{"id":4350,"date":"2022-08-10T01:44:53","date_gmt":"2022-08-10T01:44:53","guid":{"rendered":"https:\/\/www.pythontutorial.net\/?page_id=4350"},"modified":"2022-08-10T04:11:32","modified_gmt":"2022-08-10T04:11:32","slug":"numpy-amin","status":"publish","type":"page","link":"https:\/\/www.pythontutorial.net\/python-numpy\/numpy-amin\/","title":{"rendered":"NumPy amin()"},"content":{"rendered":"\n<p><strong>Summary<\/strong>: in this tutorial, you will learn how to use the numpy <code>amin()<\/code> function to find the minimum element in an array.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id='introduction-to-the-numpy-amin-function'>Introduction to the NumPy amin() function <a href=\"#introduction-to-the-numpy-amin-function\" class=\"anchor\" id=\"introduction-to-the-numpy-amin-function\" title=\"Anchor for Introduction to the NumPy amin() function\">#<\/a><\/h2>\n\n\n\n<p>The <code><code>amin()<\/code><\/code> function returns the minimum element of an array or minimum element along an axis. Here&#8217;s the syntax of the <code><code>amin()<\/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.amin(a, axis=<span class=\"hljs-literal\">None<\/span>, out=<span class=\"hljs-literal\">None<\/span>, keepdims=&lt;no value&gt;, initial=&lt;no value&gt;, where=&lt;no value&gt;)<\/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>The <code>a<code>min()<\/code><\/code> function is equivalent to the <code>min()<\/code> method of the <code>ndarray<\/code> object:<\/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.min(axis=<span class=\"hljs-literal\">None<\/span>, out=<span class=\"hljs-literal\">None<\/span>, keepdims=<span class=\"hljs-literal\">False<\/span>, initial=&lt;no value&gt;, where=<span class=\"hljs-literal\">True<\/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-amin-function-examples'>NumPy amin() function examples <a href=\"#numpy-amin-function-examples\" class=\"anchor\" id=\"numpy-amin-function-examples\" title=\"Anchor for NumPy amin() function examples\">#<\/a><\/h2>\n\n\n\n<p>Let&#8217;s take some examples of using the <code>amin()<\/code> function.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id='1-using-numpy-amin-function-on-1-d-array-example'>1) Using numpy amin() function on 1-D array example <a href=\"#1-using-numpy-amin-function-on-1-d-array-example\" class=\"anchor\" id=\"1-using-numpy-amin-function-on-1-d-array-example\" title=\"Anchor for 1) Using numpy amin() function on 1-D array example\">#<\/a><\/h3>\n\n\n\n<p>The following example uses the numpy <code>amin()<\/code> function to find the minimum value 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\n\na = np.array(&#91;<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">2<\/span>, <span class=\"hljs-number\">3<\/span>])\nmin = np.amin(a)\nprint(min)<\/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\"><span class=\"hljs-number\">1<\/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>How it works.<\/p>\n\n\n\n<p>First, <a href=\"https:\/\/www.pythontutorial.net\/python-numpy\/create-numpy-array\/\">create a new array<\/a> that has three numbers 1, 2, and 3:<\/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\">a = np.array(&#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-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>Second, find the minimum number using the <code>amin()<\/code> function:<\/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\">min = np.amin(a)<\/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>Third, display the result:<\/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\">print(min)<\/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<h3 class=\"wp-block-heading\" id='2-using-numpy-amin-function-on-multidimensional-array-examples'>2) Using numpy amin() function on multidimensional array examples <a href=\"#2-using-numpy-amin-function-on-multidimensional-array-examples\" class=\"anchor\" id=\"2-using-numpy-amin-function-on-multidimensional-array-examples\" title=\"Anchor for 2) Using numpy amin() function on multidimensional array examples\">#<\/a><\/h3>\n\n\n\n<p>The following example uses the <code>amin()<\/code> funciton to find the minimum number in a 2-D array:<\/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\"><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\">1<\/span>, <span class=\"hljs-number\">2<\/span>],\n    &#91;<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>]]\n)\nmin = np.amin(a)\nprint(min)<\/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>Output:<\/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-number\">1<\/span><\/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<p>If you want to find the minimum value on each axis, you can use the axis argument. For example, the following uses the <code>amin()<\/code> function to find the minimum value on axis 0:<\/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\"><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\">1<\/span>, <span class=\"hljs-number\">2<\/span>],\n    &#91;<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>]]\n)\nmin = np.amin(a, axis=<span class=\"hljs-number\">0<\/span>)\nprint(min)<\/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<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.pythontutorial.net\/wp-content\/uploads\/2022\/08\/numpy-amin-axis0.svg\" alt=\"\" class=\"wp-image-4355\"\/><\/figure>\n\n\n\n<p>Output:<\/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\">&#91;<span class=\"hljs-number\">1<\/span> <span class=\"hljs-number\">2<\/span>]<\/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<p>Similarly, you can use the <code>amin()<\/code> function to find the minimum value on axis 1:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-12\" 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\">1<\/span>, <span class=\"hljs-number\">2<\/span>],\n    &#91;<span class=\"hljs-number\">3<\/span>, <span class=\"hljs-number\">4<\/span>]]\n)\nmin = np.amin(a, axis=<span class=\"hljs-number\">1<\/span>)\nprint(min)<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-12\"><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-amin-axis1.svg\" alt=\"\" class=\"wp-image-4354\"\/><\/figure>\n\n\n\n<p>Output:<\/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\">&#91;<span class=\"hljs-number\">1<\/span> <span class=\"hljs-number\">3<\/span>]<\/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<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>amin()<\/code> function to find the minimum element in an array or minimum element along an axis.<\/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 class=\"wth-thumbs\">\n\t\t\t<button\n\t\t\t\tdata-post=\"4350\"\n\t\t\t\tdata-post-url=\"https:\/\/www.pythontutorial.net\/python-numpy\/numpy-amin\/\"\n\t\t\t\tdata-post-title=\"NumPy amin()\"\n\t\t\t\tdata-response=\"1\"\n\t\t\t\tclass=\"wth-btn-rounded wth-yes-btn\"\n\t\t\t>\n\t\t\t\t<svg\n\t\t\t\t\txmlns=\"http:\/\/www.w3.org\/2000\/svg\"\n\t\t\t\t\tviewBox=\"0 0 24 24\"\n\t\t\t\t\tfill=\"none\"\n\t\t\t\t\tstroke=\"currentColor\"\n\t\t\t\t\tstroke-width=\"2\"\n\t\t\t\t\tstroke-linecap=\"round\"\n\t\t\t\t\tstroke-linejoin=\"round\"\n\t\t\t\t\tclass=\"feather feather-thumbs-up block w-full h-full\"\n\t\t\t\t>\n\t\t\t\t\t<path\n\t\t\t\t\t\td=\"M14 9V5a3 3 0 0 0-3-3l-4 9v11h11.28a2 2 0 0 0 2-1.7l1.38-9a2 2 0 0 0-2-2.3zM7 22H4a2 2 0 0 1-2-2v-7a2 2 0 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Introduction to the NumPy amin() function # The amin() function returns the minimum element of an array or minimum element along an axis. Here&#8217;s the syntax of the amin() function: The amin() function [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":3406,"menu_order":16,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4350","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/pages\/4350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/comments?post=4350"}],"version-history":[{"count":0,"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/pages\/4350\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/pages\/3406"}],"wp:attachment":[{"href":"https:\/\/www.pythontutorial.net\/wp-json\/wp\/v2\/media?parent=4350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}