{"id":7279,"date":"2023-11-03T08:12:58","date_gmt":"2023-11-03T02:42:58","guid":{"rendered":"https:\/\/python-programs.com\/?p=7279"},"modified":"2023-11-10T12:15:26","modified_gmt":"2023-11-10T06:45:26","slug":"what-is-a-structured-numpy-array-and-how-to-create-and-sort-it-in-python","status":"publish","type":"post","link":"https:\/\/python-programs.com\/what-is-a-structured-numpy-array-and-how-to-create-and-sort-it-in-python\/","title":{"rendered":"What is a Structured Numpy Array and how to create and sort it in Python?"},"content":{"rendered":"<h2>Structured Numpy Array and how to create and sort it in Python<\/h2>\n<p>In this article we will learn what is structured numpy array, how to create it and how to sort with different functions.<\/p>\n<ul>\n<li><a href=\"#Creating_a_Structured_Numpy_Array\">Creating a Structured Numpy Array<\/a><\/li>\n<li><a href=\"#How_to_Sort_a_Structured_Numpy_Array_?\">How to Sort a Structured Numpy Array ?<\/a><\/li>\n<\/ul>\n<h3>What is a Structured Numpy Array ?<\/h3>\n<p>A Structured Numpy array is an array of structures where we can also make of homogeneous structures too.<\/p>\n<h3><a id=\"Creating_a_Structured_Numpy_Array\"><\/a>Creating a Structured Numpy Array<\/h3>\n<p>To create structured numpy array we will pass list of tuples with elements in dtype parameter and we will create numpy array based on this stype.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as sc\r\n\r\n# Creation of structure\r\n\r\ndtype = [('Name', (sc.str_, 10)), ('CGPA', sc.float64), ('Age', sc.int32)]\r\n\r\n# Creation a Strucured Numpy array\r\n\r\nstructured_arr = sc.array([('Ben',8.8 , 18), ('Rani', 9.4, 15), ('Tanmay', 9.8, 17), ('Saswat', 7.6, 16)], dtype=dtype)\r\n\r\nprint(structured_arr.dtype)<\/pre>\n<pre>Output :\r\n[('Name', '&lt;U10'), ('CGPA', '&lt;f8'), ('Age', '&lt;i4')]<\/pre>\n<h3>Sort the Structured Numpy array by field \u2018Name&#8217; of the structure<\/h3>\n<h3><a id=\"How_to_Sort_a_Structured_Numpy_Array_?\"><\/a>How to Sort a Structured Numpy Array ?<\/h3>\n<p>We can sort a big structured numpy array by providing a parameter <em>&#8216;order&#8217;<\/em> parameter provided by <code>numpy.sort()<\/code> and <code>numpy.ndarray.sort()<\/code>. Let&#8217;s sort the structured numpy array on the basis of field &#8216;<code>Name<\/code>&#8216;.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as sc\r\n\r\n# Creation of structure\r\n\r\ndtype = [('Name', (sc.str_, 10)), ('CGPA', sc.float64), ('Age', sc.int32)]\r\n\r\n# Creation a Strucured Numpy array\r\n\r\nstructured_arr = sc.array([('Ben',8.8 , 18), ('Rani', 9.4, 15), ('Tanmay', 9.8, 17), ('Saswat', 7.6, 16)], dtype=dtype)\r\n\r\nsor_arr = sc.sort(structured_arr, order='Name')\r\n\r\nprint('Sorted Array on the basis on name : ')\r\n\r\nprint(sor_arr)<\/pre>\n<pre>Output :\r\nSorted Array on the basis on name :\r\n[('Ben', 8.8, 18) ('Rani', 9.4, 15) ('Saswat', 7.6, 16)\r\n('Tanmay', 9.8, 17)]<\/pre>\n<h3>Sort the Structured Numpy array by field \u2018Age&#8217; of the structure<\/h3>\n<p>We can also sort the structured numpy array on the basis of field &#8216;<code>Marks<\/code>&#8216;.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as sc\r\n\r\n# Creation of structure\r\n\r\ndtype = [('Name', (sc.str_, 10)), ('CGPA', sc.float64), ('Age', sc.int32)]\r\n\r\n# Creation a Strucured Numpy array\r\n\r\nstructured_arr = sc.array([('Ben',8.8 , 18), ('Rani', 9.4, 15), ('Tanmay', 9.8, 17), ('Saswat', 7.6, 16)], dtype=dtype)\r\n\r\nsor_arr = sc.sort(structured_arr, order='Age')\r\n\r\nprint('Sorted Array on the basis on Age : ')\r\n\r\nprint(sor_arr)<\/pre>\n<pre>Output :\r\nSorted Array on the basis on Age :\r\n[('Rani', 9.4, 15) ('Saswat', 7.6, 16) ('Tanmay', 9.8, 17)\r\n('Ben', 8.8, 18)]<\/pre>\n<h3>Sort the Structured Numpy array by \u2018Name\u2019 &amp; \u2018Age\u2019 fields of the structure :<\/h3>\n<p>We can also sort Structured Numpy array based on multiple fields &#8216;<code>Name<\/code>&#8216; &amp; &#8216;<code>Age<\/code>&#8216;.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import numpy as sc\r\n\r\n# Creation of structure\r\n\r\ndtype = [('Name', (sc.str_, 10)), ('CGPA', sc.float64), ('Age', sc.int32)]\r\n\r\n# Creation a Strucured Numpy array\r\n\r\nstructured_arr = sc.array([('Ben',8.8 , 18), ('Rani', 9.4, 15), ('Tanmay', 9.8, 17), ('Saswat', 7.6, 16)], dtype=dtype)\r\n\r\nsor_arr = sc.sort(structured_arr, order=['Name','Age'])\r\n\r\nprint('Sorted Array on the basis on name &amp; age : ')\r\n\r\nprint(sor_arr)<\/pre>\n<pre>Output :\r\nSorted Array on the basis on name &amp; age:\r\n[('Ben', 8.8, 18) ('Rani', 9.4, 15) ('Saswat', 7.6, 16)\r\n('Tanmay', 9.8, 17)]<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Structured Numpy Array and how to create and sort it in Python In this article we will learn what is structured numpy array, how to create it and how to sort with different functions. Creating a Structured Numpy Array How to Sort a Structured Numpy Array ? What is a Structured Numpy Array ? A &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/python-programs.com\/what-is-a-structured-numpy-array-and-how-to-create-and-sort-it-in-python\/\"> <span class=\"screen-reader-text\">What is a Structured Numpy Array and how to create and sort it in Python?<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":9,"featured_media":8079,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spay_email":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[5],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is a Structured Numpy Array and how to create and sort it in Python? - Python Programs<\/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:\/\/python-programs.com\/what-is-a-structured-numpy-array-and-how-to-create-and-sort-it-in-python\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is a Structured Numpy Array and how to create and sort it in Python? - Python Programs\" \/>\n<meta property=\"og:description\" content=\"Structured Numpy Array and how to create and sort it in Python In this article we will learn what is structured numpy array, how to create it and how to sort with different functions. 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