This Python script clusters keywords based on the similarity of their associated URLs using MinHash and MinHashLSH. The clustering process helps identify keywords that return similar search engine result pages (SERPs), which can be useful for SEO and content optimization strategies.
git clone https://github.com/dartseoengineer/keyword-clustering-minhash.gitThis Python script clusters keywords based on the similarity of their associated URLs using MinHash and MinHashLSH. The clustering process helps identify keywords that return similar search engine result pages (SERPs), which can be useful for SEO and content optimization strategies.
No install command available. Check the GitHub repository for manual installation instructions.
git clone https://github.com/dartseoengineer/keyword-clustering-minhashCopy the install command above and run it in your terminal.
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I need to cluster these keywords based on their associated URLs using MinHash and MinHashLSH. Here's the [DATA] in CSV format: [PASTE DATA]. Can you provide the Python code to perform this clustering and explain the results?
# Keyword Clustering Results ## Cluster 1: E-commerce Platforms - **Keywords**: online shopping, best deals, discount codes - **Top URLs**: amazon.com, ebay.com, walmart.com - **Similarity Score**: 0.85 ## Cluster 2: Digital Marketing Tools - **Keywords**: SEO tools, marketing automation, email campaigns - **Top URLs**: hubspot.com, mailchimp.com, moz.com - **Similarity Score**: 0.78 ## Cluster 3: Health and Wellness - **Keywords**: fitness tips, healthy recipes, mental health - **Top URLs**: healthline.com, webmd.com, verywellfit.com - **Similarity Score**: 0.82 ### Analysis The clustering algorithm identified three distinct groups of keywords that share similar SERPs. This suggests that search engines are grouping these keywords together in their ranking algorithms. Marketers can use this information to optimize content for these clusters and improve their SEO strategies.
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