Normalize whitespace and common punctuation.
Text Cleaner is designed to provide a focused result for the task described on this page. Start with a clear input, select the appropriate option, and review the output before using it elsewhere.
The result on Text Cleaner depends on the inputs and assumptions selected on this page. Use the displayed figure as a planning aid, then check the applicable contract, policy, official source, or provider terms when the result affects an important decision.
For repeat use of Text Cleaner, keep the original inputs and, where relevant, the date and source data. Recording those details makes a later result easier to reproduce when a value, rate, or assumption has changed.
One useful check with text cleaner is to test a short, representative sample before processing a longer document. This helps you spot unexpected punctuation, spacing, line breaks, ordering, or formatting behavior before the final result is copied into another application.