Recover the data before finding a summary

Recover individual frequencies from running totals or a removed group, then find a mean, median, mode or range.

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Enlarged diagram

You can summarise a frequency table once you know how often each value occurs. Here, recover those frequencies from running totals or two groups. For the basic meanings, revisit mean, median and mode.

A running total already includes earlier values

A frequency tells you how many at this value. A cumulative count tells you how many up to this value.

ValueCumulative countNew observations at this value
122
455 − 2 = 3

The five observations are 1, 1, 4, 4, 4. The second running total includes the first two observations. It does not mean that five separate observations equal 4.

Build a running totalAt value 1 the running count is 2. At value 4 the running count is 5, made from those same 2 earlier observations plus 3 new observations.Build a running totalCumulative countCategoryKeyValue 1Value 1Value 4Value 4
The stacked bar at 4 contains the earlier count of 2 and the new count of 3. It does not show five new observations at 4.
Data table
CategoryValue 1Value 4
Up to 120
Up to 423

Recover each new count by subtracting the previous running total. At the first listed value, subtract zero.

Practise

Worked example 1

Recover frequencies, then find the median

The table shows running totals for the number of pets owned by 12 pupils.

PetsCumulative count
13
27
38
412

Find the median number of pets.

Show full solutionHide solution
  1. Recover each frequency

    Method

    Subtract the previous running total from each one.

    Reason

    Each running total already includes all the smaller values, so only the increase belongs to the new value.

    Working

    Answer

    PetsFrequency
    13 − 0 = 3
    27 − 3 = 4
    38 − 7 = 1
    412 − 8 = 4

    The frequencies add to 12, the last running total.

  2. Locate the middle positions

    Method

    With 12 observations, the median is halfway between the 6th and 7th.

    Reason

    For an even count there is no single middle observation, so the two central positions are used.

    Working

    Answer

    Positions 1–3 have 1 pet and positions 4–7 have 2 pets. So the 6th and 7th observations are both 2.

  3. State the median

    Working

    Answer

    Median = (2 + 2)/2 = 2 pets.

Guided practice 1

Recover a missing separate frequency

About 4 min

Values 0, 2 and 5 have cumulative counts 2, 7 and 10. Find the separate frequency at 2 and the mean of all ten observations. First subtract consecutive totals, then form a weighted total.

Try this before viewing the solution

Hint 1

Separate totals from frequencies

Does the cumulative count at 2 include observations of value 0?

Hint 2

Recover then weight the counts

Subtract consecutive cumulative counts for the separate frequencies. Multiply each value by its frequency and divide their sum by the total count.

Show solution step by stepHide solution
  1. Recover the separate frequencies

    Method

    Subtract the previous cumulative count from each new total.

    Reason

    Each cumulative count includes all earlier values, so the increase isolates the newly included value.

    Working

    Answer

    At 0: 2. At 2: 7-2 = 5. At 5: 10-7 = 3.

  2. Find the total of the observations

    Method

    Weight each value by its recovered frequency.

    Reason

    Repeated observations must contribute once per occurrence, even though the table lists each distinct value only once.

    Working

    Answer

    Total = 0(2) + 2(5) + 5(3) = 25.

  3. Divide by the observation count

    Method

    Use all ten observations in the denominator.

    Reason

    The mean is the total shared equally across observations, not across the three distinct values.

    Working

    Answer

    The frequency at 2 is 5 and the mean is 25/10 = 2.5.

Find the largest increase

Check your understanding 1

Find every modal value

The table records how many books were borrowed per visit. Only the listed values are possible. Find every mode of the observations. Separate multiple values with commas.

All possible data values are listed. Each cumulative count includes every observation at or below its value; it is not the frequency of that value alone.
ValueCumulative count
01
24
57
97
Show answerHide answer
Books per visitSeparate frequency
01 − 0 = 1
24 − 1 = 3
57 − 4 = 3
97 − 7 = 0

The complete mode set is 2 and 5. The running total 7 is neither a book value nor an individual frequency. No visit borrowed 9 books.

As a check, the recovered frequencies add to 7, the final cumulative count.

A flat count adds no observations

Check your understanding 2

Locate the observed extremes

Range is largest observed value minus smallest observed value. First decide which listed values actually contribute observations.

This table records temperature changes in °C. Find the range of the observed changes.

All possible data values are listed. Each cumulative count includes every observation at or below its value; it is not the frequency of that value alone.
ValueCumulative count
−60
−22
15
46
96
Locate the observed extremesHide answer

The separate frequencies are 0, 2, 3, 1, 0. No observations equal −6°C or 9°C. The observed values are −2°C, 1°C and 4°C.

Range = 4-(-2) = 6 °C.

Using the first and last labels would give 15°C, but both of those labelled values have zero observations. A running-count table can list a value without any observation at that value.

Take out the same-valued observations

When one group is removed, reconstruct the population you were asked to summarise.

ValueWhole groupRemoved groupRemaining group
2646 − 4 = 2
5313 − 1 = 2

The remaining group is 2, 2, 5, 5. Subtract counts within each row: removing four observations equal to 2 cannot remove an observation equal to 5.

The remaining count also agrees with the group totals: (6 + 3)-(4 + 1) = 4.

Summarise the group that remains

Check your understanding 3

Choose the remaining population

The table records the number of books carried in each bag. Some bags are taken away. Find every mode for the bags that remain. Separate multiple values with commas.

All possible data values are listed. Summarise the observations left after the removed group is taken out of the whole group.
ValueWhole groupRemoved group
1
5
4
3
4
1
6
6
3
9
2
2
Show answerHide answer
Books in a bagWhole-group frequencyRemaining frequency
155 − 4 = 1
344 − 1 = 3
666 − 3 = 3
922 − 2 = 0

The whole group has only one mode, 6 books. The remaining group has two modes: 3 and 6 books. Using the largest whole-group count would miss the changed population.

Recover the count before the middle

Check your understanding 4

Locate the remaining middle pair

This table records temperature changes in °C. Readings from a separate experiment are removed. Find the median change for the readings that remain.

All possible data values are listed. Summarise the observations left after the removed group is taken out of the whole group.
ValueWhole groupRemoved group
0
2
1
2
5
3
6
4
1
Order the remaining observationsHide answer

The remaining frequencies are 1, 2 and 3, giving six observations:

0, 2, 2, 6, 6, 6 °C.

Median = (2 + 6)/2 = 4 °C.

The two central positions are different observations, even when a table compresses several equal observations into one row. The median need not itself occur in the data.

Use the recovered data for a different summary

Check your understanding 5

Choose a count and weighted total

The table records changes in water level, in centimetres. Find their mean. Choose the count and total you need before entering it.

All possible data values are listed. Each cumulative count includes every observation at or below its value; it is not the frequency of that value alone.
ValueCumulative count
−11
03
35
Show answerHide answer

The frequencies are 1, 2 and 2, so the five observations are −1, 0, 0, 3 and 3 cm.

n = 1 + 2 + 2 = 5,; T = 1(-1) + 2(0) + 2(3) = 5 cm,; Mean = 5/5 = 1 cm.

Dividing by the three rows would count different values rather than observations. Adding the running totals would count some observations more than once.

Check which information the table retains

These tables list every possible individual value. Their cumulative differences or group differences recover exact frequencies, so the summaries above are exact.

A table of class intervals is different: it does not retain individual values within each class. Midpoints or interpolation can give estimates, but cannot recover the exact original observations.

Try it yourself 1

Remove a group before finding its median

Minimal support

Values 1, 3 and 7 occur 3, 4 and 3 times in a whole group. A subgroup containing two 1s, one 3 and one 7 is removed. Find the median of the remaining observations. Show how you recover the remaining population.

Write your answer, then compare it with the solution

Show solution step by stepHide solution
  1. Subtract the subgroup frequencies

    Method

    Remove each stated subgroup count from its matching value’s frequency.

    Reason

    Removing four observations changes both the total count and the relative frequency of each value.

    Working

    Answer

    Remaining counts: at 1, 3-2 = 1; at 3, 4-1 = 3; at 7, 3-1 = 2.

  2. Rebuild the ordered remaining data

    Method

    Write each value the number of times it remains.

    Reason

    The median depends on ordered positions, so the six remaining observations must be located after removal.

    Working

    Answer

    The remaining list is 1, 3, 3, 3, 7, 7.

  3. Locate the new middle pair

    Method

    Average the third and fourth values.

    Reason

    An even count has two central positions; neither the old group nor the removed subgroup determines this median.

    Working

    Answer

    Both central values are 3, so the remaining median is (3 + 3)/2 = 3.

Common mistakes

  • Reading a cumulative count as a frequency. Subtract the previous running total to find how many are at each value.
  • Counting a value whose running total did not change. A flat cumulative count means no observations at that value.
  • Summarising the wrong group. After removing a group, recalculate from the remaining frequencies.
  • Giving only one mode. List every value with the greatest frequency.

Questions

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