
Checking an Incoming Workbook Against a Template by Code
Check an incoming Excel workbook against a template in Python: headers, column types, required cells, allowed values, duplicates and a clear report.
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Check an incoming Excel workbook against a template in Python: headers, column types, required cells, allowed values, duplicates and a clear report.

Use Excel conditional formatting to flag duplicates, blanks, out of range values, bad dates and unknown codes as people type, with formulas that stay fast.

Use Excel tables for data entry: automatic expansion, calculated columns, structured references, validation that follows new rows, and reading tables by name.

Protect Excel formula cells from accidental edits: lock cells, protect the sheet, allow sorting and filters, hide formulas, and set it up from code.

How Excel data validation lists behave and where they stop: the 255 character typed list, range sources, long lists, dependent dropdowns and pasting.

Control what goes into a shared spreadsheet: templates, data validation, tables, protection, error flags and import checks that stop bad data at the source.

Pull the title with inline markup, authors with ORCID and affiliations, group authors, editors and the several dates out of one JATS article front matter.

A shopping feed with a namespace, prices written as 12.50 EUR, optional sale prices and repeated shipping and image fields, flattened into three clean tables.

A join between parsed XML orders and a customer CSV silently dropped 1,280 lines and 3.2 million in revenue. Find the unmatched keys and normalize them.

Land source XML unchanged, compressed, partitioned by date and described by a manifest with a checksum, so parsing can be rerun when the rules change.

Read a package metadata document where version numbers are keys: json_each, DuckDB MAP inference, semver sorting, dist-tags versus max, and the time map.

A survey CSV has one column per question, 300 wide. Unpivot it to long form with DuckDB, drop blanks, name the questions and check the answer count.
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