Writing · Free lesson
Data English: what exactly is repeated?
An analyst flags two order rows because both say approved. Your reply needs to explain what matches and what does not.
The short answer
Say “The status value repeats, but the order IDs differ.” Two rows sharing one value are not necessarily identical records. Ask “Which fields should match for us to call these duplicates?” before making that claim.
Name the field, not just “duplicates.”
In our fictional export, the only columns are order_id and status. One row is A17 / approved; the other is A18 / approved. Status repeats, while order_id differs, so the complete displayed rows are not identical. A business may define duplicate orders using a particular set of fields; that rule must be confirmed separately. Use repeats for the observed value and differs for the contrasting field. Do not turn an observation into an instruction to delete data.
Compare the examples
The status value repeats in these two rows.
The order IDs differ: A17 and A18.
Which fields should match for us to call these duplicates?
Identical means the same across the stated comparison. Different IDs establish a difference here, but do not settle every possible business rule.
Build the meaning step by step
Match
The status value repeats.
Contrast
The order IDs differ.
Clarify
Which fields define a duplicate?
Try it now
Read the data note carefully
Read all answers and explanations
A17 / approved and A18 / approved: what repeats?
The status valueApproved appears twice in status; the IDs are different.
Which sentence accurately contrasts the two displayed rows?
The status values match, but the order IDs differ.Keep the matching status and differing order_id in the correct roles.
A colleague means duplicate orders, not identical displayed rows. What needs clarification?
Which fields define a duplicate order in this checkThe business comparison rule is still unspecified.
Put it into practice
Rewrite the quality note
Only order_id and status are shown: A17 / approved and A18 / approved. Preserve the observations without assuming a deletion rule.
These are duplicate orders. Delete one.
See a model answer
The status value repeats, but the order IDs differ. Which fields define a duplicate order in this check?
A useful note makes the evidence more precise without making a decision the evidence cannot support.
A little more clarity
Common questions
A few useful details before you move on.
Can different IDs still need investigation?
Yes. A business rule may compare other fields. Different IDs mean these displayed rows differ; they do not settle every duplication question.
Please confirm which fields define a duplicate order.
Is a repeated value always an error?
No. Many valid orders can share a status. Explain the specific observation before labeling it an error.
Several different orders have the status approved.
Take it into your day
Report the exact match, preserve the difference and ask for the rule.
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