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Home/ Questions/Q 8312817
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Editorial Team
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Editorial Team
Asked: June 8, 20262026-06-08T20:17:07+00:00 2026-06-08T20:17:07+00:00

I’m interested in ideas for identifying whether any given body of text contains valid,

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I’m interested in ideas for identifying whether any given body of text contains valid, actual words, or just gibberish text.

The problem I run into immediately is that it needs to be language-agnostic, as the data we deal with is highly international. This means either a statistical approach, or an extremely large, multi-lingual hash table approach.

The multi-lingual hash tables seem straightforward, but unwieldy and possibly quite slow. (Or at the very least, a compromise between speed and accuracy.)

However, I don’t really have a background in the statistical approaches that would be useful to me in this situation, and would very much appreciate anyone’s experience or input, or any other suggestions.

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  1. Editorial Team
    Editorial Team
    2026-06-08T20:17:09+00:00Added an answer on June 8, 2026 at 8:17 pm

    You could use ngram analysis to compare your text with an example text. This could either be on characters or words.

    Google’s NGram Viewer can help visualize what I mean. As an example, if I search for “haddock refrigerator” then there are no occurrences (e.g. it’s gibberish), whereas “stack overflow” shows occurrences came into prominence once computers did.

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