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Representing Data

Numerical data can be shown three main ways: a dot plot, a histogram, or a box plot. Each one is a picture of the same idea — where the values fall — but each display does a different job, and test questions love to ask you to read all three.

A dot plot shows one dot for each individual value. A histogram groups the values into equal intervals and shows a bar for each interval. A box plot skips the individual values entirely and shows five summary numbers. Pick the display based on how much detail you need.

Three displays, three jobs

Dot plot: one dot per data value, stacked above a number line. You can recover the exact data set from it, so it is best for small sets. To count how many values equal 22, just count the dots above 22.

Histogram: the values are grouped into equal intervals, and each bar's height is the count in that interval, with no gaps between bars. You lose the individual values but gain a clear picture of shape for large sets.

Box plot: shows the five-number summary — minimum, first quartile Q1Q_1, median, third quartile Q3Q_3, maximum. The box covers the middle half of the data, and the whiskers stretch to the extremes.

The dot plot below shows a small data set — one dot per value stacked above the number line, so you can read every value back exactly.

0123456Value

Reading a histogram

Each bar answers one question: how many values landed in this interval? To answer a question like "how many students scored at least 80," add the counts of every bar from 8080 to the right. "At least" includes the starting value; "more than" does not.

Because the values are grouped, you can never tell the exact values from a histogram — only how many fell in each interval. If a question asks for the exact maximum from a histogram alone, the honest answer is that you cannot know it.

The five-number summary

Order the data, find the median, then find the median of each half: the lower half's median is Q1Q_1 and the upper half's median is Q3Q_3. Together with the minimum and maximum, those five numbers are everything a box plot draws.

One quarter of the data sits between each pair of neighboring summary numbers. So the box — from Q1Q_1 to Q3Q_3 — always holds the middle 50%50\% of the data, no matter how stretched the whiskers look.

The box plot below is drawn from a five-number summary: the two whisker ends mark the minimum and maximum, the box edges mark Q1Q_1 and Q3Q_3, and the line inside the box marks the median.

02468101214161820Value

Worked examples

Example 1: reading a histogram

A histogram of test scores has bars: 60607070 with 33 students, 70708080 with 66 students, 80809090 with 55 students, and 9090100100 with 22 students. How many students scored at least 8080?

"At least 8080" means the bars starting at 8080 and above
Read those bar heights5 and 25 \text{ and } 2
Add the counts5+2=75 + 2 = 7

Answer: 77 students

Example 2: building a five-number summary

Find the five-number summary of 2, 4, 5, 7, 8, 10, 122,\ 4,\ 5,\ 7,\ 8,\ 10,\ 12.

The data is already in order; the minimum is 22 and the maximum is 1212
The median is the middle (4th) valuemedian=7\text{median} = 7
Take the median of the lower half 2,4,52, 4, 5Q1=4Q_1 = 4
Take the median of the upper half 8,10,128, 10, 12Q3=10Q_3 = 10

Answer: Minimum =2= 2, Q1=4Q_1 = 4, median =7= 7, Q3=10Q_3 = 10, maximum =12= 12

Example 3: choosing the right display

You surveyed 300 people about their commute times and want to show the overall shape of the data. Which display fits best?

A dot plot needs one dot per person — 300300 dots is unreadable
A box plot shows only five numbers, so it hides the shape between the quartiles
A histogram groups the 300300 times into intervals and shows the shape clearly

Answer: A histogram

Try one yourself

0123456015304560Minutes exercisedPeople

Common questions

What is the difference between a histogram and a bar graph?

A histogram shows numerical data grouped into equal intervals, so the bars touch — the intervals flow into each other. A bar graph shows separate categories (like favorite colors), so the bars have gaps and their order does not matter.

Can I find the mean from a box plot?

No. A box plot shows the minimum, quartiles, median, and maximum — the mean is not one of them. You can read the median from the line inside the box, but the exact mean is not recoverable.

Does 'at least 30' include 30?

Yes. "At least 3030" means 3030 or more, so you include the interval that starts at 3030. "More than 3030" would exclude exactly 3030.

How much of the data is inside the box of a box plot?

The middle half — 50%50\%. The box runs from Q1Q_1 to Q3Q_3, and each whisker covers another quarter of the data.

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