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Excel 自动清洗与公式生成器
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name,department,amount,date Ada,Sales,1280,2026-05-01 Lin,Sales,,2026-05-02 Ada,Sales,1280,2026-05-01 Ming,Ops,9999,not-a-date
质量报告
{ "rows": 4, "columns": 4, "duplicateRows": 1, "profiles": [ { "column": "name", "type": "text", "empty": 0, "emptyPercent": 0, "unique": 3, "duplicates": 1, "samples": [ "Ada", "Lin", "Ming" ] }, { "column": "department", "type": "text", "empty": 0, "emptyPercent": 0, "unique": 2, "duplicates": 1, "samples": [ "Sales", "Ops" ] }, { "column": "amount", "type": "number", "empty": 1, "emptyPercent": 25, "unique": 2, "duplicates": 1, "min": 1280, "max": 9999, "average": 4186.3333, "samples": [ "1280", "9999" ] }, { "column": "date", "type": "mixed", "empty": 0, "emptyPercent": 0, "unique": 3, "duplicates": 1, "samples": [ "2026-05-01", "2026-05-02", "not-a-date" ] } ], "issues": [ "amount: 1 empty value(s)", "date: mixed value types", "1 duplicate row(s)" ] }
Excel 公式建议
列 name: =IF(TRIM(A2)="","缺失",TRIM(A2)) 列 department: =IF(TRIM(B2)="","缺失",TRIM(B2)) 列 amount: =IF(TRIM(C2)="","缺失",TRIM(C2)) 列 date: =IF(TRIM(D2)="","缺失",TRIM(D2))
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