Read the first worked example with the solution open so the structure is clear.
Try the practice problems before revealing each solution.
Use the related concepts and background knowledge badges if you feel stuck.
What to Focus On
Core idea:A histogram groups numeric data into equal-width bins and draws a bar for how many values fall in each.
Common stuck point:The procedure for histogram is the easy part; the trap is leaving gaps between bars. Asking "Am I grouping one numeric variable into intervals and showing the count in each?" first is what keeps a correct-looking calculation from being attached to the wrong concept.
Sense of Study hint:Ask: Am I grouping one numeric variable into intervals and showing the count in each?
Worked Examples
Example 1
easy
The following data represent exam scores: {52,64,68,71,75,75,78,82,85,88,90,93}. Group them into intervals [50,70),[70,80),[80,90),[90,100] and describe how to construct a histogram.
Answer
Histogram with bars of height 3, 4, 3, 2 over intervals [50,70),[70,80),[80,90),[90,100].
Draw horizontal axis with interval boundaries (50, 70, 80, 90, 100) and vertical axis for frequency
3
Draw touching bars (no gaps) with heights 3, 4, 3, 2 for each interval respectively
4
Label axes: 'Score' on x-axis, 'Frequency' on y-axis
Histograms display the distribution of quantitative data. Unlike bar charts, bars touch to show continuous data. The height represents frequency (or relative frequency). The shape reveals skewness, modes, and spread.
Example 2
medium
A histogram of household incomes is skewed right. Describe what this means and explain why the mean would be greater than the median for this distribution.
Example 3
medium
A histogram has n=40 observations with bins counts 4, 12, 16, 8. Estimate the median bin.
Practice Problems
Try these problems on your own first, then open the solution to compare your method.
Example 1
easy
A histogram has bars at intervals [0,10),[10,20),[20,30),[30,40) with frequencies 5, 12, 8, 3. What is the total number of data points, and which interval contains the mode?
Example 2
hard
Two histograms of test scores have the same mean (75) but different shapes: one is symmetric and bell-shaped, the other is left-skewed. Explain what additional information the shapes provide that the mean alone does not.
Example 3
easy
A histogram has bins [0,10),[10,20),[20,30) with counts 4,7,2. How many data points total?
Example 4
easy
In a histogram, which bin is the mode if counts are 3, 9, 5 across three equal bins?
Example 5
easy
Why do histogram bars touch with no gaps?
Example 6
easy
A histogram's tallest bars are on the left with a long tail right. What is the shape?
Example 7
easy
Bins of width 5 with counts 2,4,6. What does the y-axis represent?
Example 8
easy
A symmetric, bell-shaped histogram suggests roughly what relation between mean and median?
Example 9
easy
How many bins does a histogram with edges 0,5,10,15,20 have?
Example 10
easy
Two histograms of the same data: one with very narrow bins looks jagged. Why?
Example 11
medium
A histogram: [0,2):5, [2,4):10, [4,6):5. Estimate the median bin.
Example 12
medium
Bins [0,10):3, [10,20):5, [20,30):2. Estimate the mean using bin midpoints.
Example 13
medium
A histogram has counts 2,8,8,2 over four equal bins. Describe the shape.
Example 14
medium
Total 50 observations; bins have counts 10,20,15,5. What fraction is in the second bin?
Example 15
medium
A histogram is right-skewed. Is the mean greater or less than the median?
Example 16
medium
Counts 4,6,10 across bins of widths 2,2,4. Which bin has the highest density (count per unit width)?
Example 17
medium
A histogram has two separated peaks. What is this shape called?
Example 18
medium
Cumulative counts of a histogram reach 12, 30, 40 after three bins (total 40). How many are in the second bin?
Example 19
medium
A histogram has bins with counts 6, 9, 5. What fraction of data is in the tallest bin?
Example 20
challenge
A histogram (total 100) has bins [0,10):20,[10,20):50,[20,30):30. Estimate the 60th percentile by linear interpolation.
Example 21
challenge
Two histograms have the same bins and total but A is concentrated in one bin while B is spread evenly. Which has larger variance?
Example 22
challenge
A histogram of exam scores is left-skewed. Order mean, median, mode from smallest to largest.
Example 23
easy
A histogram has bins of width 2 with counts 3, 5, 7, 5. What is the total number of observations?
Example 24
easy
A histogram has bins [0,5),[5,10),[10,15) with counts 4, 8, 8. Which bin(s) contain the mode?
Example 25
easy
A histogram has bins of width 1 with counts 2, 4, 3. Estimate the mean using bin midpoints 0.5,1.5,2.5.
Example 26
easy
How many bins are required to cover scores from 0 to 100 using bin width 20?
Example 27
easy
A histogram of test scores is symmetric and unimodal. Which is roughly equal: mean and median, or median and IQR?
Example 28
medium
A histogram has bins of width 5 and frequencies 4, 10, 6. Convert to density (frequency / bin width).
Example 29
medium
A histogram has 60 observations across bins with frequencies 12, 24, 18, 6. What relative frequency is in the second bin?
Example 30
medium
A histogram has cumulative frequencies 5, 15, 35, 50 (total 50). How many observations fall in the third bin?
Example 31
medium
A histogram has bins [0,4):8, [4,8):16, [8,12):16, [12,16):8. Describe shape and the relationship between mean and median.
Example 32
medium
A histogram of waiting times shows a single tall left peak with a long right tail. Which is larger: mean or median?
Example 33
medium
A histogram has equal-width bins with counts 1, 2, 4, 2, 1. Identify the shape and modal bin.
Example 34
medium
A histogram uses bin widths of 2 and 4. Bins: [0,2):10, [2,6):20, [6,8):10. Which bin has the highest density?
Example 35
medium
A histogram with n=200 has bins [0,10):40,[10,20):100,[20,30):60. Estimate the proportion of data at or above 10.
Example 36
medium
A right-skewed histogram has mean 60 and median 50. Predict the relationship between mean, median, and mode.
Example 37
hard
Estimate the median of a histogram with bins [0,10):20,[10,20):50,[20,30):30 using linear interpolation.
Example 38
hard
A histogram of incomes (in thousands) has bins [0,20):50,[20,40):30,[40,60):15,[60,80):5. Estimate the mean using midpoints.
Example 39
hard
A histogram with bin width 5 has densities 0.04, 0.10, 0.06. Compute the relative frequencies in each bin.
Example 40
hard
A histogram of 40 quiz scores has bins of width 10 with frequencies 4, 12, 16, 8. Estimate the variance using midpoints.
Example 41
hard
A histogram has bin widths 2 and 4 with counts 8, 16, 8. Why is comparing bar heights misleading, and what fixes it?
Example 42
hard
A histogram has 30 observations, mean 12, and bins with midpoints 5, 10, 15, 20. Counts are a,10,12,4. Find a.
Example 43
challenge
A histogram with bin width h approximates a density f. If h is too large, what visual artifact occurs and how does it affect mean estimates?
Example 44
challenge
Two histograms have identical means but different shapes (one symmetric, one strongly right-skewed). Compare their standard deviations qualitatively and explain.