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Text Entropy & Predictability Analyzer

Free text entropy / predictability calculator. Computes Shannon entropy at the character and word level, n-gram entropy, and a compression-ratio estimate. Compare your text against typical human and AI-generated ranges.

کب استعمال کریں

Use when you suspect a text is repetitive but can't spot why. Word entropy catches phrase-level repetition; character entropy catches alphabet-level oddities.

موازنہ

Lexical diversity measures unique-word *count*; entropy measures unique-word *distribution*. Two texts can have identical TTR but very different entropy.

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یہ کیسے کام کرتا ہے

Shannon entropy is computed as H = −Σ p(x) · log₂ p(x) over the chosen symbol set (characters, words, or word bigrams).

Predictability is 1 − H/Hₘₐₓ — higher means more repetitive and easier to compress.

Compare modes: AI-generated text often shows lower word entropy and higher word-bigram repetition than human writing of similar length.

فارمولا

اکثر پوچھے گئے سوالات

What is Shannon entropy?

A measurement of unpredictability. Higher entropy means each symbol (word or character) carries more information; lower means the text is more repetitive.

What's a typical entropy value for English?

~9–10 bits per word for typical prose; ~4 bits per character. Highly templated text falls below.

Why include n-gram and character modes?

Different views surface different patterns. Word-bigram entropy catches phrase-level repetition; character entropy catches alphabet quirks.

عملی مثال

ان پٹ

The cat sat on the mat. The cat sat on the mat. The cat sat on the mat.

آؤٹ پٹ

Word entropy: 2.32 bits — Very predictable (predictability 51%).

Only 6 unique words across 18 — the same six repeated three times. Maximum possible entropy is log₂(6) ≈ 2.58 bits, so 2.32 is close to maximum-given-vocab but predictability vs uniform is low.

عام غلطیاں

  • Entropy values are not directly comparable across mode (word vs character vs bigram).
  • Highly templated copy (legal boilerplate) scores very predictable — by design.
  • Compression estimate is a rough proxy, not real gzip output.

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