{"id":15979,"date":"2024-03-15T12:05:30","date_gmt":"2024-03-15T12:05:30","guid":{"rendered":"https:\/\/www.silicloud.com\/blog\/how-to-filter-data-with-multiple-conditions-in-pandas\/"},"modified":"2025-08-06T23:10:21","modified_gmt":"2025-08-06T23:10:21","slug":"how-to-filter-data-with-multiple-conditions-in-pandas","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/blog\/how-to-filter-data-with-multiple-conditions-in-pandas\/","title":{"rendered":"How to filter data with multiple conditions in pandas?"},"content":{"rendered":"<p>In Pandas, it is possible to filter data using multiple conditions. You can combine multiple conditions together using logical operators such as &#038; and |.<\/p>\n<p>The following are the steps for filtering data using multiple conditions:<\/p>\n<ol>\n<li>Set up each condition.<\/li>\n<li>Combine the conditions using logical operators.<\/li>\n<li>Filter the data using conditions.<\/li>\n<\/ol>\n<p>Here is an example:<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u4e00\u4e2a\u793a\u4f8b\u6570\u636e\u96c6<\/span>\r\ndata = {<span class=\"hljs-string\">'Name'<\/span>: [<span class=\"hljs-string\">'Alice'<\/span>, <span class=\"hljs-string\">'Bob'<\/span>, <span class=\"hljs-string\">'Charlie'<\/span>, <span class=\"hljs-string\">'David'<\/span>],\r\n        <span class=\"hljs-string\">'Age'<\/span>: [<span class=\"hljs-number\">25<\/span>, <span class=\"hljs-number\">30<\/span>, <span class=\"hljs-number\">35<\/span>, <span class=\"hljs-number\">40<\/span>],\r\n        <span class=\"hljs-string\">'Gender'<\/span>: [<span class=\"hljs-string\">'Female'<\/span>, <span class=\"hljs-string\">'Male'<\/span>, <span class=\"hljs-string\">'Male'<\/span>, <span class=\"hljs-string\">'Male'<\/span>],\r\n        <span class=\"hljs-string\">'City'<\/span>: [<span class=\"hljs-string\">'New York'<\/span>, <span class=\"hljs-string\">'Los Angeles'<\/span>, <span class=\"hljs-string\">'Chicago'<\/span>, <span class=\"hljs-string\">'Houston'<\/span>]}\r\n\r\ndf = pd.DataFrame(data)\r\n\r\n<span class=\"hljs-comment\"># \u521b\u5efa\u6761\u4ef6<\/span>\r\ncondition1 = df[<span class=\"hljs-string\">'Age'<\/span>] &gt; <span class=\"hljs-number\">30<\/span>\r\ncondition2 = df[<span class=\"hljs-string\">'Gender'<\/span>] == <span class=\"hljs-string\">'Male'<\/span>\r\n\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u903b\u8f91\u8fd0\u7b97\u7b26\u5c06\u6761\u4ef6\u7ec4\u5408\u5728\u4e00\u8d77<\/span>\r\ncombined_condition = condition1 &amp; condition2\r\n\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u6761\u4ef6\u7b5b\u9009\u6570\u636e<\/span>\r\nfiltered_data = df[combined_condition]\r\n\r\n<span class=\"hljs-built_in\">print<\/span>(filtered_data)\r\n<\/code><\/pre>\n<p>Output result:<\/p>\n<pre class=\"post-pre\"><code>   Name  Age Gender        City\r\n2  Charlie   35   Male     Chicago\r\n3  David   40   Male     Houston\r\n<\/code><\/pre>\n<p>In the example above, we first created two conditions (condition1 and condition2), then combined them using the logical operator &#8216;&#038;&#8217;. Finally, we used the combined conditions to filter the data and print the results.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In Pandas, it is possible to filter data using multiple conditions. You can combine multiple conditions together using logical operators such as &#038; and |. The following are the steps for filtering data using multiple conditions: Set up each condition. Combine the conditions using logical operators. Filter the data using conditions. Here is an example: [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[453,1402,299,1404,1403],"class_list":["post-15979","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-development","tag-guide","tag-programming","tag-technology","tag-tutorial"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to filter data with multiple conditions in pandas? - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Learn about how to filter data with multiple conditions in pandas?. 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