Bar charts
The 2020 US census counted 126,266,107 people in the South and 57,609,148 in the Northeast, so the South bar should be about 2.19 times as long.
A bar chart compares amounts across categories. Each category gets a bar, and the length of the bar stands for the amount. That last sentence carries the whole method: because we compare lengths, every bar has to start from the same baseline, and that baseline has to be zero. When a bar is twice as long as another, the reader should be able to trust that its value is twice as large.
Four regions of one country
The US Census Bureau divides the 50 states and the District of Columbia into four regions. On April 1, 2020 the census counted 126,266,107 people in the South, 78,588,572 in the West, 68,985,454 in the Midwest and 57,609,148 in the Northeast, for a total of 331,449,281. Written as a sentence, those numbers are hard to compare. As bars, you see at once that the South is the largest by a wide margin and that the other three are closer to each other. Dividing gives the exact comparison: 126,266,107 ÷ 57,609,148 ≈ 2.19.
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Order, gaps and direction
Categories like regions have no natural order, so sort the bars from largest to smallest; the reader can then rank them without hunting. Categories that do have an order, such as "1 book, 2 books, 3 books" or age groups, keep that order. Bar charts leave gaps between the bars to show that the categories are separate things. Histograms, which you will meet at the end of this course, close the gaps because their bars sit on a continuous number line. When the category names are long, turn the chart sideways: horizontal bars leave room for labels like "District of Columbia" without tilting the text.
Two years side by side
A grouped bar chart puts two or more bars in each category, for example 2010 and 2020. In 2010 the census counted 114,555,744 people in the South, 71,945,553 in the West, 66,927,001 in the Midwest and 55,317,240 in the Northeast. Next to the 2020 bars, the growth stands out: the South grew by about 10.2% and the West by about 9.2%, while the Midwest grew about 3.1% and the Northeast about 4.1%. Use the same colour for the same year in every group, and give the colours a legend.
Bars for counts of a number
Bars also work for small whole-number data. OpenStax asks 50 students how many books they bought: 11 bought one, 10 bought two, 16 bought three, 6 bought four, 5 bought five and 2 bought six. The tallest bar is at three books. Here the categories are numbers with an order, so the bars stay in order from 1 to 6. Choose "Books bought by 50 students" in the lab to see this chart.
Stacked bars
A stacked bar chart splits each bar into coloured segments, for example each region's population split by age group. It shows totals and parts in one picture, but only the bottom segment of each bar sits on the common baseline. The segments above it float at different heights, so comparing the middle segment of one bar with the middle segment of another is hard. If the comparison that matters is between parts rather than totals, grouped bars or several small bar charts side by side are easier to read.
| Bar chart | Bars whose lengths compare amounts across categories |
| Baseline | Where every bar starts; for bars it must be zero |
| Grouped bars | Two or more bars per category, one per group or year |
| Horizontal bars | Useful when category names are long |
| Gap between bars | Shows that categories are separate |
- South 126,266,107 and Northeast 57,609,148. How many times as large is the South? (two decimals)
- Add the four 2020 regions (in people).
- Why must the bars of a bar chart start at zero?
- Software requires it
- We compare lengths, so lengths must be proportional to values
- Zero looks tidy
- Only for money
- How should you order bars for four regions?
- Alphabetically always
- Largest to smallest
- Randomly
- Smallest in the middle
- Which data should keep their own order instead of being sorted by size?
- Favourite fruits
- Age groups 0 to 9, 10 to 19, ...
- Countries
- Brands
- South: 114,555,744 in 2010 and 126,266,107 in 2020. Percent growth, one decimal?
- Midwest: 66,927,001 in 2010 and 68,985,454 in 2020. Percent growth, one decimal?
- Books data: how many of the 50 students bought three books?
- A picture of a house is drawn twice as wide and twice as tall to show twice the value. What does the eye see?
- Twice the value
- Four times the area
- The same
- Half
- Why do bar charts have gaps between bars?
- To save ink
- The categories are separate, not points on a number line
- It is required by law
- To make it longer
- Bar length stands for the value, so bars start at zero.
- Sort unordered categories by size; keep ordered categories in order.
- Grouped bars compare years or groups; give the colours a legend.
Sources for this course (9)
- OpenStax, Introductory Statistics 2e by Barbara Illowsky and Susan Dean (, per the page notice on 2026-10-17): 2.2 histograms, frequency polygons and time series graphs, including the 100 soccer player heights, the books bought by 50 students, class width, convenient starting points, the square root guideline, relative frequency f/n (3 of 40 = 0.075) and the section "How NOT to Lie with Statistics" (Darrell Huff, pie charts, varying class widths, axes that do not start at zero) (openstax.org/books/introductory-statistics-2e/pages/2-2-histograms-frequency-polygons-and-time-series-graphs)
- Korean births and total fertility rate 2015 to 2025: Ministry of Data and Statistics (국가데이터처, formerly Statistics Korea)
- "2025년 출생 통계" press release, Table 1 (mods.go.kr/board.es?mid=a10301010000&bid=204&list_no=446625, figures for calendar years 2015 to 2025)
- TFR definition, 1970 value 4.53, 1983 value 2.06 and replacement level 2.10: e-나라지표 합계출산율 (index.go.kr/unify/idx-info.do?idxCd=5061)
- US resident population 1950 to 2020 and the four regions in 2010 and 2020: US Census Bureau, Historical Population Change Data (1910-2020)
- released April 26, 2021, counts as of April 1 of each census year (census.gov/data/tables/time-series/dec/popchange-data-text.html) and 2020 Census Apportionment Results press release (census.gov/newsroom/press-releases/2021/2020-census-apportionment-results.html)
- William Playfair, Commercial and Political Atlas (1786) and Statistical Breviary (1801): Encyclopedia.com "Statistical Graphics" (encyclopedia.com/social-sciences/encyclopedias-almanacs-transcripts-and-maps/statistical-graphics)
- J. Sachs, BRANCH (branchcollective.org)
- I. Spence, "William Playfair and the Psychology of Graphs" (2006).
Checked: 2026-10-17