Search Query Token N-Gram (1-gram, 2-gram, 3-gram) Counter
Extract recurring 1-word, 2-word, and 3-word n-gram themes from large GSC search query exports.
What is the Query N-Gram Frequency Counter?
The Query N-Gram Frequency Counter by CompleteSEOTools is an enterprise analytics and server log optimization utility engineered to parse web server access data, model organic CTR curves, configure custom GA4 tracking, and run BigQuery search queries.
How to Use the Query N-Gram Frequency Counter (Step-by-Step)
Input Data / Logs
Paste server log lines, GSC metrics, or enter campaign URL parameters.
Calculate & Model
Model traffic lift, test A/B significance, or generate SQL queries.
Execute & Track
Deploy the tracking tags, execute SQL in BigQuery, or audit logs.
Search Analytics & Log File Architecture Guidelines
Accurate SEO decision making requires combining client-side analytics (GA4 user behavior) with server-side truth (Googlebot crawl logs) and Search Console query impressions to prioritize high-impact optimizations.
Frequently Asked Questions (FAQs)
A contiguous sequence of n items from search queries (e.g. 'keyword research' is a 2-gram or bigram).