C55 · Reference edition 2026.11

Missing and uncertain values — Review and interpretation

Not observed, not recorded and uncertain are different states. They should remain distinguishable from a numeric zero.

Scope and purpose

Review the record before drawing a conclusion. Look for missing context, ambiguous labels and claims that exceed the evidence. The purpose is to identify what can be understood from the record and what still requires a separate assessment.

Working notes

This atlas connects descriptive vocabulary, observation context and reference-sheet design. All example records are synthetic and exist to explain a method of documentation; they do not represent tested batches, product ratings or scientific results. The diagrams are original editorial graphics. Descriptions of perceived character are kept separate from ingredient, origin, health and certification claims. Read definitions and scale anchors before comparing records.

Missing and uncertain values — Illustrative reference; not a tested product or a certification.
Missing and uncertain values. Illustrative reference; not a tested product or a certification.

Practical example

Use separate status fields for missing context and uncertain attribute interpretation.

Reference recordInterpretation
C55Missing and uncertain values
Scope and purposeNot observed, not recorded and uncertain are different states. They should remain distinguishable from a numeric zero.
Limits and interpretationA blank cell must not silently become a zero in a later chart.

Review checklist

Read the record without relying on memory; check every label; identify uncertainty; decide whether a specialist review is required; retain the original observation.

Limits and interpretation

A blank cell must not silently become a zero in a later chart. Measurements and examples are descriptive, not acceptance criteria.

Related reading

Missing and uncertain values →