{"id":8014,"date":"2019-12-18T00:00:00","date_gmt":"2019-12-18T05:00:00","guid":{"rendered":"https:\/\/www.sisense.com\/glossary\/python-for-data-analysis\/"},"modified":"2024-09-24T06:20:37","modified_gmt":"2024-09-24T10:20:37","slug":"python-for-data-analysis","status":"publish","type":"glossary","link":"https:\/\/www.sisense.com\/glossary\/python-for-data-analysis\/","title":{"rendered":"Python for Data Analysis"},"content":{"rendered":"\r\n<ul class=\"anchorlinks wp-block-list\">\r\n<li><a href=\"#what\">What is Python for Data Analysis<\/a><\/li>\r\n<li><a href=\"#how\">How can I use Python for Data Analytics<\/a><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"what\">What is Python for Data Analysis?<\/h2>\r\n\r\n\r\n\r\n<p>Python is a popular multi-purpose programming language widely used for its flexibility, as well as its extensive collection of libraries, which are valuable for analytics and complex calculations.<\/p>\r\n\r\n\r\n\r\n<p>Python\u2019s extensibility means that it has thousands of libraries dedicated to analytics, including the widely used Python Data Analysis Library (also known as Pandas).<\/p>\r\n\r\n\r\n\r\n<p>For the most part, data analytics libraries in Python are at least somewhat derived from the NumPy library, which includes hundreds of mathematical calculations, operations, and functions.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p>Python analytics tools have become popular due to the computer language\u2019s widespread adoption and its versatility when it comes to developing multifaceted solutions.<\/p>\r\n\r\n\r\n\r\n<p>The fact that it\u2019s a truly general-purpose language means that it can also add deeper functionality to data analytics software than domain-specific languages that have a narrow scope and functionality.<\/p>\r\n\r\n\r\n\r\n<p>Additionally, Python\u2019s performance capability is much higher than other popular languages used in data analytics, and its compatibility with a greater array of other languages means that it is simply more convenient in most cases.<\/p>\r\n\r\n\r\n\r\n<p>Python\u2019s relatively light usage of memory and other processing resources means that it can quickly outstrip languages like MatLab or R, which are built specifically for statistical analysis.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\" id=\"how\">How can I use Python for Data Analytics?<\/h2>\r\n\r\n\r\n\r\n<p>There are several ways you can integrate python data analytics into your existing business intelligence and analytics tools.<\/p>\r\n\r\n\r\n\r\n<p><strong>One of the most common uses<\/strong> for Python is in its ability to create and manage data structures quickly \u2014 Pandas, for instance, offers a plethora of tools to manipulate, analyze, and even represent data structures and complex datasets.<\/p>\r\n\r\n\r\n\r\n<p>This includes time series and more complex data structures such as merging, pivoting, and slicing tables to create new views and perspectives on existing sets.<\/p>\r\n\r\n\r\n\r\n<p><strong>Elsewhere<\/strong>, tools like Scikit-Learn (also known as Sklearn) provides advanced analytics tools combined with complex machine learning capabilities.<\/p>\r\n\r\n\r\n\r\n<p>This allows you to build more sophisticated models, performing more complex and multivariate regressions, as well as data preprocessing.<\/p>\r\n\r\n\r\n\r\n<p>Combined with libraries such as iPython and NumPy itself, these tools can form the foundation of a powerful data analytics suite.<\/p>\r\n\r\n\r\n\r\n<p><strong>Additionally<\/strong>, you can use Python to write your own data analysis algorithms that can be directly integrated into your business intelligence tools via API.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p><a class=\"action-btn \" href=\"\/resources\/glossary\/\">Back to Glossary<\/a><\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Python is a multi-purpose programming language popular for its flexibility, as well as its extensive collection of libraries, widely used for analytics.<\/p>\n","protected":false},"featured_media":8133,"template":"","meta":{"_acf_changed":false,"_searchwp_excluded":"","_links_to":"","_links_to_target":""},"application":[],"department":[],"glossary-category":[],"industry":[],"role":[],"topic":[],"class_list":["post-8014","glossary","type-glossary","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.5 (Yoast SEO v23.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python Analytics - What is Python For Data Analysis? 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