{"id":998,"date":"2025-08-26T16:24:03","date_gmt":"2025-08-26T10:54:03","guid":{"rendered":"https:\/\/codeanddebug.in\/blog\/?p=998"},"modified":"2025-08-26T16:24:04","modified_gmt":"2025-08-26T10:54:04","slug":"minimum-insertion-steps-to-make-a-string-palindrome","status":"publish","type":"post","link":"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/","title":{"rendered":"Minimum Insertion Steps to Make a String Palindrome | Leetcode 1312"},"content":{"rendered":"\n<p>Given a string <code>s<\/code>, return the <strong>minimum number of insertions<\/strong> needed to make <code>s<\/code> a palindrome. You can insert characters at any positions.<\/p>\n\n\n\n<p>Key observation: the minimum insertions required equals<br><code>len(s) - LPS(s)<\/code><br>where <code>LPS(s)<\/code> is the length of the <strong>Longest Palindromic Subsequence<\/strong> in <code>s<\/code>. Since <code>LPS(s) = LCS(s, reverse(s))<\/code>, this problem reduces to computing the <strong>Longest Common Subsequence<\/strong> between <code>s<\/code> and <code>reverse(s)<\/code>.<\/p>\n\n\n\n<p>Here&#8217;s the [<strong><a href=\"https:\/\/leetcode.com\/problems\/minimum-insertion-steps-to-make-a-string-palindrome\/description\/\" target=\"_blank\" rel=\"noreferrer noopener\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-purple-color\"><span style=\"text-decoration: underline;\">Problem Link<\/span><\/mark><\/a><\/strong>] to begin with.<\/p>\n\n\n\n<p><strong>Example 1<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.5rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"Input:  s = &quot;zzazz&quot;\nOutput: 0\nExplanation: Already a palindrome.\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">Input<\/span><span style=\"color: #D4D4D4\">:  <\/span><span style=\"color: #CE9178\">s = &quot;zzazz&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #569CD6\">Output<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #B5CEA8\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #569CD6\">Explanation<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #CE9178\">Already a palindrome.<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p><strong>Example 2<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(1 * 0.6 * .875rem);line-height:1.5rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"Input:  s = &quot;mbadm&quot;\nOutput: 2\nExplanation: One optimal result is &quot;mbdadbm&quot; after 2 insertions.\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">Input<\/span><span style=\"color: #D4D4D4\">:  <\/span><span style=\"color: #CE9178\">s = &quot;mbadm&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #569CD6\">Output<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #B5CEA8\">2<\/span><\/span>\n<span class=\"line\"><span style=\"color: #569CD6\">Explanation<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #CE9178\">One optimal result is &quot;mbdadbm&quot; after 2 insertions.<\/span><\/span><\/code><\/pre><\/div>\n\n\n<div style=\"max-width: -moz-fit-content; \" class=\"wp-block-ub-table-of-contents-block ub_table-of-contents ub_table-of-contents-collapsed\" id=\"ub_table-of-contents-d940cbdb-2257-4761-8d86-acb18469d86b\" data-linktodivider=\"false\" data-showtext=\"show\" data-hidetext=\"hide\" data-scrolltype=\"auto\" data-enablesmoothscroll=\"true\" data-initiallyhideonmobile=\"true\" data-initiallyshow=\"false\"><div class=\"ub_table-of-contents-header-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-header\" style=\"text-align: left; \">\n\t\t\t\t<div class=\"ub_table-of-contents-title\">Content:<\/div>\n\t\t\t\t<div class=\"ub_table-of-contents-header-toggle\">\n\t\t\t<div class=\"ub_table-of-contents-toggle\" style=\"\">\n\t\t\t\u00a0[<a class=\"ub_table-of-contents-toggle-link\" href=\"#\" style=\"\">show<\/a>]\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><div class=\"ub_table-of-contents-extra-container\" style=\"\">\n\t\t\t<div class=\"ub_table-of-contents-container ub_table-of-contents-1-column ub-hide\">\n\t\t\t\t<ul style=\"\"><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#0-intuition-and-approach\" style=\"\">Intuition and Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#1-memoization\" style=\"\">Memoization<\/a><ul><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#2-intuition-and-approach\" style=\"\">Intuition and Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#3-code-implementation\" style=\"\">Code Implementation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#4-code-explanation\" style=\"\">Code explanation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#5-time-and-space-complexity\" style=\"\">Time and Space Complexity<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#6-conclusion\" style=\"\">Conclusion<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#7-tabulation\" style=\"\">Tabulation<\/a><ul><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#8-intuition-and-approach\" style=\"\">Intuition and Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#9-code-implementation\" style=\"\">Code Implementation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#10-code-explanation\" style=\"\">Code explanation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#11-time-and-space-complexity\" style=\"\">Time and Space Complexity<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#12-conclusion\" style=\"\">Conclusion<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#13-tabulation-space-optimize\" style=\"\">Tabulation (Space Optimize)<\/a><ul><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#14-intuition-and-approach\" style=\"\">Intuition and Approach<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#15-code-implementation\" style=\"\">Code Implementation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#16-code-explanation\" style=\"\">Code explanation<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#17-time-and-space-complexity\" style=\"\">Time and Space Complexity<\/a><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#18-conclusion\" style=\"\">Conclusion<\/a><\/li><\/ul><\/li><li style=\"\"><a href=\"https:\/\/codeanddebug.in\/blog\/minimum-insertion-steps-to-make-a-string-palindrome\/#19-final-takeaway\" style=\"\">Final takeaway<\/a><\/li><\/ul>\n\t\t\t<\/div>\n\t\t<\/div><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"0-intuition-and-approach\">Intuition and Approach<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Let <code>s1 = s<\/code> and <code>s2 = reverse(s)<\/code>.<\/li>\n\n\n\n<li>Compute <code>lcs = LCS(s1, s2)<\/code>.<\/li>\n\n\n\n<li>Answer is <code>len(s) - lcs<\/code>, because characters already part of a palindromic subsequence do not need insertion. Only the remaining characters must be matched by insertions.<\/li>\n<\/ol>\n\n\n\n<p>Below are three implementations that follow this plan.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-memoization\">Memoization<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2-intuition-and-approach\">Intuition and Approach<\/h3>\n\n\n\n<p>Use top down recursion with caching on indices <code>(ind1, ind2)<\/code> over <code>s1<\/code> and <code>s2<\/code>. If characters match, move diagonally and add 1. Otherwise, take the maximum of skipping one character from either string. The LCS value then gives the minimum insertions as <code>n - lcs<\/code>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3-code-implementation\">Code Implementation<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.5rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"class Solution:\n    def solve(self, text1: str, text2: str, ind1: int, ind2: int, dp) -&gt; int:\n        if ind1 == 0 or ind2 == 0:\n            return 0\n        if dp[ind1][ind2] != -1:\n            return dp[ind1][ind2]\n        if text1[ind1 - 1] == text2[ind2 - 1]:\n            dp[ind1][ind2] = 1 + self.solve(text1, text2, ind1 - 1, ind2 - 1, dp)\n        else:\n            dp[ind1][ind2] = 0 + max(\n                self.solve(text1, text2, ind1 - 1, ind2, dp),\n                self.solve(text1, text2, ind1, ind2 - 1, dp),\n            )\n        return dp[ind1][ind2]\n\n    def minInsertions(self, s: str) -&gt; int:\n        s1 = s\n        s2 = s[::-1]\n        n = len(s1)\n        m = len(s2)\n        dp = [[-1 for _ in range(m + 1)] for _ in range(n + 1)]\n        lcs = self.solve(s1, s2, n, m, dp)\n        return len(s) - lcs\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">class<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #4EC9B0\">Solution<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">solve<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text1<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text2<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">ind1<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">ind2<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">dp<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> ind1 == <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #569CD6\">or<\/span><span style=\"color: #D4D4D4\"> ind2 == <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #B5CEA8\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> dp[ind1][ind2] != -<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> dp[ind1][ind2]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> text1[ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">] == text2[ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            dp[ind1][ind2] = <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\"> + <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.solve(text1, text2, ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, dp)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            dp[ind1][ind2] = <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\"> + <\/span><span style=\"color: #DCDCAA\">max<\/span><span style=\"color: #D4D4D4\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.solve(text1, text2, ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, ind2, dp),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.solve(text1, text2, ind1, ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, dp),<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            )<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> dp[ind1][ind2]<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">minInsertions<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">s<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s1 = s<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s2 = s[::-<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        n = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(s1)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        m = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(s2)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        dp = [[-<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> _ <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)] <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> _ <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(n + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        lcs = <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.solve(s1, s2, n, m, dp)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(s) - lcs<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4-code-explanation\">Code explanation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>solve(ind1, ind2)<\/code> returns the LCS length for prefixes <code>s1[:ind1]<\/code> and <code>s2[:ind2]<\/code>.<\/li>\n\n\n\n<li>Base case when either prefix is empty returns 0.<\/li>\n\n\n\n<li>On character match, move diagonally and add 1.<\/li>\n\n\n\n<li>On mismatch, choose the better of skipping from <code>s1<\/code> or <code>s2<\/code>.<\/li>\n\n\n\n<li><code>minInsertions<\/code> computes <code>lcs<\/code> and returns <code>len(s) - lcs<\/code>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"5-time-and-space-complexity\">Time and Space Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Precise: <code>O(n*m)<\/code> states with <code>O(1)<\/code> work per state after memoization, so <code>O(n*m)<\/code> time. DP table space <code>O(n*m)<\/code>, recursion depth up to <code>O(n + m)<\/code>.<\/li>\n\n\n\n<li>Simplified: <code>O(n*m)<\/code> time and <code>O(n*m)<\/code> space.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"6-conclusion\">Conclusion<\/h3>\n\n\n\n<p>Memoization captures overlapping subproblems and is efficient for typical constraints while keeping code close to the recurrence.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-tabulation\">Tabulation<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"8-intuition-and-approach\">Intuition and Approach<\/h3>\n\n\n\n<p>Bottom up LCS table for <code>s1<\/code> and <code>s2 = reverse(s)<\/code>. Initialize row 0 and column 0 to 0. Fill the table using standard LCS transitions. Result is <code>len(s) - dp[n][m]<\/code>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"9-code-implementation\">Code Implementation<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.5rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"class Solution:\n    def longestCommonSubsequence(self, text1: str, text2: str) -&gt; int:\n        n = len(text1)\n        m = len(text2)\n        dp = [[-1 for _ in range(m + 1)] for _ in range(n + 1)]\n        for ind2 in range(0, m + 1):\n            dp[0][ind2] = 0\n        for ind1 in range(0, n + 1):\n            dp[ind1][0] = 0\n        for ind1 in range(1, n + 1):\n            for ind2 in range(1, m + 1):\n                if text1[ind1 - 1] == text2[ind2 - 1]:\n                    dp[ind1][ind2] = 1 + dp[ind1 - 1][ind2 - 1]\n                else:\n                    dp[ind1][ind2] = 0 + max(dp[ind1 - 1][ind2], dp[ind1][ind2 - 1])\n        return dp[n][m]\n\n    def minInsertions(self, s: str) -&gt; int:\n        s1 = s\n        s2 = s[::-1]\n        return len(s) - self.longestCommonSubsequence(s1, s2)\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">class<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #4EC9B0\">Solution<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">longestCommonSubsequence<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text1<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text2<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        n = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(text1)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        m = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(text2)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        dp = [[-<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> _ <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)] <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> _ <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(n + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind2 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">, m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            dp[<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">][ind2] = <\/span><span style=\"color: #B5CEA8\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind1 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">, n + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            dp[ind1][<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">] = <\/span><span style=\"color: #B5CEA8\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind1 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, n + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind2 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> text1[ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">] == text2[ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    dp[ind1][ind2] = <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\"> + dp[ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">][ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    dp[ind1][ind2] = <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\"> + <\/span><span style=\"color: #DCDCAA\">max<\/span><span style=\"color: #D4D4D4\">(dp[ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">][ind2], dp[ind1][ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">])<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> dp[n][m]<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">minInsertions<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">s<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s1 = s<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s2 = s[::-<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(s) - <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.longestCommonSubsequence(s1, s2)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"10-code-explanation\">Code explanation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Builds a <code>(n+1) x (m+1)<\/code> LCS table with base zeros for empty prefixes.<\/li>\n\n\n\n<li>Fills each cell from previous row and column values according to match or mismatch.<\/li>\n\n\n\n<li>Uses <code>dp[n][m]<\/code> as the LCS length to compute the answer.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"11-time-and-space-complexity\">Time and Space Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Precise: <code>O(n*m)<\/code> time to fill the table, <code>O(n*m)<\/code> space to store it.<\/li>\n\n\n\n<li>Simplified: <code>O(n*m)<\/code> time and space.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"12-conclusion\">Conclusion<\/h3>\n\n\n\n<p>Iterative and stable. Useful when you might also want to reconstruct a palindromic subsequence.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"13-tabulation-space-optimize\">Tabulation (Space Optimize)<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"14-intuition-and-approach\">Intuition and Approach<\/h3>\n\n\n\n<p>The LCS transition for <code>dp[i][j]<\/code> uses only <code>dp[i-1][j-1]<\/code>, <code>dp[i-1][j]<\/code>, and <code>dp[i][j-1]<\/code>. Maintain only two rows to reduce space to linear in the second string.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"15-code-implementation\">Code Implementation<\/h3>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#D4D4D4;--cbp-line-number-width:calc(2 * 0.6 * .875rem);line-height:1.5rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#1E1E1E\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" data-code=\"class Solution:\n    def longestCommonSubsequence(self, text1: str, text2: str) -&gt; int:\n        n = len(text1)\n        m = len(text2)\n        prev = [0] * (m + 1)\n\n        for ind1 in range(1, n + 1):\n            cur = [0] * (m + 1)\n            for ind2 in range(1, m + 1):\n                if text1[ind1 - 1] == text2[ind2 - 1]:\n                    cur[ind2] = 1 + prev[ind2 - 1]\n                else:\n                    cur[ind2] = 0 + max(prev[ind2], cur[ind2 - 1])\n            prev = cur\n\n        return prev[m]\n\n    def minInsertions(self, s: str) -&gt; int:\n        s1 = s\n        s2 = s[::-1]\n        return len(s) - self.longestCommonSubsequence(s1, s2)\" style=\"color:#D4D4D4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki dark-plus\" style=\"background-color: #1E1E1E\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #569CD6\">class<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #4EC9B0\">Solution<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">longestCommonSubsequence<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text1<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">text2<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        n = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(text1)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        m = <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(text2)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        prev = [<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">] * (m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind1 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, n + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            cur = [<\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\">] * (m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            <\/span><span style=\"color: #C586C0\">for<\/span><span style=\"color: #D4D4D4\"> ind2 <\/span><span style=\"color: #C586C0\">in<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">range<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">, m + <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">if<\/span><span style=\"color: #D4D4D4\"> text1[ind1 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">] == text2[ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    cur[ind2] = <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\"> + prev[ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                <\/span><span style=\"color: #C586C0\">else<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">                    cur[ind2] = <\/span><span style=\"color: #B5CEA8\">0<\/span><span style=\"color: #D4D4D4\"> + <\/span><span style=\"color: #DCDCAA\">max<\/span><span style=\"color: #D4D4D4\">(prev[ind2], cur[ind2 - <\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">])<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">            prev = cur<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> prev[m]<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">    <\/span><span style=\"color: #569CD6\">def<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">minInsertions<\/span><span style=\"color: #D4D4D4\">(<\/span><span style=\"color: #9CDCFE\">self<\/span><span style=\"color: #D4D4D4\">, <\/span><span style=\"color: #9CDCFE\">s<\/span><span style=\"color: #D4D4D4\">: <\/span><span style=\"color: #4EC9B0\">str<\/span><span style=\"color: #D4D4D4\">) -&gt; <\/span><span style=\"color: #4EC9B0\">int<\/span><span style=\"color: #D4D4D4\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s1 = s<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        s2 = s[::-<\/span><span style=\"color: #B5CEA8\">1<\/span><span style=\"color: #D4D4D4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D4D4D4\">        <\/span><span style=\"color: #C586C0\">return<\/span><span style=\"color: #D4D4D4\"> <\/span><span style=\"color: #DCDCAA\">len<\/span><span style=\"color: #D4D4D4\">(s) - <\/span><span style=\"color: #569CD6\">self<\/span><span style=\"color: #D4D4D4\">.longestCommonSubsequence(s1, s2)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"16-code-explanation\">Code explanation<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>prev<\/code> holds results for the previous row, <code>cur<\/code> for the current row.<\/li>\n\n\n\n<li>Update <code>cur[j]<\/code> from <code>prev[j-1]<\/code>, <code>prev[j]<\/code>, and <code>cur[j-1]<\/code>.<\/li>\n\n\n\n<li>After processing a row, set <code>prev = cur<\/code>.<\/li>\n\n\n\n<li>Final LCS is <code>prev[m]<\/code>, so answer is <code>len(s) - prev[m]<\/code>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"17-time-and-space-complexity\">Time and Space Complexity<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Precise: <code>O(n*m)<\/code> time. Arrays of size <code>m+1<\/code> give <code>O(m)<\/code> extra space.<\/li>\n\n\n\n<li>Simplified: <code>O(n*m)<\/code> time and <code>O(min(n, m))<\/code> space if you iterate columns over the shorter string.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"18-conclusion\">Conclusion<\/h3>\n\n\n\n<p>Same optimal time with significantly less memory, ideal when only the count of insertions is required.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"19-final-takeaway\">Final takeaway<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Minimum insertions to make <code>s<\/code> a palindrome equals <code>len(s) - LCS(s, reverse(s))<\/code>.<\/li>\n\n\n\n<li>Memoization, tabulation, and space optimized tabulation all run in <code>O(n*m)<\/code> time, with space ranging from <code>O(n*m)<\/code> down to <code>O(min(n, m))<\/code>.<\/li>\n\n\n\n<li>Use the full table if you need to reconstruct a palindromic subsequence; use the space optimized version when memory is a priority and only the count is needed.<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/codeanddebug.in\/course\/zero-to-hero-python-dsa\" target=\"_blank\" rel=\"noreferrer noopener\">Join our Advance DSA COURSE<\/a><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>For any changes to the article, kindly email at <a href=\"mailto:code@codeanddebug.in\" target=\"_blank\" rel=\"noreferrer noopener\">code@codeanddebug.in<\/a> or contact us at <a href=\"tel:+91-9712928220\" target=\"_blank\" rel=\"noreferrer noopener\">+91-9712928220<\/a>.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Given a string s, return the minimum number of insertions needed to make s a palindrome. You can insert characters at any positions. Key observation: the minimum insertions required equalslen(s) &#8211; LPS(s)where LPS(s) is the length of the Longest Palindromic Subsequence in s. Since LPS(s) = LCS(s, reverse(s)), this problem reduces to computing the Longest<\/p>\n","protected":false},"author":1,"featured_media":999,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,5],"tags":[42,18],"class_list":{"0":"post-998","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-structures-and-algorithm","8":"category-expert","9":"tag-dynamic-programming-on-strings","10":"tag-hard"},"featured_image_src":"https:\/\/codeanddebug.in\/blog\/wp-content\/uploads\/2025\/08\/minimum-insertion-steps-to-make-a-string-palindrome-featured-image.png","author_info":{"display_name":"codeanddebug","author_link":"https:\/\/codeanddebug.in\/blog\/author\/codeanddebug\/"},"_links":{"self":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/998","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/comments?post=998"}],"version-history":[{"count":2,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/998\/revisions"}],"predecessor-version":[{"id":1007,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/posts\/998\/revisions\/1007"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/media\/999"}],"wp:attachment":[{"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/media?parent=998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/categories?post=998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codeanddebug.in\/blog\/wp-json\/wp\/v2\/tags?post=998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}