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Clean data without hiding your decisions

Clean data with a record of what you changed and why.

Visual lesson1:41

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Clean data without hiding your decisions

Clean data with a record of what you changed and why.

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Source-based teaching example · Fictional data · Reviewed 2026-10-03. Microsoft Mark · locally synthesized. On a small screen, use fullscreen for diagram details or read the transcript.

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0:00 · What you will learn

Clean data with a record of what you changed and why.

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Clean data with a record of what you changed and why.

0:05 · The idea

Use the supplied key and duplicate rule. Preserve unresolved records. Report how much of the data the result actually covers.

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Use the supplied key and duplicate rule. Preserve unresolved records. Report how much of the data the result actually covers.

0:17 · One useful term

Cleaning log. A record of accepted, changed, excluded and unresolved rows with reasons.

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A record of accepted, changed, excluded and unresolved rows with reasons.

0:27 · A worked example · 1

R1 with amount ten appears twice. R2 has fifteen; R3 is missing its amount. The declared rule treats the identical repeated R1 ID as a duplicate.

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R1 with amount ten appears twice. R2 has fifteen; R3 is missing its amount. The declared rule treats the identical repeated R1 ID as a duplicate.

0:41 · A worked example · 2

The known accepted total is twenty-five.

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The known accepted total is twenty-five.

0:47 · Your turn to think

Does that known total establish the full total including R3? Pause and decide before continuing.

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Does that known total establish the full total including R3? Pause the video if you need more time.

1:04 · Why this answer works

No. R3 remains unresolved. Do not treat a repeated item description as a duplicate ID without a rule.

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No. R3 remains unresolved. Do not treat a repeated item description as a duplicate ID without a rule.

1:15 · Check 1

Use the declared key.

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Use the declared key.

1:19 · Check 2

Keep missing and disputed rows.

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Keep missing and disputed rows.

1:24 · Check 3

State incomplete coverage.

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State incomplete coverage.

1:29 · Now try a different case

Open the lesson and try its different practice case. Use every check in the full task. Watching alone does not mark the lesson complete.

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Open the lesson Try the new case Check and revise The full task and its requirements are in the linked lesson.

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