Dataset missingness pattern calculator

Calculate missing count by field and missing percentage by field with your own figures.

Your numbers

Use the units shown. Results update as you change valid inputs.

Use missing count by field and missing percentage by field to compare changes to your inputs. The method and limits below explain the scope.

Examples

Examples

Try the starting example

Field names separated by |
A|B|C
Rows: unique ID followed by one value per named field
R1,1,NA,3 R2,NA,NA,3 R3,1,2,NULL
Case-sensitive literal missing tokens separated by |
NA|NULL
Missing count by field
A: 1; B: 2; C: 1
Missing percentage by field
A: 33.3333333333; B: 66.6666666667; C: 33.3333333333
Complete-record IDs
None
Complete-record percentage
0
Missing cells as percentage of all supplied cells
44.444444
Missingness pattern counts, 1 means missing
010: 1; 110: 1; 001: 1

Try another scenario

Field names separated by |
A|B|C
Rows: unique ID followed by one value per named field
R1,1,NA,3 R2,NA,NA,3 R3,1,2,NULL
Case-sensitive literal missing tokens separated by |
NA
Missing count by field
A: 1; B: 2; C: 0
Missing percentage by field
A: 33.3333333333; B: 66.6666666667; C: 0
Complete-record IDs
R3
Complete-record percentage
33.333333
Missing cells as percentage of all supplied cells
33.333333
Missingness pattern counts, 1 means missing
010: 1; 110: 1; 000: 1
Calculation method

Calculation method

Missing count by field

Count explicitly listed missing tokens in each field.

Missing percentage by field

100×field missing count/record count.

Complete-record IDs

Records with no declared missing-token cells.

Complete-record percentage

100×complete record count/all records.

Missing cells as percentage of all supplied cells

100×missing cell count/(record count×field count).

Missingness pattern counts, 1 means missing

Binary mask follows entered field order; identical masks grouped.

Symbols and units
a
Field names separated by |
b
Rows: unique ID followed by one value per named field
c
Case-sensitive literal missing tokens separated by |

Use the units shown. A list keeps the order in which you enter its values. The symbol ^ means “raised to the power of”.

Assumptions & limits

Assumptions & limits

  • Simple unquoted comma-separated fields; use explicit nonempty tokens for missing cells. Values and tokens are trimmed and compared case-sensitively. Non-numeric values are valid observed cells unless declared missing. No imputation or data changes.
Are these inputs private?

These calculations run in your browser. A shared link contains the values you choose to share. Only questions submitted to the separate AI finder are sent to OpenAI.

Further reading

OpenStax: arithmetic and geometry ↗

Background reading; this does not imply endorsement or independent review of SumFizz.

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