Question
Brayden traveled 3 miles by bus, 25 miles by train, 9 miles by a van, 30 miles by a car, 9 miles by a bike, and walked 2 miles to visit a few historical monuments.
Find the mean, median, mode, and range.
- Mean: 13, median: 9, mode: 9, range: 29
- Mean: 11, median: 9, mode: 9, range: 28
- Mean: 13, median: 9, mode: no mode, range: 28
- Mean: 13, median: 9, mode: 9, range: 28
Hint:
Mean is the average of the given numbers and is calculated by dividing the sum of given numbers by the total number of numbers.
The median is the middle number in a sorted, ascending or descending list of numbers.
The mode is the value that appears most frequently in a data set.
Range = maximum value - minimum value
The correct answer is: Mean: 13, median: 9, mode: 9, range: 28
Arranging the data in the increasing order we get.
2, 3, 9, 9, 25, 30
Maximum value = 30 ,minimum value = 2
Range = maximum value - minimum value = 30 - 2 = 28.
Mean = ![fraction numerator 2 plus space 3 plus space 9 plus space 9 plus space 25 plus space 30 over denominator 6 end fraction space equals space 78 over 6 space equals space 13](data:image/png;base64,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)
Mode is 9 as it repeats a maximum number of times ( = 2).
The median of the data with 6 elements (6 is even) is the average of the 3rd and 4th elements.
Median = ![fraction numerator 9 plus 9 over denominator 2 end fraction space equals space 9](data:image/png;base64,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)
Therefore, The mean is 13, median: 9, mode: 9, Range: 28
Therefore, The mean is 13, median: 9, mode: 9, Range: 28
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Find the larger IQR.
![](data:image/png;base64,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)
Find the larger IQR.
![](data:image/png;base64,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)
Find the Mean Absolute Deviation: 5, 11, 2, 7, 16. The Mean is 8.2.
Find the Mean Absolute Deviation: 5, 11, 2, 7, 16. The Mean is 8.2.
Find the mean, median, mode and range.
63, 25, 43, 28, 72, 61, 45, 46, 13
Find the mean, median, mode and range.
63, 25, 43, 28, 72, 61, 45, 46, 13
Find the maximum value in the box plot below.
![](data:image/png;base64,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)
Here is the interpretation of the box plot .
The last point on the line after the box is the maximum value of the box plot.
Find the maximum value in the box plot below.
![](data:image/png;base64,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)
Here is the interpretation of the box plot .
The last point on the line after the box is the maximum value of the box plot.