Lesson 2
Data Representations
- Let’s represent and analyze data using dot plots, histograms, and box plots.
2.1: Notice and Wonder: Battery Life
The dot plot, histogram, and box plot summarize the hours of battery life for 26 cell phones constantly streaming video. What do you notice? What do you wonder?
2.2: Tomato Plants: Histogram
A histogram can be used to represent the distribution of numerical data.
- The data represent the number of days it takes for different tomato plants to produce tomatoes. Use the information to complete the frequency table.
- 47
- 52
- 53
- 55
- 57
- 60
- 61
- 62
- 63
- 65
- 65
- 65
- 65
- 68
- 70
- 72
- 72
- 75
- 75
- 75
- 76
- 77
- 78
- 80
- 81
- 82
- 85
- 88
- 89
- 90
days to produce fruit frequency 40–50 50–60 60–70 70–80 80–90 90–100 -
Use the set of axes and the information in your table to create a histogram.
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The histogram you created has intervals of width 10 (like 40–50 and 50–60). Use the set of axes and data to create another histogram with an interval of width 5. How does this histogram differ from the other one?
It often takes some playing around with the interval lengths to figure out which gives the best sense of the shape of the distribution.
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What might be a problem with using interval lengths that are too large?
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What might be a problem with using interval lengths that are too small?
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What other considerations might go into choosing the length of an interval?
2.3: Tomato Plants: Box Plot
A box plot can also be used to represent the distribution of numerical data.
minimum | Q1 | median | Q3 | maximum |
---|---|---|---|---|
- Using the same data as the previous activity for tomato plants, find the median and add it to the table. What does the median represent for these data?
- Find the median of the least 15 values to split the data into the first and second quarters. This value is called the first quartile. Add this value to the table under Q1. What does this value mean in this situation?
- Find the value (the third quartile) that splits the data into the third and fourth quarters and add it to the table under Q3. Add the minimum and maximum values to the table.
- Use the five-number summary to create a box plot that represents the number of days it takes for these tomato plants to produce tomatoes.
Summary
The table shows a list of the number of minutes people could intensely focus on a task before needing a break. 50 people of different ages are represented.
- 19
- 7
- 1
- 16
- 20
- 2
- 7
- 19
- 9
- 13
- 3
- 9
- 18
- 13
- 20
- 8
- 3
- 14
- 13
- 2
- 8
- 5
- 17
- 7
- 18
- 17
- 8
- 8
- 7
- 6
- 2
- 20
- 7
- 7
- 10
- 7
- 6
- 19
- 3
- 18
- 8
- 19
- 7
- 13
- 20
- 14
- 6
- 3
- 19
- 4
There were quite a few people that lost focus at around 3, 7, 13, and 19 minutes and nobody lost focus at 11, 12, or 15 minutes. Dot plots are useful when the data set is not too large and shows all of the individual values in the data set. In this example, a dot plot can easily show all the data. If the data set is very large (more than 100 values, for example) or if there are many different values that are not exactly the same, it may be hard to see all of the dots on a dot plot.
A histogram is another representation that shows the shape and distribution of the same data.
Most people lost focus between 5 and 10 minutes or between 15 and 20 minutes, while only 4 of the 50 people got distracted between 20 and 25 minutes. When creating histograms, each interval includes the number at the lower end of the interval but not the upper end. For example, the tallest bar displays values that are greater than or equal to 5 minutes but less than 10 minutes. In a histogram, values that are in an interval are grouped together. Although the individual values get lost with the grouping, a histogram can still show the shape of the distribution.
Here is a box plot that represents the same data.
Box plots are created using the five-number summary. For a set of data, the five-number summary consists of these five statistics: the minimum value, the first quartile, the median, the third quartile, and the maximum value. These values split the data into four sections each representing approximately one-fourth of the data. The median of this data is indicated at 8 minutes and about 25% of the data falls in the short second quarter of the data between 6 and 8 minutes. Similarly, approximately one-fourth of the data is between 8 and 17 minutes. Like the histogram, the box plot does not show individual data values, but other features such as quartiles, range, and median are seen more easily. Dot plots, histograms, and box plots provide 3 different ways to look at the shape and distribution while highlighting different aspects of the data.
Glossary Entries
- categorical data
Categorical data are data where the values are categories. For example, the breeds of 10 different dogs are categorical data. Another example is the colors of 100 different flowers.
- distribution
For a numerical or categorical data set, the distribution tells you how many of each value or each category there are in the data set.
- five-number summary
The five-number summary of a data set consists of the minimum, the three quartiles, and the maximum. It is often indicated by a box plot like the one shown, where the minimum is 2, the three quartiles are 4, 4.5, and 6.5, and the maximum is 9.
- non-statistical question
A non-statistical question is a question which can be answered by a specific measurement or procedure where no variability is anticipated, for example:
- How high is that building?
- If I run at 2 meters per second, how long will it take me to run 100 meters?
- numerical data
Numerical data, also called measurement or quantitative data, are data where the values are numbers, measurements, or quantities. For example, the weights of 10 different dogs are numerical data.
- statistical question
A statistical question is a question that can only be answered by using data and where we expect the data to have variability, for example:
- Who is the most popular musical artist at your school?
- When do students in your class typically eat dinner?
- Which classroom in your school has the most books?