagram, check how it is drawn.

Checks for a fair diagram

Histogram: the frequency axis starts at 0 (a zigzag warns that it does not), in equal steps; the classes have equal widths, with no gaps and no overlaps; the bars touch.

Stem-and-leaf diagram: the leaves are in order and equally spaced; every stem is there; there is a key.

Dot diagram: the number line has equal steps and marks every value; the dots are all the same size and stacked at the same step.

Misleading Frequency Axes

Example 1: An axis that does not start at 0

A bus company drew Histogram A of the waiting times of 120 commuters. (a) How many times as tall as the bar for 0≤t<50 \le t < 5 does the bar for 10≤t<1510 \le t < 15 look? (b) How many times as many commuters are really in 10≤t<1510 \le t < 15? (c) Explain why Histogram A misleads, and draw it fairly.

Histogram A:

Histogram A, frequency axis from 24 to 36 with no zigzag: 0 to 5 minutes frequency 26, 5 to 10 frequency 30, 10 to 15 frequency 34, 15 to 20 frequency 302426283032343605101520Waiting time (minutes)Frequency

Solution

(a) The axis starts at 24. The bar for 10≤t<1510 \le t < 15 rises 34−24=1034 - 24 = 10 units above it, and the bar for 0≤t<50 \le t < 5 only 26−24=226 - 24 = 2 units. It looks 10÷2=510 \div 2 = 5 times as tall.

(b) 34÷26=1.30…≈1.334 \div 26 = 1.30\ldots \approx 1.3 (to 1 decimal place): only about 1.3 times as many.

(c) Cutting off the bottom of the axis removes the same 24 from every bar, so small differences look large. A fair histogram starts the axis at 0:

The fair histogram, frequency axis from 0 to 36: 0 to 5 frequency 26, 5 to 10 frequency 30, 10 to 15 frequency 34, 15 to 20 frequency 300481216202428323605101520Waiting time (minutes)Frequency

If the axis must start higher, a zigzag at the bottom warns the reader that part of it is left out. The bars are then still not in proportion, so the reader must compare the numbers, not the heights:

The same histogram with a zigzag on the frequency axis between 0 and 2424262830323436005101520Waiting time (minutes)Frequency

(a) 5 times (b) about 1.3 times (c) The axis starts at 24 with no warning, so the differences look far bigger than they are; the fair histogram starts at 0.

Example 2: An uneven scale

Histogram B shows the times, in minutes, taken by 68 cyclists to complete a route. Its frequency axis is numbered 0, 4, 9, 13, 18, 22. (a) What are the steps between the numbers? (b) Why is the histogram hard to read? Draw it fairly.

Histogram B:

Histogram B, frequency axis numbered 0, 4, 9, 13, 18, 22 at equal distances: 15 to 20 minutes frequency 5, 20 to 25 frequency 10, 25 to 30 frequency 20, 30 to 35 frequency 15, 35 to 40 frequency 18049131822152025303540Time (minutes)Frequency

Solution

(a) 44, 55, 44, 55, 44: the numbers are equally far apart on the page, but the steps are not equal.

(b) Equal distances on the axis stand for different numbers of cyclists, so a height cannot be read by counting steps, and two bars cannot be compared by their heights. Only the last bar ends on a number, 18; every other bar ends between two numbers whose step changes, so its value has to be worked out from how far along the step it ends. Reading each bar against its axis numbers: 5 (a fifth of the way from 4 to 9), 10 (a quarter of the way from 9 to 13), 20 (half way from 18 to 22), 15 (two fifths of the way from 13 to 18) and 18. Check: 5+10+20+15+18=68,5 + 10 + 20 + 15 + 18 = 68\text{,} the number of cyclists. A fair axis goes up in equal steps:

The fair histogram of the cycling times, frequency axis from 0 to 20 in steps of 2: 5, 10, 20, 15, 1802468101214161820152025303540Time (minutes)Frequency

(a) 4, 5, 4, 5, 4: uneven. (b) Equal distances stand for different amounts, so heights cannot be read or compared; the bars are really 5, 10, 20, 15 and 18 (total 68), and the fair axis goes 0, 2, 4, …, 20.

Misleading Classes

Example 3: A class of a different width

Histogram C shows the times of 27 runners in the classes 0≤t<100 \le t < 10, 10≤t<2010 \le t < 20 and 20≤t<4020 \le t < 40 minutes, with 5, 10 and 12 runners, each bar as tall as its frequency. The 12 runners of the last class took 20 to 30 minutes (8 runners) and 30 to 40 minutes (4 runners). Why does Histogram C mislead? Draw it fairly.

Histogram C:

Histogram C: 0 to 10 minutes frequency 5, 10 to 20 frequency 10, 20 to 40 frequency 12, the last bar twice as wide0246810120102040Time (minutes)Frequency

Solution

The last class is 20 minutes wide, twice the others, and its bar is as tall as its frequency. So the bar is the tallest and also twice as wide: it looks as if far more runners took 20 to 40 minutes than anything else.

Its 12 runners are spread over twice as many minutes. Grouped in classes of equal width, the times of the last 20 minutes are 8 and 4, both fewer than the 10 of 10≤t<2010 \le t < 20:

The fair histogram with classes of equal width: 0 to 10 frequency 5, 10 to 20 frequency 10, 20 to 30 frequency 8, 30 to 40 frequency 4024681012010203040Time (minutes)Frequency

The fair histogram shows the times rising to the class 10≤t<2010 \le t < 20 and falling after it, which Histogram C hid.

A class of a different width cannot be drawn fairly with its bar as tall as its frequency, however wide the bar is drawn: drawn twice as wide, it looks far bigger than its share. Regroup into classes of equal width (8 and 4 for 20 to 30 and 30 to 40): the most common class is then 10≤t<2010 \le t < 20.

Example 4: Classes that leave gaps

A pupil grouped the masses of parcels, in kg, into the classes "1–1.9, 2.1–3, 3.1–3.9". In which class does a parcel of 2 kg go? And a parcel of 1.95 kg? Write the classes correctly.

Solution

The classes leave gaps: 2 kg is in no class, and nor is 1.95 kg (it is more than 1.9 and less than 2.1). Masses in the gaps are lost from the table, so the histogram shows fewer parcels than there are.

Written as 1≤m<21 \le m < 2, 2≤m<32 \le m < 3, 3≤m<43 \le m < 4, the classes meet with no gaps and no overlaps: 1.95 kg is in 1≤m<21 \le m < 2, and 2 kg in 2≤m<32 \le m < 3.

2 kg and 1.95 kg fit no class (gaps). Correct classes: 1≤m<21 \le m < 2, 2≤m<32 \le m < 3, 3≤m<43 \le m < 4.

Example 5: The same data, two stories

The times, in minutes, that 40 pupils took to finish a 60-minute test are grouped in two ways: Histogram D with classes 20 minutes wide, Histogram E with classes 10 minutes wide. What does each suggest? Which is fairer?

Histogram D, classes 20 minutes wide: 20 to 40 frequency 18, 40 to 60 frequency 22Histogram D04812162024204060Time (minutes)FrequencyHistogram E, classes 10 minutes wide: 20 to 30 frequency 12, 30 to 40 frequency 6, 40 to 50 frequency 4, 50 to 60 frequency 18Histogram E0246810121416182030405060Time (minutes)Frequency

Solution

Histogram D has two bars, 18 and 22. It suggests the times rise steadily, with a few more pupils taking longer.

Histogram E has four bars, 12, 6, 4 and 18. It shows two groups: 12 pupils who finished in 20 to 30 minutes, and 18 who took 50 minutes or more, with only 10 in between.

Both are counted correctly from the same 40 times, but Histogram D's wide classes hide the two groups. Someone who wanted to show that the test's length suited everyone might choose D. Histogram E is fairer.

D suggests a steady rise; E shows two groups, a fast one and a slow one. E is fairer, because D's two wide classes hide the shape.

Gaps Between Bars

Example 6: A histogram drawn as a bar graph, and the reverse

(a) Diagram F shows the waiting times of Example 1 with gaps between the bars. (b) Diagram G shows the favourite subjects of 36 pupils (English 8, Mathematics 12, Science 10, Chinese 6) with the bars touching. What does each wrongly suggest?

Diagram F:

Diagram F: the waiting times of 120 commuters drawn with gaps between the bars: 26, 30, 34, 30048121620242832360 to 55 to 1010 to 1515 to 20Waiting time (minutes)Frequency

Diagram G:

Diagram G: favourite subjects drawn with touching bars: English 8, Mathematics 12, Science 10, Chinese 6024681012EnglishMathsScienceChineseSubjectNumber of pupils

Solution

(a) The gaps suggest that the classes are separate categories, with times between them that belong to no class. The classes written under the middle of the bars, like names, suggest the same, and are a fault too: the boundaries are not numbered. Time is a number scale with no gaps, so the bars of a histogram touch, with the boundaries numbered at their edges (Example 1).

(b) Touching bars suggest a number scale, as if the subjects were values in order, with Mathematics "between" English and Science. Subjects are separate categories: a bar graph with gaps is right.

(a) Gaps, and classes written under the bars like names, make a number scale look like separate categories: the bars should touch, with the boundaries numbered at their edges. (b) Touching bars make categories look like a number scale: a bar graph should have gaps.

Misleading Stem-and-Leaf and Dot Diagrams

Example 7: Leaves not lined up, and no key

(a) Diagram H shows the times, in seconds, of 15 runners. Which row looks the longest, and which really has the most leaves? (b) Diagram J shows the masses of 15 newborn babies, with no key. What could 4 | 2 mean?

Diagram H:

Diagram H with the leaves unevenly spaced: 1 | 2 3 5 6 7 8 8 9 squeezed together; 2 | 0 1 4 7 9 spread out; 3 | 0 3StemLeaves123567889201479303Key: 1 | 2 means 12 s

Diagram J:

Diagram J with no key and leaves not in order: 2 | 6 9 8; 3 | 0 1 1 3 4 4 6 8 9 5; 4 | 0 2StemLeaves269830113446895402

Solution

(a) Row 2 looks the longest, but it has 5 leaves; row 1 has 8, squeezed together. Every leaf must take the same width, or the lengths of the rows mean nothing. Fairly drawn:

Diagram H fairly drawn: 1 | 2 3 5 6 7 8 8 9; 2 | 0 1 4 7 9; 3 | 0 3; key 1 | 2 means 12 sStemLeaves123567889201479303Key: 1 | 2 means 12 s

(b) Without a key, 4 | 2 could be 42 kg or 4.2 kg; for a baby only 4.2 kg makes sense, but the reader should not have to guess. The leaves are also out of order. Fairly drawn:

Diagram J fairly drawn: 2 | 6 8 9; 3 | 0 1 1 3 4 4 5 6 8 9; 4 | 0 2; key 2 | 6 means 2.6 kgStemLeaves268930113445689402Key: 2 | 6 means 2.6 kg

(a) Row 2 looks longest, but row 1 has the most leaves (8). (b) 42 kg or 4.2 kg; the key "2 | 6 means 2.6 kg" settles it.

Example 8: Uneven dot diagrams

Two pupils drew dot diagrams of the number of library books borrowed by 15 pupils: 0 (2 pupils), 1 (4), 2 (5), 3 (2), 5 (1), 8 (1). What is misleading in each?

Diagram K:

Diagram K: a line marked 0, 1, 2, 3, 5, 8 at equal distances; 2 dots at 0, 4 at 1, 5 at 2, 2 at 3, 1 at 5, 1 at 8012358Number of books

Diagram L:

Diagram L: a line from 0 to 8; the 4 dots at 1 drawn larger than the others012345678Number of books

Solution

Diagram K leaves 4, 6 and 7 off the line, so 5 and 8 sit next to 3 and the pupil who borrowed 8 books does not look far from the rest.

Diagram L draws the dots at 1 larger, so its column of 4 looks bigger than the column of 5 at 2.

The fair dot diagram on a line from 0 to 8: 2 dots at 0, 4 at 1, 5 at 2, 2 at 3, none at 4, 1 at 5, none at 6 and 7, 1 at 8012345678Number of books

K leaves values off the line, so the steps are unequal; L uses dots of different sizes. The fair diagram marks 0 to 8 with dots of one size.

Common Mistakes

  • Comparing the heights of bars without checking that the frequency axis starts at 0 and goes up in equal steps.
  • Reading a wide bar as a big class: a class twice as wide holds its values over twice the range.
  • Trusting one grouping: wide classes can hide two groups in the data.
  • Judging the rows of a stem-and-leaf diagram by length when the leaves are not equally spaced.
  • Guessing what 4 | 2 means when there is no key.
  • Saying only "it is misleading". Say what it makes look bigger or smaller, and by how much, then draw it fairly.

Practice Questions

Try each question first, then open the solution to check your working.

Question 1

The histogram shows the heights of 80 plants. (a) How many times as tall as the bar for 30≤h<4030 \le h < 40 does the bar for 20≤h<3020 \le h < 30 look? (b) How many times as many plants are really in 20≤h<3020 \le h < 30? (c) What is wrong with the histogram?

Histogram of plant heights with the frequency axis from 15 to 25 and no zigzag: 0 to 10 cm frequency 18, 10 to 20 frequency 21, 20 to 30 frequency 24, 30 to 40 frequency 171516171819202122232425010203040Height (cm)Frequency
ShowHide solution

(a) Above the axis at 15: 24−15=924 - 15 = 9 units against 17−15=217 - 15 = 2 units. It looks 9÷2=4.59 \div 2 = 4.5 times as tall.

(b) 24÷17=1.41…≈1.424 \div 17 = 1.41\ldots \approx 1.4 (to 1 decimal place).

(c) The frequency axis starts at 15, with no zigzag, so the differences look much bigger than they are.

(a) 4.5 times (b) about 1.4 times (c) The axis starts at 15 with no zigzag.

Question 2

The histogram shows the lengths, xx minutes, of 45 phone calls. Its frequency axis is numbered 0, 2, 4, 6, 15, 30. (a) Which steps are unequal? (b) Read the frequencies of the two right-hand classes from the numbers. How many times as many calls are in 30≤x<4030 \le x < 40 as in 20≤x<3020 \le x < 30? (c) Does the drawing show this?

Histogram with the frequency axis numbered 0, 2, 4, 6, 15, 30 at equal distances: 0 to 10 frequency 3, 10 to 20 frequency 5, 20 to 30 frequency 12, 30 to 40 frequency 2502461530010203040Length of call (minutes)Frequency
ShowHide solution

(a) The steps are 2, 2, 2, 9 and 15: the last two are much larger, though drawn the same size.

(b) The bars reach 12 (two thirds of the way from 6 to 15) and 25 (two thirds of the way from 15 to 30). 25÷12=2.08…≈2.125 \div 12 = 2.08\ldots \approx 2.1 (to 1 decimal place).

(c) No. On the page the last bar is only about 1.3 times as tall as the third, because the large numbers are squeezed together at the top.

(a) the steps 6 to 15 and 15 to 30 (b) 12 and 25, about 2.1 times (c) No: it looks only about 1.3 times as tall.

Question 3

A histogram of the masses, xx kg, of 27 parcels uses the classes 0≤x<50 \le x < 5, 5≤x<105 \le x < 10 and 10≤x<2010 \le x < 20, with frequencies 8, 9 and 10, each bar as tall as its frequency. Kumar says, "The last class holds by far the most parcels." (a) Does the last class hold the most parcels? (b) Is Kumar right that it holds by far the most? (c) Why does the histogram make it look so?

Histogram with unequal classes: 0 to 5 frequency 8, 5 to 10 frequency 9, 10 to 20 frequency 10, the last bar twice as wide0246810051020Mass (kg)Frequency
ShowHide solution

(a) Yes: it holds 10 parcels, against 9 and 8.

(b) No: 10 is only one more than the 9 of 5≤x<105 \le x < 10, so it does not hold "by far" the most.

(c) The last class is 10 kg wide, twice the width of the others. Its bar is as tall as its frequency and also twice as wide, so it looks far bigger than the others. With classes of equal width (10≤x<1510 \le x < 15 and 15≤x<2015 \le x < 20), its 10 parcels would be split between two bars.

(a) Yes: 10 parcels, against 9 and 8. (b) No: only one more than 9, so not by far. (c) Its bar is drawn twice as wide as the others; with classes of equal width its 10 parcels would be split between two bars.

Question 4

Masses, in kg, are grouped as "40–44, 45–49, 50–54". In which class does a mass of 44.5 kg go? Write the classes correctly.

ShowHide solution

44.5 is more than 44 and less than 45, so it is in none of the classes: there are gaps between them. (For whole kilograms there would be no problem, but mass is measured, and can be 44.5 kg.)

Written as 40≤m<4540 \le m < 45, 45≤m<5045 \le m < 50, 50≤m<5550 \le m < 55, the classes meet; 44.5 kg is in 40≤m<4540 \le m < 45.

In none: the classes leave gaps. Correct: 40≤m<4540 \le m < 45, 45≤m<5045 \le m < 50, 50≤m<5550 \le m < 55.

Question 5

The ages of the 24 members of a club are drawn in two histograms. What story does each tell? Which is fairer?

Histogram with classes 20 years wide: 20 to 40 frequency 12, 40 to 60 frequency 12Classes of 20 years024681012204060Age (years)FrequencyHistogram with classes 10 years wide: 20 to 30 frequency 10, 30 to 40 frequency 2, 40 to 50 frequency 2, 50 to 60 frequency 10Classes of 10 years0246810122030405060Age (years)Frequency
ShowHide solution

Classes of 20 years: two equal bars of 12. The members seem spread evenly from 20 to 60.

Classes of 10 years: 10, 2, 2, 10. The club has two groups, members in their twenties and members in their fifties, with only 4 between 30 and 50.

The 10-year classes are fairer: the wide classes hide the two groups.

The 20-year classes suggest an even spread; the 10-year classes show two age groups, 20s and 50s. The 10-year classes are fairer.

Question 6

The stem-and-leaf diagram shows the lengths of 11 fish caught at a jetty, but it has no key. Ali reads 4 | 9 as 4.9 cm and Ben reads it as 49 cm. (a) Why can they not tell who is right? (b) The longest fish was 49 cm. Write a key.

Stem-and-leaf diagram with no key: 1 | 5 8; 2 | 0 3 3 7; 3 | 1 4 6; 4 | 2 9StemLeaves158203373146429
ShowHide solution

(a) The stem and the leaf give the digits 4 and 9 only; the key says what they stand for. Without it, 4 | 9 could be 49, 4.9 or 490.

(b) The longest fish is 4 | 9, which is 49 cm, so the stem is tens of centimetres: "Key: 1 | 5 means 15 cm".

(a) With no key, the place value of the digits is unknown. (b) Key: 1 | 5 means 15 cm.

Question 7

The masses, to the nearest gram, of 12 eggs were: 52, 54, 55, 55, 56, 56, 56, 57, 58, 58, 60, 65. Hui Min drew this dot diagram. What is misleading about it? Draw it fairly.

Hui Min's dot diagram: a line marked 52, 54, 55, 56, 57, 58, 60, 65 at equal distances5254555657586065Mass (g)
ShowHide solution

She left out 53, 59 and 61 to 64, so the steps on her line are not equal: the gap from 60 to 65 is drawn the same as the gap from 57 to 58. The 65 g egg, which is far heavier than the rest, looks close to them.

The fair dot diagram on a line from 52 to 65: 52, 54, two at 55, three at 56, 57, two at 58, 60 and 655253545556575859606162636465Mass (g)

The line leaves out values, so its steps are unequal and the 65 g egg looks close to the others. The fair line marks every gram from 52 to 65.

Question 8

Find two faults in this histogram of the times 50 pupils took to walk to school. Explain in a sentence what each does, and draw it fairly.

Histogram with gaps between the bars and the frequency axis starting at 8, the time axis numbered 0, 5, 10, 15, 20 at the class boundaries: 0 to 5 minutes frequency 12, 5 to 10 frequency 15, 10 to 15 frequency 14, 15 to 20 frequency 9891011121314151605101520Time (minutes)Frequency
ShowHide solution

The frequency axis starts at 8 with no zigzag, so the bar for 15≤t<2015 \le t < 20 (9 pupils) looks tiny beside the bar for 5≤t<105 \le t < 10 (15): 1 unit against 7.

The bars have gaps, which makes the time classes look like separate categories.

The fair histogram: touching bars, frequency axis from 0 to 16 in steps of 2: 12, 15, 14, 9024681012141605101520Time (minutes)Frequency

The axis starts at 8 (so differences look bigger: 7 units against 1 for 15 and 9), and the bars have gaps (so the classes look like categories). The fair histogram has touching bars and an axis from 0.

Key Points

  • A frequency axis that does not start at 0 makes differences look bigger; a zigzag warns the reader, but heights still cannot be compared directly.
  • An axis numbered in unequal steps cannot be read or compared by height.
  • A class of a different width cannot be drawn fairly as tall as its frequency (twice as wide, it looks far bigger than its share); use classes of equal width.
  • Classes must meet with no gaps and no overlaps: a≤x<ba \le x < b.
  • The same data grouped in different ways can tell different stories; wide classes can hide the shape.
  • Histogram bars touch; bar-graph bars do not. Gaps, or touching bars, in the wrong place mislead.
  • A stem-and-leaf diagram needs sorted, equally spaced leaves and a key; a dot diagram needs equal steps, every value and dots of one size.
  • To show that a diagram misleads, say what it makes look bigger or smaller, and by how much, and draw it fairly.

‹ 12.5 Comparing Statistical Diagrams 12.7 The Mean ›

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