N-gram Analyzer

Name: N-gram Analyzer
Price: 49 USD
Author: AAIO Inc

v1.0 documentation

Frequency analysis of unigrams, bigrams, trigrams, and custom n-grams. Useful for finding common phrases, keyword patterns, and content themes.

URL inputFile inputText inputXLSX export

ngram_analyzer.py98 lines8 paramsPython 3.8+

Quick start

terminal

pip install -r requirements.txt

terminal

python ngram_analyzer.py --url https://example.com/page --max-ngram 4 --top 30

terminal

python ngram_analyzer.py --file content.txt --output ngrams.xlsx

Add --output report.xlsx to save results as a spreadsheet.

Parameters

Flag	Description
`--url`	URL to analyze
`--file`	Text/HTML file
`--text`	Raw text
`--min-ngram`	Min ngram (integer)
`--max-ngram`	Max ngram (integer)
`--top`	Top N per n-gram size. Default: 20 (integer)
`--keep-stopwords`	Enable keep stopwords mode (flag, no value needed)
`--output`	Save as XLSX

help

python ngram_analyzer.py --help

Use cases

Content quality audit

Writer evaluation

Client deliverable

Run across all your blog posts to score quality. Sort by score in the XLSX export, then prioritize rewrites for the lowest-scoring pages.

Before publishing freelance content, run this tool to check quality signals. Use specific metrics as concrete feedback for writers.

Include the analysis in your SEO audit report. Clients appreciate data-backed recommendations over subjective opinions.

Works well with

Combine with other tools for a complete workflow:

Dependencies

Requires: beautifulsoup4, nltk, pandas, requests. All included in requirements.txt.

One-time payment. Lifetime access. No monthly fees.
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AAIO Inc — aaioinc.com/tools/ngram_analyzer/