Keyword N-Gram Analyzer

Analyze keywords, search queries or website titles

Search console queries or keyword planner data

Get instant results here or download as CSV file

Paste up to 100,000 keywords with KPIs like impressions, clicks or search volume

N-gram Analyzer Results Download .csv file Copy results to clipboard
Ngram analyzer created by PEMAVOR

How does the N-Gram Analyzer work?

1) Paste your data

The left column must contain the text that should be split into single words. Add columns (optional) with numeric KPIs, and they’re aggregated automatically by the created N-Grams.

2) Download your N-Gram Analysis

After a few seconds, your N-Gram analysis will be ready. If you provide a full list of keywords with some KPIs, the resulting file gives you the frequencies by single words as well as their grouped KPI data.

3) Analyze deeper in Excel

If you want to look at some calculated KPIs like Conversion Rate, Click-through Rate, or Value Per Click, simply import the CSV output file to Excel and continue with a deeper data analysis.

What are N-Grams?

The term N-Gram is frequently used in the context of Natural Language Processing (NLP) especially in text mining. N-Grams are created by looking at sequences of words that appear in a text. “N” is the number of words, that is, the sequence length. When somebody mentions 2-Grams or Bigrams, this means analyzing text by word pairs. Unigrams or 1-Grams are dealing with single words.

Why should you use N-Grams?

In data mining tasks, you often have a ton of data. Also, the goal is to extract information and knowledge. When it comes to text analysis, N-Grams are a great technique. By looking at count based statistics, you’ll understand right away what the main topic is about.

How to use N-Gram analysis for SEO and PPC

Make simple and effective suggestions

Our free tool won’t only provide word counts to your keywords, but also aggregations to any other metric in your keyword data. SEO perspective will be benefit to see “keyword search volume” for each word if you’re searching for SEO niche keywords.  In PPC, you’re likely to be interested in your cost and conversion data. So we can give you an initial look about your data using words instead of sentences. Mostly, when you have large sets of keywords, N-Gram mappings will show you new groupings of your hidden keywords.

Find new money keyword topics for SEO and PPC

One of the best ways to find SEO money keywords is to use available search query data of your PPC accounts. By doing so, you can get conversion rate numbers for N-Gram topics as well as search impressions. A great niche in SEO shouldn’t only have low competition, but also great conversion rates. What can you tell about the actual value of your SEO traffic? Nothing to say by merely looking at inaccurate keyword search volume data of your SEO keyword tools. To give you an idea we run a n-Gram Analysis on Keyword Planner data in this article.

Find negative keywords for your PPC campaign

What works for extracting new money keywords is also great for removing poor search patterns. This problem often appears in PPC and hurts campaigns because you’re paying for each of them. As a solution, you can use bad-performing N-Grams and add them as negative keywords. Make use of this approach to identify negative keywords for Amazon, Google Ads, or Bing to save a lot of money right away.

Where else can you use N-Gram Analysis?

The most common usage for applying N-Gram Analysis is to focus on search queries and keywords. That is also our focus on why we published this free N-Gram tool. If you’re creative, you’ll find many other text strings in SEO and PPC that you can analyze in this way. Here are some ways we used N-Gram mappings in the past.

SEO: N-Grams on Sitemap URLs

What’s your competitors’ content strategy? A shortcut approach is to fetch your competitors’ sitemap and analyze the URLs by N-Grams. The idea is that the most important keywords and topics are part of the URL. By counting word appearances, it’ll give you a quick overview of the keyword strategy. Have a look at our free content analysis tool based on n-gram analysis of the sitemap.

SEO: N-Grams on website titles

The website title is crucial for your CTR, and it results on the Google search result page. You’ll find good and bad practices on your existing website by analyzing CTR values with titles. Important: don’t forget to normalize the CTR of your results by position.

PPC: N-Grams for Ad Copy Titles

A/B Testing of Ad Copies is one of the most important tasks of PPC managers. Frequently, you struggle with low sample sizes and tests need a lot of time to be significant. When analyzing N-Grams on your Ad Copies, you can search for good and bad elements regarding your CTR. It helps in defining new promising text variants for your testing.

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