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developer Utility Updated: Current (N-Gram Frequency & Multi-Readability Formula Engine)

Keyword Density & Content NLP Analyzer

Calculate 1-gram, 2-gram, and 3-gram keyword density percentages, filter English stop words, evaluate 6 readability algorithms (Flesch-Kincaid, Gunning Fog, Coleman-Liau, SMOG), and analyze sentence burstiness in browser memory.

#NLP#Content#SEO#Readability#Writing#Writers
Min Word Length:
Word Count100
Unique Words90
Lexical Diversity (TTR)90%
Flesch Reading Ease0
Reading Time0.5 min
Sentence Burstiness0.22
RankKeyword / PhraseOccurrencesDensity (%)Visual Ratio
#1applications22%
#2high22%
#3optimization22%
#4allows11%
#5analyzing11%
#6architectural11%
#7audience11%
#8authoritative11%
#9authors11%
#10balanced11%
#11browser11%
#12budget11%
#13building11%
#14burstiness11%
#15calibrate11%
#16card11%
#17chains11%
#18circular11%
#19client-side11%
#20code11%
#21components11%
#22confidential11%
#23content11%
#24controlled11%
#25crawl11%
#26create11%
#27credentials11%
#28crisp11%
#29data11%
#30demand11%

100% In-Browser NLP & Privacy Guarantee

All text parsing, tokenization, N-gram calculations, syllable counting, and readability indices execute entirely in your local browser memory. Zero articles, drafts, or proprietary copy are uploaded to any server.

Technical & Statutory Standard: Supports Flesch-Kincaid, Gunning Fog, Coleman-Liau, SMOG, and ARI standards.

Comprehensive Technical Guide & Reference

3 Topics

Paste text or article drafts to analyze keyword frequencies, identify keyword stuffing before publishing, evaluate readability grades, and balance sentence cadence.

11. Step-by-Step: How to Analyze Keyword Density & Readability

Optimize editorial copy for search engines and human readers:

  • Paste Text Content: Input your article draft, blog post, or website copy into the editor.
  • Review N-Gram Frequencies: Inspect 1-gram (single words), 2-gram (two-word phrases), and 3-gram keyphrases with automatic English stop word filtering.
  • Check Density Benchmarks: Verify that target keywords remain within the optimal 1.0% to 2.5% density range without triggering keyword stuffing warnings.
  • Audit 6 Readability Indices: Check Flesch Reading Ease (target: 60-70), Flesch-Kincaid Grade Level, Gunning Fog, Coleman-Liau, SMOG, and Automated Readability Index (ARI).
  • Analyze Sentence Burstiness: Review sentence length variation to ensure natural rhythm and readability.

22. Technical Explanation: Keyword Density & Mathematical Formulas

Keyword density measures the percentage of times a phrase occurs relative to total word count:

Formula / Standard Reference
Keyword Density (%) = (Keyword Occurrences / Total Word Count) × 100 Flesch Reading Ease = 206.835 - 1.015 × (Words / Sentences) - 84.6 × (Syllables / Words)
  • Optimal Keyword Density: 1.0% - 2.5% for primary keywords.
  • Over-Optimization Warning: Densities above 3.5% risk triggering Google search spam filters.
  • Flesch Reading Ease Score: 90-100 (Very Easy, 5th grade), 60-70 (Standard, 8th-9th grade), 0-30 (Very Difficult, College Graduate).

33. Sentence Burstiness & Human Writing Flow

High-quality human writing naturally alternates between short, punchy statements and descriptive compound sentences. AI-generated text often exhibits flat sentence lengths. Monitoring burstiness ensures engaging editorial cadence.

Frequently Asked Questions

A score between 60 and 70 (equivalent to 8th-9th grade reading level) is optimal for general web audiences, ensuring high comprehension and engagement.

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