{"id":4415,"date":"2022-08-10T09:48:33","date_gmt":"2022-08-10T09:48:33","guid":{"rendered":"https:\/\/www.pythontutorial.net\/?page_id=4415"},"modified":"2022-08-10T09:48:35","modified_gmt":"2022-08-10T09:48:35","slug":"numpy-sort","status":"publish","type":"page","link":"https:\/\/www.pythontutorial.net\/python-numpy\/numpy-sort\/","title":{"rendered":"NumPy sort()"},"content":{"rendered":"\n<p><strong>Summary<\/strong>: in this tutorial, you&#8217;ll learn how to use the numpy <code>sort()<\/code> function to sort elements of an array.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id='introduction-to-the-numpy-sort-function'>Introduction to the NumPy sort() function <a href=\"#introduction-to-the-numpy-sort-function\" class=\"anchor\" id=\"introduction-to-the-numpy-sort-function\" title=\"Anchor for Introduction to the NumPy sort() function\">#<\/a><\/h2>\n\n\n\n<p>The <code><code>sort()<\/code><\/code> function returns a sorted copy of an <a href=\"https:\/\/www.pythontutorial.net\/python-numpy\/create-numpy-array\/\">array<\/a>. Here&#8217;s the syntax of the <code><code>sort()<\/code><\/code> function:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">numpy.sort(a, axis=- <span class=\"hljs-number\">1<\/span>, kind=<span class=\"hljs-literal\">None<\/span>, order=<span class=\"hljs-literal\">None<\/span>)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>In this syntax:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><code>a<\/code> is a numpy array to be sorted. Also, it can be any object that can be converted to an array.<\/li><li><code>axis<\/code> specifies the axis along which the elements will be sorted. If the axis is None, the function flattens the array before sorting. By default, the axis is -1 which sorts elements along the last axis.<\/li><li><code>kind<\/code> specifies the sorting algorithm which can be &#8216;quicksort&#8217;, &#8216;mergesort&#8217;, &#8216;heapsort&#8217;, and &#8216;stable&#8217;. <\/li><li><code>order<\/code> specifies which fields to compare first, second, etc when sorting an array with fields defined. The <code>order<\/code> can be a string that represents the field to sort or a list of strings that represent a list of fields to sort.<\/li><\/ul>\n\n\n\n<p>If you want to sort the elements of an array in place, you can use the <code>sort()<\/code> method of the <code>ndarray<\/code> object with the following syntax:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">ndarray.sort(axis=- <span class=\"hljs-number\">1<\/span>, kind=<span class=\"hljs-literal\">None<\/span>, order=<span class=\"hljs-literal\">None<\/span>)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h2 class=\"wp-block-heading\" id='numpy-sort-function-examples'>NumPy sort() function examples <a href=\"#numpy-sort-function-examples\" class=\"anchor\" id=\"numpy-sort-function-examples\" title=\"Anchor for NumPy sort() function examples\">#<\/a><\/h2>\n\n\n\n<p>Let&#8217;s take some examples of using the NumPy <code>sort()<\/code> function.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id='1-using-the-sort-function-to-sort-a-1-d-array'>1) Using the sort() function to sort a 1-D array <a href=\"#1-using-the-sort-function-to-sort-a-1-d-array\" class=\"anchor\" id=\"1-using-the-sort-function-to-sort-a-1-d-array\" title=\"Anchor for 1) Using the sort() function to sort a 1-D array\">#<\/a><\/h3>\n\n\n\n<p>The following example uses the <code>sort()<\/code> function to sort numbers in a 1-D array:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\na = np.array(&#91;<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">1<\/span>])\nb = np.sort(a)\nprint(b)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">&#91;<span class=\"hljs-number\">1<\/span> <span class=\"hljs-number\">2<\/span> <span class=\"hljs-number\">3<\/span>]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>In this example, the <code>sort()<\/code> function sorts the elements of the array from low to high. <\/p>\n\n\n\n<p>To sort elements of an array from high to low, you can use the <code>sort()<\/code> function to sort an array from low to high and use a slice to reverse the array. For example:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\na = np.array(&#91;<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">1<\/span>])\nb = np.sort(a)&#91;::<span class=\"hljs-number\">-1<\/span>]\nprint(b)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">&#91;<span class=\"hljs-number\">3<\/span> <span class=\"hljs-number\">2<\/span> <span class=\"hljs-number\">1<\/span>]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>In this example:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>First, the <code>sort()<\/code> function sorts the elements in the array <code>a<\/code> in ascending order (from low to high)<\/li><li>Then, the slice [::-1] reverses the sorted array so that the elements of the result array are in descending order.<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id='2-using-the-numpy-sort-function-to-sort-a-2-d-array-example'>2) Using the numpy sort() function to sort a 2-D array example <a href=\"#2-using-the-numpy-sort-function-to-sort-a-2-d-array-example\" class=\"anchor\" id=\"2-using-the-numpy-sort-function-to-sort-a-2-d-array-example\" title=\"Anchor for 2) Using the numpy sort() function to sort a 2-D array example\">#<\/a><\/h3>\n\n\n\n<p>The following example uses the <code>sort()<\/code> funciton to sort a 2-D array:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\na = np.array(&#91;\n    &#91;<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">1<\/span>],\n    &#91;<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">6<\/span>, <span class=\"hljs-number\">4<\/span>]\n])\n\nb = np.sort(a)\nprint(b)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">&#91;&#91;<span class=\"hljs-number\">1<\/span> <span class=\"hljs-number\">2<\/span> <span class=\"hljs-number\">3<\/span>] \n &#91;<span class=\"hljs-number\">4<\/span> <span class=\"hljs-number\">5<\/span> <span class=\"hljs-number\">6<\/span>]]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>The following example uses the <code>sort()<\/code> function to sort elements on axis 0:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\na = np.array(&#91;\n    &#91;<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>],\n    &#91;<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">6<\/span>, <span class=\"hljs-number\">1<\/span>]\n])\n\nb = np.sort(a, axis=<span class=\"hljs-number\">0<\/span>)\nprint(b)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.pythontutorial.net\/wp-content\/uploads\/2022\/08\/numpy-sort-axis-0.svg\" alt=\"NumPy sort axis 0\" class=\"wp-image-4420\"\/><\/figure>\n\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">&#91;&#91;<span class=\"hljs-number\">2<\/span> <span class=\"hljs-number\">3<\/span> <span class=\"hljs-number\">1<\/span>]\n &#91;<span class=\"hljs-number\">5<\/span> <span class=\"hljs-number\">6<\/span> <span class=\"hljs-number\">4<\/span>]]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>Similarly, you can sort elements of the array on axis 1:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-11\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\na = np.array(&#91;\n    &#91;<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>],\n    &#91;<span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">6<\/span>, <span class=\"hljs-number\">1<\/span>]\n])\n\nb = np.sort(a, axis=<span class=\"hljs-number\">1<\/span>)\nprint(b)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.pythontutorial.net\/wp-content\/uploads\/2022\/08\/numpy-sort-axis-1.svg\" alt=\"NumPy sort axis 1\" class=\"wp-image-4419\"\/><\/figure>\n\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" data-shcb-language-name=\"JSON \/ JSON with Comments\" data-shcb-language-slug=\"json\"><span><code class=\"hljs language-json\">&#91;&#91;<span class=\"hljs-number\">3<\/span> <span class=\"hljs-number\">4<\/span> <span class=\"hljs-number\">5<\/span>] \r\n &#91;<span class=\"hljs-number\">1<\/span> <span class=\"hljs-number\">2<\/span> <span class=\"hljs-number\">6<\/span>]]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JSON \/ JSON with Comments<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">json<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id='3-using-the-numpy-sort-function-to-sort-a-structured-array-example'>3) Using the numpy sort() function to sort a structured array example <a href=\"#3-using-the-numpy-sort-function-to-sort-a-structured-array-example\" class=\"anchor\" id=\"3-using-the-numpy-sort-function-to-sort-a-structured-array-example\" title=\"Anchor for 3) Using the numpy sort() function to sort a structured array example\">#<\/a><\/h3>\n\n\n\n<p>The following example sorts the employees by year of services and then salary:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-13\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\"><span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n\ndtype = &#91;(<span class=\"hljs-string\">'name'<\/span>, <span class=\"hljs-string\">'S10'<\/span>),\n         (<span class=\"hljs-string\">'year_of_services'<\/span>, float),\n         (<span class=\"hljs-string\">'salary'<\/span>, float)]\n\nemployees = &#91;\n    (<span class=\"hljs-string\">'Alice'<\/span>, <span class=\"hljs-number\">1.5<\/span>, <span class=\"hljs-number\">12500<\/span>),\n    (<span class=\"hljs-string\">'Bob'<\/span>, <span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">15500<\/span>),\n    (<span class=\"hljs-string\">'Jane'<\/span>, <span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">11000<\/span>)\n]\n\npayroll = np.array(employees, dtype=dtype)\n\nresult = np.sort(\n    payroll,\n    order=&#91;<span class=\"hljs-string\">'year_of_services'<\/span>, <span class=\"hljs-string\">'salary'<\/span>]\n)\n\nprint(result)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-13\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>Output:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-14\" data-shcb-language-name=\"Python\" data-shcb-language-slug=\"python\"><span><code class=\"hljs language-python\">&#91;(<span class=\"hljs-string\">b'Jane'<\/span>, <span class=\"hljs-number\">1.<\/span> , <span class=\"hljs-number\">11000.<\/span>) (<span class=\"hljs-string\">b'Bob'<\/span>, <span class=\"hljs-number\">1.<\/span> , <span class=\"hljs-number\">15500.<\/span>) (<span class=\"hljs-string\">b'Alice'<\/span>, <span class=\"hljs-number\">1.5<\/span>, <span class=\"hljs-number\">12500.<\/span>)]<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-14\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">Python<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">python<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h2 class=\"wp-block-heading\" id='summary'>Summary <a href=\"#summary\" class=\"anchor\" id=\"summary\" title=\"Anchor for Summary\">#<\/a><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Use the numpy <code>sort()<\/code> function to sort elements of an array.<\/li><\/ul>\n<div class=\"helpful-block-content\" data-title=\"\">\n\t<header>\n\t\t<div class=\"wth-question\">Was this tutorial helpful ?<\/div>\n\t\t<div 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