{"id":1436,"date":"2021-10-21T22:09:47","date_gmt":"2021-10-21T21:09:47","guid":{"rendered":"https:\/\/searchsolved.co.uk\/?p=1436"},"modified":"2021-10-29T21:41:37","modified_gmt":"2021-10-29T20:41:37","slug":"python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights","status":"publish","type":"post","link":"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/","title":{"rendered":"Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2"},"content":{"rendered":"\n<p>Today I&#8217;d like to share a Python script to automatically generate keyword clusters for all keywords yours or your competitors&#8217; Website ranks for. This provides deep insights and otherwise hidden patterns in your keywords data at a glance.<\/p>\n\n\n\n<p>If you&#8217;d just like to get started you can <a href=\"https:\/\/github.com\/searchsolved\/search-solved-public-seo\/blob\/main\/Keyword_Clustering_Tool\/Keyword_Clustering_Tool_V2.ipynb\">download the Google Colab<\/a> here.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Cluster At All?<\/h2>\n\n\n\n<p>Clustering keywords can provide powerful insights to yours and your competitors data. It can be useful for:<\/p>\n\n\n\n<ul><li>Filtering out junk keywords in bulk from your keyword lists<\/li><li>Finding the most profitable keyword clusters of your competitors site<\/li><li>Find ideas for content hubs by clustering similar questions together<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Supported Files<\/h2>\n\n\n\n<ul><li><a href=\"https:\/\/support.google.com\/webmasters\/answer\/7440203?hl=en\">Google Search Console Coverage Reports<\/a><\/li><li><a href=\"https:\/\/app.ahrefs.com\/positions-explorer\/organic-keywords\/v5\/subdomains\/us\/all\/all\/all\/all\/all\/all\/all\/1\/traffic_desc?target=example.com\">Ahrefs.com V1<\/a> \/ <a href=\"https:\/\/app.ahrefs.com\/v2-site-explorer\/organic-keywords\/subdomains?target=example.com&amp;country=us\">V2 Site Explorer Keyword Exports<\/a><\/li><li><a href=\"https:\/\/app.ahrefs.com\/positions-explorer\/organic-keywords\/v5\/subdomains\/us\/all\/all\/all\/all\/all\/all\/all\/1\/traffic_desc?target=example.com\">Ahrefs Keyword Explorer<\/a><\/li><li><a href=\"https:\/\/www.semrush.com\/analytics\/organic\/positions?sortField=&amp;sortDirection=desc&amp;db=uk&amp;q=example.com&amp;searchType=domain\">SEMrush.com organic positions report<\/a><\/li><li>A simple .txt or csv file (Headered or Headerless)<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Script Features<\/h2>\n\n\n\n<ul><li>100% Automated Keyword Clustering<\/li><li>Calculates the Median CPC Per Cluster<\/li><li>Calculates the Median Difficulty Per Cluster<\/li><li>Calculates the Sum of Estimated Traffic Per Cluster<\/li><li>Calculates the Sum of Estimated Search Volume Per Cluster<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Script Output<\/h2>\n\n\n\n<p>Here&#8217;s a small sample of the script output using next.co.uk &#8211; You can see it has neatly clustered loungewear and curtains together and calculated the total volume of the cluster. Awesome! <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"604\" height=\"1001\" src=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\" alt=\"\" class=\"wp-image-1438\" srcset=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png 604w, https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1-181x300.png 181w\" sizes=\"(max-width: 604px) 100vw, 604px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Instructions<\/h2>\n\n\n\n<ul><li>Head over to the <a href=\"https:\/\/github.com\/searchsolved\/search-solved-public-seo\/blob\/main\/Keyword_Clustering_Tool\/Keyword_Clustering_Tool_V1.ipynb\">Google Collab Sheet<\/a><\/li><li>Click Runtime &gt; Run All<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"454\" height=\"173\" src=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-2.png\" alt=\"\" class=\"wp-image-1440\" srcset=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-2.png 454w, https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-2-300x114.png 300w\" sizes=\"(max-width: 454px) 100vw, 454px\" \/><\/figure>\n\n\n\n<p>When prompted, upload your keyword file in .CSV format.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"606\" height=\"134\" src=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-4.png\" alt=\"\" class=\"wp-image-1442\" srcset=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-4.png 606w, https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-4-300x66.png 300w\" sizes=\"(max-width: 606px) 100vw, 606px\" \/><\/figure>\n\n\n\n<p>That&#8217;s it! The script will run and download a clustered CSV file to your downloads folder!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Today I&#8217;d like to share a Python script to automatically generate keyword clusters for all keywords yours or your competitors&#8217; Website ranks for. This provides deep insights and otherwise hidden patterns in your keywords data at a glance. If you&#8217;d just like to get started you can download the Google Colab here. Why Cluster At [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2 - Professional SEO Consultants | Search Solved<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2 - Professional SEO Consultants | Search Solved\" \/>\n<meta property=\"og:description\" content=\"Today I&#8217;d like to share a Python script to automatically generate keyword clusters for all keywords yours or your competitors&#8217; Website ranks for. This provides deep insights and otherwise hidden patterns in your keywords data at a glance. If you&#8217;d just like to get started you can download the Google Colab here. Why Cluster At [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\" \/>\n<meta property=\"og:site_name\" content=\"Professional SEO Consultants | Search Solved\" \/>\n<meta property=\"article:published_time\" content=\"2021-10-21T21:09:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-10-29T20:41:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\" \/>\n<meta name=\"author\" content=\"Lee Foot\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@LeeFootSEO\" \/>\n<meta name=\"twitter:site\" content=\"@searchsolved\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Lee Foot\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\"},\"author\":{\"name\":\"Lee Foot\",\"@id\":\"https:\/\/searchsolved.co.uk\/#\/schema\/person\/866d742409a461d73d7b5547d4bea2d0\"},\"headline\":\"Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2\",\"datePublished\":\"2021-10-21T21:09:47+00:00\",\"dateModified\":\"2021-10-29T20:41:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\"},\"wordCount\":257,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/searchsolved.co.uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\",\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\",\"url\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\",\"name\":\"Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2 - Professional SEO Consultants | Search Solved\",\"isPartOf\":{\"@id\":\"https:\/\/searchsolved.co.uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\",\"datePublished\":\"2021-10-21T21:09:47+00:00\",\"dateModified\":\"2021-10-29T20:41:37+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#primaryimage\",\"url\":\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\",\"contentUrl\":\"https:\/\/searchsolved.co.uk\/wp-content\/uploads\/2021\/10\/image-1.png\",\"width\":604,\"height\":1001},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/searchsolved.co.uk\/python-script-automatically-cluster-keywords-in-bulk-for-actionable-insights\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/searchsolved.co.uk\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python Script: Automatically Cluster Keywords in Bulk for Actionable Insights V2\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/searchsolved.co.uk\/#website\",\"url\":\"https:\/\/searchsolved.co.uk\/\",\"name\":\"Professional SEO Consultants | Search Solved\",\"description\":\"Award winning SEO consultants - Are you leaving website traffic on the table? 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