{"id":146020,"date":"2025-07-21T11:26:41","date_gmt":"2025-07-21T05:56:41","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=146020"},"modified":"2025-07-21T11:26:41","modified_gmt":"2025-07-21T05:56:41","slug":"k-means-clustering-algorithm","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/","title":{"rendered":"K-Means Clustering Algorithm"},"content":{"rendered":"<h3>Program 1<\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">from sklearn.cluster import KMeans\r\nimport pandas as pd\r\n\r\n# Sample data\r\ndata = pd.DataFrame({\r\n    \"Income\": [15000, 16000, 90000, 95000, 60000, 62000,65000,98000,12000],\r\n    \"SpendingScore\": [90, 85, 20, 15, 50, 55,54,23,94]\r\n})\r\n\r\n# Apply K-Means\r\nkmeans = KMeans(n_clusters=3, random_state=42) # This sets the number of clusters to 3.\r\ndata[\"Cluster\"] = kmeans.fit_predict(data)\r\nprint(data)\r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Program 1 from sklearn.cluster import KMeans import pandas as pd # Sample data data = pd.DataFrame({ &#8220;Income&#8221;: [15000, 16000, 90000, 95000, 60000, 62000,65000,98000,12000], &#8220;SpendingScore&#8221;: [90, 85, 20, 15, 50, 55,54,23,94] }) # Apply K-Means&#46;&#46;&#46;<\/p>\n","protected":false},"author":581,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[34940,7835,34939,19647,8431,33127,33128,20697],"class_list":["post-146020","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-introduction-to-k-means-clustering-algorithm","tag-k-means-clustering-algorithm","tag-k-means-clustering-algorithm-introduction","tag-k-means-clustering","tag-machine-learning","tag-machine-learning-practical","tag-machine-learning-program","tag-machine-learning-project"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>K-Means Clustering Algorithm - DataFlair<\/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:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"K-Means Clustering Algorithm - DataFlair\" \/>\n<meta property=\"og:description\" content=\"Program 1 from sklearn.cluster import KMeans import pandas as pd # Sample data data = pd.DataFrame({ &quot;Income&quot;: [15000, 16000, 90000, 95000, 60000, 62000,65000,98000,12000], &quot;SpendingScore&quot;: [90, 85, 20, 15, 50, 55,54,23,94] }) # Apply K-Means&#046;&#046;&#046;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-21T05:56:41+00:00\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"K-Means Clustering Algorithm - DataFlair","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/","og_locale":"en_US","og_type":"article","og_title":"K-Means Clustering Algorithm - DataFlair","og_description":"Program 1 from sklearn.cluster import KMeans import pandas as pd # Sample data data = pd.DataFrame({ \"Income\": [15000, 16000, 90000, 95000, 60000, 62000,65000,98000,12000], \"SpendingScore\": [90, 85, 20, 15, 50, 55,54,23,94] }) # Apply K-Means&#46;&#46;&#46;","og_url":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2025-07-21T05:56:41+00:00","author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/c187795dc82ab948373cca526df7c445"},"headline":"K-Means Clustering Algorithm","datePublished":"2025-07-21T05:56:41+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/"},"wordCount":4,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"keywords":["introduction to k means clustering algorithm","K Means Clustering Algorithm","k means clustering algorithm introduction","K-means Clustering","machine learning","machine learning practical","machine learning program","machine learning project"],"articleSection":["Machine Learning Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/","url":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/","name":"K-Means Clustering Algorithm - DataFlair","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/#website"},"datePublished":"2025-07-21T05:56:41+00:00","breadcrumb":{"@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/data-flair.training\/blogs\/k-means-clustering-algorithm\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog Home","item":"https:\/\/data-flair.training\/blogs\/"},{"@type":"ListItem","position":2,"name":"Machine Learning Tutorials","item":"https:\/\/data-flair.training\/blogs\/category\/machine-learning\/"},{"@type":"ListItem","position":3,"name":"K-Means Clustering Algorithm"}]},{"@type":"WebSite","@id":"https:\/\/data-flair.training\/blogs\/#website","url":"https:\/\/data-flair.training\/blogs\/","name":"DataFlair","description":"Learn Today. Lead Tomorrow.","publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/data-flair.training\/blogs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/data-flair.training\/blogs\/#organization","name":"DataFlair","url":"https:\/\/data-flair.training\/blogs\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/","url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","contentUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","width":106,"height":48,"caption":"DataFlair"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataFlairWS\/","https:\/\/x.com\/DataFlairWS","https:\/\/www.linkedin.com\/company\/dataflair-web-services-pvt-ltd\/","https:\/\/www.youtube.com\/user\/DataFlairWS"]},{"@type":"Person","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/c187795dc82ab948373cca526df7c445","name":"DataFlair Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/2302ebc438084d2f1f993edc1996a0aae01332e81f3227cba8df0c48ec010ca4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2302ebc438084d2f1f993edc1996a0aae01332e81f3227cba8df0c48ec010ca4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2302ebc438084d2f1f993edc1996a0aae01332e81f3227cba8df0c48ec010ca4?s=96&d=mm&r=g","caption":"DataFlair Team"},"description":"DataFlair Team provides high-impact content on programming, Java, Python, C++, DSA, AI, ML, data Science, Android, Flutter, MERN, Web Development, and technology. We make complex concepts easy to grasp, helping learners of all levels succeed in their tech careers.","url":"https:\/\/data-flair.training\/blogs\/author\/dfteam6\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/146020","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/users\/581"}],"replies":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/comments?post=146020"}],"version-history":[{"count":2,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/146020\/revisions"}],"predecessor-version":[{"id":146038,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/146020\/revisions\/146038"}],"wp:attachment":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/media?parent=146020"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/categories?post=146020"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/tags?post=146020"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}