Clean Data

Clean messy data in the active sheet or a specified range.

Environment

• If running inside Excel (Office Add-in / Office JS): Use Office JS directly (Excel.run(async (context) => {...})). Read via range.values, write helper-column formulas via range.formulas = [["=TRIM(A2)"]]. The in-place vs helper-column decision still applies.
• If operating on a standalone .xlsx file: Use Python/openpyxl.

Workflow

Step 1: Scope

• If a range is given (e.g. A1:F200), use it
• Otherwise use the full used range of the active sheet
• Profile each column: detect its dominant type (text / number / date) and identify outliers

Step 2: Detect issues

| Issue | What to look for | |---|---| | Whitespace | leading/trailing spaces, double spaces | | Casing | inconsistent casing in categorical columns (usa / USA / Usa) | | Number-as-text | numeric values stored as text; stray $, ,, % in number cells | | Dates | mixed formats in the same column (3/8/26, 2026-03-08, March 8 2026) | | Duplicates | exact-duplicate rows and near-duplicates (case/whitespace differences) | | Blanks | empty cells in otherwise-populated columns | | Mixed types | a column that's 98% numbers but has 3 text entries | | Encoding | mojibake (é, ’), non-printing characters | | Errors | #REF!, #N/A, #VALUE!, #DIV/0! |

Step 3: Propose fixes

Show a summary table before changing anything:

| Column | Issue | Count | Proposed Fix | |---|---|---|---|

Step 4: Apply

• Prefer formulas over hardcoded cleaned values — where the cleaned output can be expressed as a formula (e.g. =TRIM(A2), =VALUE(SUBSTITUTE(B2,"$","")), =UPPER(C2), =DATEVALUE(D2)), write the formula in an adjacent helper column rather than computing the result in Python and overwriting the original. This keeps the transformation transparent and auditable.
• Only overwrite in place with computed values when the user explicitly asks for it, or when no sensible formula equivalent exists (e.g. encoding/mojibake repair)
• For destructive operations (removing duplicates, filling blanks, overwriting originals), confirm with the user first
• After each category of fix (whitespace → casing → number conversion → dates → dedup), show the user a sample of what changed and get confirmation before moving to the next category
• Report a before/after summary of what changed

简诗 AI 安全边界

• 不自动安装依赖、修改系统权限、创建持久化任务或执行下载内容。
• 涉及发送、发布、删除、付款、部署或其他外部写入时，先展示目标与影响并取得用户明确确认。
• 凭据只用于用户指定的对应官方服务，不回显、不记录，也不转发到无关地址。
• 命令和代码默认作为参考；只有用户明确要求执行且目标范围清楚时才可运行。

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