{"id":7391,"date":"2021-01-25T19:49:43","date_gmt":"2021-01-25T14:19:43","guid":{"rendered":"http:\/\/www.pythonpool.com\/?p=7391"},"modified":"2021-06-14T15:23:54","modified_gmt":"2021-06-14T09:53:54","slug":"remove-punctuation-python","status":"publish","type":"post","link":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/","title":{"rendered":"How to Remove Punctuation From a String, List, and File in Python"},"content":{"rendered":"\n<p>While doing some Python projects, we need to remove the Punctuation marks to make our code look cleaner. So, keeping this in mind, Python Pool brings you an in-depth article on removing the punctuation marks from a string, list, and file in Python.<\/p>\n\n\n\n<p>The whole article will be divided into three parts.<strong><em> In the first part, we will look at the elimination of punctuation from a string. After that, we will move on to the List, and subsequently, we will see how to remove Punctuation from a file in Python.<\/em><\/strong> Accordingly, without wasting any time, let&#8217;s directly jump into the tutorial.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_74 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #990303;color:#990303\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #990303;color:#990303\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#What_is_a_Punctuation_Mark\" >What is a Punctuation Mark?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Removing_Punctuation_Marks_from_a_String_in_Python\" >Removing Punctuation Marks from a String in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Ways_to_Remove_Punctuation_Marks_from_a_String_in_Python\" >Ways to Remove Punctuation Marks from a String in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Using_a_for_Loop_and_Punctuation_String\" >Using a for Loop and Punctuation String<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Using_the_Regex_to_Remove_Punctuation_from_String_in_Python\" >Using the Regex to Remove Punctuation from String in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#By_using_the_translate_method_to_Remove_Punctuation_From_a_String_in_Python\" >By using the translate()&nbsp;method to Remove Punctuation From a String in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Using_the_join_Method_to_Remove_Punctuation_from_String_in_Python\" >Using the&nbsp;join() Method to Remove Punctuation from String in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#By_Using_Generator_Expression\" >By Using Generator Expression<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Removing_Punctuation_From_a_List_in_Python\" >Removing Punctuation From a List in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#How_to_Remove_Punctuation_From_a_File_in_Python\" >How to Remove Punctuation From a File in Python<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#You_Might_Be_Also_Interested_in_Reading\" >You Might Be Also Interested in Reading:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Application\" >Application<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-what-is-a-punctuation-mark\"><span class=\"ez-toc-section\" id=\"What_is_a_Punctuation_Mark\"><\/span>What is a Punctuation Mark?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>According to Google: Any one of the&nbsp;<strong>marks<\/strong>&nbsp;(such as a period, comma, or question&nbsp;<strong>mark<\/strong>) used to divide a piece of writing into sentences, clauses, etc., are known as Punctuation marks. Broadly speaking, there are <strong>14 Punctuation Marks listed in English Grammar.<\/strong> They are the period (full stop), question mark, exclamation point\/mark, comma, <a href=\"http:\/\/www.pythonpool.com\/python-semicolon\/\" target=\"_blank\" rel=\"noreferrer noopener\">semicolon<\/a>, colon, dash, hyphen, parentheses, brackets, braces, apostrophe, quotation marks, and ellipses. In this article, we will see <em>how to remove these punctuation marks from our program using Python.<\/em><\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-removing-punctuation-marks-from-a-string-in-python\" style=\"color:#a1059e\"><span class=\"ez-toc-section\" id=\"Removing_Punctuation_Marks_from_a_String_in_Python\"><\/span>Removing Punctuation Marks from a String in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Moving to the <strong>first part <\/strong>of our article, we will discuss all possible ways to remove punctuation from a <strong>string <\/strong>in Python. At the same time, digging and researching this particular topic. I got to know about 5 ways to remove punctuation from a string. I will try my best to explain through examples and step by step walkthrough to get a clear cut idea. You will not look into other websites or video tutorials after reading this whole composition.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-ways-to-remove-punctuation-marks-from-a-string-in-python\" style=\"color:#a1059e\"><span class=\"ez-toc-section\" id=\"Ways_to_Remove_Punctuation_Marks_from_a_String_in_Python\"><\/span>Ways to Remove Punctuation Marks from a String in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>5 ways to Remove Punctuation from a string in Python:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Using Loops and Punctuation marks string<\/li><li>Using the Regex<\/li><li>By using the translate()&nbsp;method<\/li><li>Using the&nbsp;join() method&nbsp;<\/li><li>By using Generator Expression<\/li><\/ol>\n\n\n\n<p>Let&#8217;s start our journey with the above five ways to remove punctuation from a String in Python.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-using-a-for-loop-and-punctuation-string\" style=\"color:#0071a1\"><span class=\"ez-toc-section\" id=\"Using_a_for_Loop_and_Punctuation_String\"><\/span>Using a for Loop and Punctuation String<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>This program will remove all punctuations out of a string. We&#8217;ll assess each part of the string<strong> using for loop<\/strong>. From time to time, we might want to split a sentence into a list of phrases. In these situations, we might first wish to wash up the string and eliminate all punctuation marks. Here&#8217;s a good illustration of how it&#8217;s completed.<\/p>\n\n\n\n<p>Let&#8217;s see the working through an example:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\npunctuations = '''!()-&#x5B;]{};:'&quot;\\,&lt;&gt;.\/?@#$%^&amp;*_~'''\n\ninp_str = input(&quot;Enter a string: &quot;)\n\nno_punc = &quot;&quot;\nfor char in inp_str:\n   if char not in punctuations:\n       no_punc = no_punc + char\n\nprint(&quot;Punctuation Free String: &quot;,no_punc)\n<\/pre><\/div>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-output\"><strong>Output:<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>Enter a string: Hi I am Karan from @python.pool\nPunctuation Free String:  Hi I am Karan from pythonpool<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation\">Explanation<\/h3>\n\n\n\n<p>The above method to remove punctuation from a string in python is a simple brute way this task can be carried out. In this, we assess for the punctuations utilizing a raw string that contains punctuations, and we build string after removing those punctuations.<\/p>\n\n\n\n<p>In this program, we first defined a string named <strong>&#8216;punctuations<\/strong>&#8216; consists of all <strong>punctuation marks<\/strong>. After that, we have taken the input from the user and stored it in <strong>&#8216;inp_str&#8217;.<\/strong> Then we iterate over the provided string using a for loop.<br>We check if the character is a punctuation mark or not using the membership evaluation in every iteration. We have an <strong>empty string<\/strong> to which we include (concatenate) the character if it&#8217;s no punctuation. <strong>Ultimately, we exhibit the cleaned-up string.<\/strong><\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-using-the-regex-to-remove-punctuation-from-string-in-python\" style=\"color:#0071a1\"><span class=\"ez-toc-section\" id=\"Using_the_Regex_to_Remove_Punctuation_from_String_in_Python\"><\/span>Using the Regex to Remove Punctuation from String in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Python gives us the regex library to manage all sorts of <strong>regular expressions<\/strong> and also control and manipulate the same. If you don&#8217;t know what a regular expression is let me tell you: A regular expression is a sequence of characters which specify a search pattern. Normally, these patterns are utilized by string-searching algorithms for &#8220;find&#8221; or&#8221; find and replace&#8221; operations on strings, or for input signal. It&#8217;s a strategy developed in theoretical computer science and formal language theory.<\/p>\n\n\n\n<p class=\"has-white-color has-vivid-green-cyan-background-color has-text-color has-background\" style=\"font-size:18px\">Note: We need to import <strong>re library <\/strong>to work with regular expression.<\/p>\n\n\n\n<p>Regex in python comes with <strong>sub-string<\/strong> function and we will use that function. To remove punctuation from string in python. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-syntax-of-re-sub\">Syntax of re.sub<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>re.sub(pattern, replacement, original_string)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\"><li>pattern: The punctuation marks(pattern) we want to replace.<\/li><li>replacement: Pattern replacement string (mostly empty string).<\/li><li>original_string: The original string from which we need to remove punctuations(pattern).<\/li><\/ul>\n\n\n\n<p>Let&#8217;s see the working through an example:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-example-to-remove-punctuation-from-a-string-in-python-using-regex\">Example to Remove Punctuation from a String in Python Using Regex<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nimport re\n\nmy_string = &quot;Python P$#@!*oo()&amp;l,. is ##th$e$ Bes.t pl*ace to Le@arn P)(*y&amp;tho.n&quot;\n\nop_string = re.sub(r'&#x5B;^\\w\\s]','',my_string)\n\nprint('String with Punctuation: ', my_string)\nprint('String without Punctuation: ', op_string)\n<\/pre><\/div>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-output-1\"><strong>Output:<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>String with Punctuation:  Python P$#@!*oo()&amp;l,. is ##th$e$ Bes.t pl*ace to Le@arn P)(*y&amp;tho.n\nString without Punctuation:  Python Pool is the Best place to Learn Python<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-1\">Explanation<\/h3>\n\n\n\n<p>In the above example, we need to import the regex library because we are using a function that is available in the regex library. Then we have our input string with punctuations in it. And we have stored it in the variable my_string. Subsequently, with the function re.sub we have, we have removed all the punctuations. Here in the parameters of &#8216;re.sub&#8217; you might be wondering what r'[^\\w\\s] is. So, basically, <strong>r'[^\\w\\s]<\/strong> is a pattern to select characters and numbers.<\/p>\n\n\n\n<p>I prefer using Regular Expressions though as they easy to maintain and also easier to understand (if someone else is reading your code).<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-by-using-the-translate-method-to-remove-punctuation-from-a-string-in-python\" style=\"color:#0071a1\"><span class=\"ez-toc-section\" id=\"By_using_the_translate_method_to_Remove_Punctuation_From_a_String_in_Python\"><\/span>By using the translate()&nbsp;method to Remove Punctuation From a String in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The string translate method is the <strong>fastest way to remove punctuation<\/strong> from a string in python. The translate() function is available in the built-in string library. So, we need to import string module to use <strong>translate <\/strong>function.<\/p>\n\n\n\n<p>If you don&#8217;t know what translate function do is let me explain it to you. <strong>The&nbsp;<code>translate()<\/code>&nbsp;method returns a string where some particular characters are replaced with the character outlined in a dictionary, or in a mapping table.<\/strong><\/p>\n\n\n\n<p>Let&#8217;s see the working through an example:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-example-to-remove-punctuation-from-a-string-in-python-using-translate-function\">Example To Remove Punctuation From A String In Python Using Translate Function<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nimport string\n\nmy_string = &quot;H*!i I a&amp;m K@ar$an F)(&amp;rom Python P$#@!*oo()&amp;l,&quot;\n\nop_string = my_string.translate(str.maketrans('', '', string.punctuation))\n\nprint('String with Punctuation: ', my_string)\nprint('String without Punctuation: ', op_string)\n<\/pre><\/div>\n\n\n<p><strong>Output:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>String with Punctuation:  H*!i I a&amp;m K@ar$an F)(&amp;rom Python P$#@!*oo()&amp;l,\nString without Punctuation:  Hi I am Karan From Python Pool<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-2\"><strong>Explanation<\/strong><\/h3>\n\n\n\n<p>In the above example firstly we need to import the string library. As the translate method is a part of the string module in python. After that, we have initialized our string which consists of a lot of punctuation marks. We can remove all punctuation from these values using the <strong>translate()<\/strong>&nbsp;method in the next step. How this method work is it makes a copy of a string with a specific set of values substituted. <\/p>\n\n\n\n<p>To make this work, we\u2019re going to use the<strong> string.punctuation<\/strong> as a parameter in the translate method. This method, which is part of the \u201cstring\u201d library, gives us a list of all punctuation marks.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-using-the-join-method-to-remove-punctuation-from-string-in-python\" style=\"color:#0071a1\"><span class=\"ez-toc-section\" id=\"Using_the_join_Method_to_Remove_Punctuation_from_String_in_Python\"><\/span>Using the&nbsp;join() Method to Remove Punctuation from String in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>We can also use the <code>join()<\/code> method to remove punctuation from the string. If you don&#8217;t know about the join method let me briefly explain it to you. The <code>join()<\/code> method gives a flexible approach to make strings out of iterable objects. It joins each component of an iterable (for example, list, string, and tuple) with a string separator (the string on the join() method is called) and returns the concatenated string.<\/p>\n\n\n\n<p><strong>The syntax of the&nbsp;<code>join()<\/code>&nbsp;method is:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>string.join(iterable)<\/code><\/pre>\n\n\n\n<p>The&nbsp;<code>join()<\/code>&nbsp;method takes an iterable&nbsp;as the parameter.<br>Let&#8217;s see through an example how we can remove punctuation from a string in python using the <strong><code>join()<\/code><\/strong> method.<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nimport string\n\nst = &quot;This , is a sam^ple string f#^ro@m P#@ytho&amp;n P#o#o*~l&quot;\n\nexclude = set(string.punctuation)\nst = ''.join(ch for ch in st if ch not in exclude)\nprint(st)\n<\/pre><\/div>\n\n\n<p><strong>Output:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>This  is a sample string from Python Pool<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-3\">Explanation:<\/h3>\n\n\n\n<p>In the given example, we first start importing the string module. This module provides multiple sets of characters as per your need. In our case, we required all the punctuation characters and created a set of those punctuation marks. Next, we used the join method to combine all the characters by eliminating the punctuation marks in one line.<\/p>\n\n\n\n<p>The join function can be used as a one-liner initializer for lists and strings. In this case, we used it for the sample string.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-by-using-generator-expression\" style=\"color:#0071a1\"><span class=\"ez-toc-section\" id=\"By_Using_Generator_Expression\"><\/span>By Using Generator Expression<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>The last but not the least method to remove punctuation from a string in Python is by using the generator. &nbsp;Generators are a simple way of creating iterators. &nbsp;It returns an object (iterator) which we can iterate over (one value at a time).<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\ndef remove_punc_generator(string):\n    punc = '''!()-&#x5B;]{};:'&quot;\\,&lt;&gt;.\/?@#$%^&amp;*_~'''\n    for ele in string:  \n        if ele in punc:  \n            string = string.replace(ele, &quot;&quot;) \n    yield string\n\n\nsample = &quot;This is, a list! For% #Pythonpool&quot;\n\nsample = remove_punc_generator(sample)\n\nprint(next(sample))\n<\/pre><\/div>\n\n\n<p><strong>Output:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>This is a list For Pythonpool<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-4\">Explanation:<\/h3>\n\n\n\n<p>There are multiple ways of creating a generator. Two of them are by using yield statements and () comprehension. In the given example, we&#8217;ve used the yield to create a generator object for our string.<\/p>\n\n\n\n<p>Firstly, we start by creating a function that accepts a string and then yields the string in the final statement. The yield statement allows the function to return a generator object, further using the next() function. In our code&#8217;s last statement, we&#8217;ve used the next(sample) to get the item from the generator object.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" style=\"color:#f29147\"><span class=\"ez-toc-section\" id=\"Removing_Punctuation_From_a_List_in_Python\"><\/span>Removing Punctuation From a List in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>We have talked about a lot of methods to remove punctuation from a string in Python. But the string is not the only thing in python. We have Lists too. The list is one of the most popular built-in data types. So, it&#8217;s become mandatory for us to talk about such a popular datatype and how to remove punctuation from the Lists in Python.<\/p>\n\n\n\n<p><strong>If you guys don&#8217;t know what a list is let me briefly explain it to you:<\/strong> The list is a most flexible datatype available in Python. List can be written as a list of comma-separated values (items) between square brackets. Important thing about a list is that items in a list need not be of the same type.<\/p>\n\n\n\n<p>Without wasting any time let&#8217;s directly jump to example:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-example-to-remove-punctuation-from-a-list-in-python\">Example to Remove Punctuation From a List in Python<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nlis = &#x5B;&quot;Th@!is&quot;, &quot;i#s&quot; , &quot;*&amp;a&quot;, &quot;list!&quot;, &quot;For%&quot;, &quot;#Pyt#$hon.?^pool&quot;]\n\ndef remove_punc(string):\n    punc = '''!()-&#x5B;]{};:'&quot;\\, &lt;&gt;.\/?@#$%^&amp;*_~'''\n    for ele in string:  \n        if ele in punc:  \n            string = string.replace(ele, &quot;&quot;) \n    return string\n\nlis = &#x5B;remove_punc(i) for i in lis]\nprint(lis) # cleaned list\n<\/pre><\/div>\n\n\n<p><strong>Output:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;'This', 'is', 'a', 'list', 'For', 'Pythonpool']<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-5\">Explanation:<\/h3>\n\n\n\n<p>Lists are one of the most used <a href=\"http:\/\/www.pythonpool.com\/python-data-types\/\" target=\"_blank\" rel=\"noreferrer noopener\">data types in python<\/a>. There are multiple ways for iterating through the <a href=\"https:\/\/en.wikipedia.org\/wiki\/List_(abstract_data_type)\" target=\"_blank\" rel=\"noreferrer noopener\">list<\/a>. In the above example, we&#8217;ll use list comprehension to loop through all the elements of the list.<\/p>\n\n\n\n<p>Firstly, we start by creating a customized function that accepts a string as a parameter and removes all the string&#8217;s punctuations. The removal process is done by replacing all the punctuation marks with an empty character in the string. Then we create a sample list consisting of multiple strings and use the list comprehension method to apply remove_punc() on each of the list elements. Then finally, to check the list, print() is used.<\/p>\n\n\n\n<h2 class=\"has-text-color wp-block-heading\" id=\"h-how-to-remove-punctuation-from-a-file-in-python\" style=\"color:#a1059e\"><span class=\"ez-toc-section\" id=\"How_to_Remove_Punctuation_From_a_File_in_Python\"><\/span>How to Remove Punctuation From a File in Python<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>While doing some projects and some mathematical tasks it becomes necessary to have a clean and clear text file to work with. Which has no punctuation marks in it. So, that we can perform mathematical calculations easily.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"380\" height=\"345\" src=\"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/before.png\" alt=\"Remove Punctuation From a File in Python\" class=\"wp-image-7526\" srcset=\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/before.png 380w, https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/before-300x272.png 300w\" sizes=\"(max-width: 380px) 100vw, 380px\" \/><figcaption>Original Text File with Punctuation<\/figcaption><\/figure><\/div>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nfilename = input(&quot;Enter filename: &quot;)\n\n\ndef remove_punc(string):\n    punc = '''!()-&#x5B;]{};:'&quot;\\, &lt;&gt;.\/?@#$%^&amp;*_~'''\n    for ele in string:  \n        if ele in punc:  \n            string = string.replace(ele, &quot;&quot;) \n    return string\n\n\ntry:\n    with open(filename,'r',encoding=&quot;utf-8&quot;) as f:\n        data = f.read()\n    with open(filename,&quot;w+&quot;,encoding=&quot;utf-8&quot;) as f:\n        f.write(remove_punc(data))\n    print(&quot;Removed punctuations from the file&quot;, filename)\nexcept FileNotFoundError:\n    print(&quot;File not found&quot;)\n<\/pre><\/div>\n\n\n<p><strong>Output:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"382\" height=\"349\" src=\"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/after.png\" alt=\"Remove Punctuation From a File in Python output\" class=\"wp-image-7527\" srcset=\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/after.png 382w, https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/after-300x274.png 300w\" sizes=\"(max-width: 382px) 100vw, 382px\" \/><figcaption>Clean text file after removing punctuation using Python<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-explanation-6\">Explanation:<\/h3>\n\n\n\n<p>Reading and Writing files is an integral part of python codes, and every coder must know how to do it. To do the same, we&#8217;ve used the open() method to read and write files.<\/p>\n\n\n\n<p>Firstly, we declare a user input variable that asks the user to enter a filename. Next, we created a customized function to remove all the string punctuation characters. Then we read the file using an open() statement. To avoid the File Not Found error, we&#8217;ve used the try-catch method to inform the end-user that the filename is invalid. Then, we use remove_punc() to remove all the punctuation characters and rewrite the file using the open() method.<\/p>\n\n\n\n<h2 class=\"has-luminous-vivid-orange-color has-text-color wp-block-heading\" id=\"h-you-might-be-also-interested-in-reading\"><span class=\"ez-toc-section\" id=\"You_Might_Be_Also_Interested_in_Reading\"><\/span>You Might Be Also Interested in Reading:<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"http:\/\/www.pythonpool.com\/remove-character-from-string-python\/\" rel=\"noreferrer noopener\" target=\"_blank\">How to Remove Character From String Python<\/a><\/li><li><a href=\"http:\/\/www.pythonpool.com\/python-remove-duplicates-from-list\/\" rel=\"noreferrer noopener\" target=\"_blank\">Python Remove Duplicates From List With Examples<\/a><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-application\"><span class=\"ez-toc-section\" id=\"Application\"><\/span>Application<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>&nbsp;This can have application in <a href=\"http:\/\/www.pythonpool.com\/data-science-internship\/\" >data preprocessing in Data Science<\/a> domain and also in day-day programming.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>To summarize, in this post, you have learned various methods to remove punctuation marks from a string, list, and file in Python.<\/p>\n\n\n\n<p>However, if you have any doubts or questions, do let me know in the comment section below. I will try to help you as soon as possible.<\/p>\n\n\n\n<p><strong><em>Happy Pythoning!<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>While doing some Python projects, we need to remove the Punctuation marks to make our code look cleaner. So, keeping this in mind, Python Pool &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"How to Remove Punctuation From a String, List, and File in Python\" class=\"read-more button\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#more-7391\" aria-label=\"More on How to Remove Punctuation From a String, List, and File in Python\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":8254,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[296,15],"tags":[3433,3439,3441,3430,3434,3440,3442,3429,3438,3435,3432,3431,3437,3427,3428,3436],"class_list":["post-7391","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-how-to","category-tutorials","tag-how-to-remove-all-punctuation-from-a-string-in-python","tag-how-to-remove-punctuation-from-a-string-python","tag-how-to-remove-punctuation-in-python","tag-python-3-remove-punctuation-from-string","tag-python-remove-all-punctuation","tag-python-remove-punctuation","tag-python-remove-punctuation-from-list","tag-python-remove-punctuation-from-string","tag-python-remove-punctuation-from-text-file","tag-python-string-remove-punctuation","tag-regex-remove-punctuation-python","tag-remove-all-punctuation-from-string-python","tag-remove-all-punctuation-python","tag-remove-punctuation-from-string-python","tag-remove-punctuation-python","tag-remove-punctuation-python-3","infinite-scroll-item"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v25.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Remove Punctuation From a String, List, and File in Python<\/title>\n<meta name=\"description\" content=\"Python Pool brings you an in-depth article on how to remove punctuation marks from a string, list, and file in Python with various examples.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Remove Punctuation From a String, List, and File in Python\" \/>\n<meta property=\"og:description\" content=\"While doing some Python projects, we need to remove the Punctuation marks to make our code look cleaner. So, keeping this in mind, Python Pool brings you\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Python Pool\" \/>\n<meta property=\"article:published_time\" content=\"2021-01-25T14:19:43+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-06-14T09:53:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1350\" \/>\n\t<meta property=\"og:image:height\" content=\"650\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Python Pool\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@pythonpool\" \/>\n<meta name=\"twitter:site\" content=\"@pythonpool\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Python Pool\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\"},\"author\":{\"name\":\"Python Pool\",\"@id\":\"https:\/\/www.pythonpool.com\/#\/schema\/person\/f87448ee54c0ffd2889fbf2408c18998\"},\"headline\":\"How to Remove Punctuation From a String, List, and File in Python\",\"datePublished\":\"2021-01-25T14:19:43+00:00\",\"dateModified\":\"2021-06-14T09:53:54+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\"},\"wordCount\":1929,\"commentCount\":1,\"publisher\":{\"@id\":\"https:\/\/www.pythonpool.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png\",\"keywords\":[\"how to remove all punctuation from a string in python\",\"how to remove punctuation from a string python\",\"how to remove punctuation in python\",\"python 3 remove punctuation from string\",\"python remove all punctuation\",\"python remove punctuation\",\"python remove punctuation from list\",\"python remove punctuation from string\",\"python remove punctuation from text file\",\"python string remove punctuation\",\"regex remove punctuation python\",\"remove all punctuation from string python\",\"remove all punctuation python\",\"remove punctuation from string python\",\"remove punctuation python\",\"remove punctuation python 3\"],\"articleSection\":[\"How to\",\"Tutorials\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\",\"url\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\",\"name\":\"How to Remove Punctuation From a String, List, and File in Python\",\"isPartOf\":{\"@id\":\"https:\/\/www.pythonpool.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png\",\"datePublished\":\"2021-01-25T14:19:43+00:00\",\"dateModified\":\"2021-06-14T09:53:54+00:00\",\"description\":\"Python Pool brings you an in-depth article on how to remove punctuation marks from a string, list, and file in Python with various examples.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage\",\"url\":\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png\",\"contentUrl\":\"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png\",\"width\":1350,\"height\":650,\"caption\":\"remove punctuation python\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pythonpool.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Remove Punctuation From a String, List, and File in Python\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.pythonpool.com\/#website\",\"url\":\"https:\/\/www.pythonpool.com\/\",\"name\":\"Python Pool\",\"description\":\"Your One-Stop Python Learning Destination\",\"publisher\":{\"@id\":\"https:\/\/www.pythonpool.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.pythonpool.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.pythonpool.com\/#organization\",\"name\":\"Python Pool\",\"url\":\"https:\/\/www.pythonpool.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pythonpool.com\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2020\/08\/aa.png\",\"contentUrl\":\"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2020\/08\/aa.png\",\"width\":452,\"height\":185,\"caption\":\"Python Pool\"},\"image\":{\"@id\":\"https:\/\/www.pythonpool.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/pythonpool\",\"https:\/\/www.youtube.com\/c\/pythonpool\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.pythonpool.com\/#\/schema\/person\/f87448ee54c0ffd2889fbf2408c18998\",\"name\":\"Python Pool\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pythonpool.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/fdd3cb9ad7f560324dfd481989550aa8ffce84388fd253c42beca35c999d3108?s=96&d=wavatar&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/fdd3cb9ad7f560324dfd481989550aa8ffce84388fd253c42beca35c999d3108?s=96&d=wavatar&r=g\",\"caption\":\"Python Pool\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"How to Remove Punctuation From a String, List, and File in Python","description":"Python Pool brings you an in-depth article on how to remove punctuation marks from a string, list, and file in Python with various examples.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/","og_locale":"en_US","og_type":"article","og_title":"How to Remove Punctuation From a String, List, and File in Python","og_description":"While doing some Python projects, we need to remove the Punctuation marks to make our code look cleaner. So, keeping this in mind, Python Pool brings you","og_url":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/","og_site_name":"Python Pool","article_published_time":"2021-01-25T14:19:43+00:00","article_modified_time":"2021-06-14T09:53:54+00:00","og_image":[{"width":1350,"height":650,"url":"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png","type":"image\/png"}],"author":"Python Pool","twitter_card":"summary_large_image","twitter_creator":"@pythonpool","twitter_site":"@pythonpool","twitter_misc":{"Written by":"Python Pool","Est. reading time":"12 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#article","isPartOf":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/"},"author":{"name":"Python Pool","@id":"https:\/\/www.pythonpool.com\/#\/schema\/person\/f87448ee54c0ffd2889fbf2408c18998"},"headline":"How to Remove Punctuation From a String, List, and File in Python","datePublished":"2021-01-25T14:19:43+00:00","dateModified":"2021-06-14T09:53:54+00:00","mainEntityOfPage":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/"},"wordCount":1929,"commentCount":1,"publisher":{"@id":"https:\/\/www.pythonpool.com\/#organization"},"image":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png","keywords":["how to remove all punctuation from a string in python","how to remove punctuation from a string python","how to remove punctuation in python","python 3 remove punctuation from string","python remove all punctuation","python remove punctuation","python remove punctuation from list","python remove punctuation from string","python remove punctuation from text file","python string remove punctuation","regex remove punctuation python","remove all punctuation from string python","remove all punctuation python","remove punctuation from string python","remove punctuation python","remove punctuation python 3"],"articleSection":["How to","Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.pythonpool.com\/remove-punctuation-python\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/","url":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/","name":"How to Remove Punctuation From a String, List, and File in Python","isPartOf":{"@id":"https:\/\/www.pythonpool.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage"},"image":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage"},"thumbnailUrl":"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png","datePublished":"2021-01-25T14:19:43+00:00","dateModified":"2021-06-14T09:53:54+00:00","description":"Python Pool brings you an in-depth article on how to remove punctuation marks from a string, list, and file in Python with various examples.","breadcrumb":{"@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pythonpool.com\/remove-punctuation-python\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#primaryimage","url":"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png","contentUrl":"https:\/\/www.pythonpool.com\/wp-content\/uploads\/2021\/01\/Theatre-Actor-Portfolio-Website-42.png","width":1350,"height":650,"caption":"remove punctuation python"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pythonpool.com\/remove-punctuation-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pythonpool.com\/"},{"@type":"ListItem","position":2,"name":"How to Remove Punctuation From a String, List, and File in Python"}]},{"@type":"WebSite","@id":"https:\/\/www.pythonpool.com\/#website","url":"https:\/\/www.pythonpool.com\/","name":"Python Pool","description":"Your One-Stop Python Learning Destination","publisher":{"@id":"https:\/\/www.pythonpool.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pythonpool.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.pythonpool.com\/#organization","name":"Python Pool","url":"https:\/\/www.pythonpool.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pythonpool.com\/#\/schema\/logo\/image\/","url":"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2020\/08\/aa.png","contentUrl":"http:\/\/www.pythonpool.com\/wp-content\/uploads\/2020\/08\/aa.png","width":452,"height":185,"caption":"Python Pool"},"image":{"@id":"https:\/\/www.pythonpool.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/pythonpool","https:\/\/www.youtube.com\/c\/pythonpool"]},{"@type":"Person","@id":"https:\/\/www.pythonpool.com\/#\/schema\/person\/f87448ee54c0ffd2889fbf2408c18998","name":"Python Pool","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pythonpool.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/fdd3cb9ad7f560324dfd481989550aa8ffce84388fd253c42beca35c999d3108?s=96&d=wavatar&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/fdd3cb9ad7f560324dfd481989550aa8ffce84388fd253c42beca35c999d3108?s=96&d=wavatar&r=g","caption":"Python Pool"}}]}},"_links":{"self":[{"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/posts\/7391","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/comments?post=7391"}],"version-history":[{"count":40,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/posts\/7391\/revisions"}],"predecessor-version":[{"id":13566,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/posts\/7391\/revisions\/13566"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/media\/8254"}],"wp:attachment":[{"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/media?parent=7391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/categories?post=7391"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pythonpool.com\/wp-json\/wp\/v2\/tags?post=7391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}