{"id":354,"date":"2022-08-09T00:00:00","date_gmt":"2022-08-09T00:00:00","guid":{"rendered":"https:\/\/tac.debuzzify.com\/?p=354"},"modified":"2023-06-20T02:43:57","modified_gmt":"2023-06-20T02:43:57","slug":"regex-library-for-python-projects","status":"publish","type":"post","link":"https:\/\/www.the-analytics.club\/regex-library-for-python-projects\/","title":{"rendered":"How To Write More Elegant Regex Patterns In\u00a0Python?"},"content":{"rendered":"\n<p>Regex is, without a doubt, the most helpful text-processing tool ever invented. It helps us find patterns rather than exact words or phrases in a text. And regex engines are noticeably faster too.<\/p>\n\n\n\n<p>Yet, the difficult part is to define a pattern. Experienced programmers may define it on the go. But most developers will have to spend time googling and reading through documentation.<\/p>\n\n\n\n<p>Regardless of experience, everyone finds reading a pattern others defined difficult.<\/p>\n\n\n\n<p>This is the problem PRegEx solves.<\/p>\n\n\n\n\n\n<p>PRegEx is a Python library that makes regex patterns more elegant and readable. It\u2019s now one of my favorite libraries for <a href=\"\/python-project-structure-best-practices\">cleaner Python code.\u00a0<\/a><\/p>\n\n\n\n<p>You can install it from the <a href=\"https:\/\/pypi.org\/project\/pregex\/\" target=\"_blank\" rel=\"noopener\">PyPI repository<\/a>.<\/p>\n\n\n\n<p><script><br \/>\n            \/* This is ugly, but to ensure we only create this function once, and only call<br \/>\n            each JS library once, we need to check here in case there are multiple Wagtail<br \/>\n            blocks on this page. This will ensure we only load the minimum payload. *\/<br \/>\n            if(typeof loadPrismLanguage != 'function') {<br \/>\n                window.loadPrismLanguage = function(language) {<br \/>\n                    var libraries = [<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs\",<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/prism.min.js\"<br \/>\n                        },<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs-\" + language,<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/components\/prism-\" + language + \".min.js\"<br \/>\n                        },<br \/>\n        {<br \/>\n            \"id\": \"code-block-line-numbers\",<br \/>\n            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/plugins\/line-numbers\/prism-line-numbers.min.js\"<br \/>\n        }<\/p>\n<p>                    ];<\/p>\n<p>                    for(const library of libraries) {<br \/>\n                        if(document.getElementById(library[\"id\"]) == null) {<br \/>\n                            var s = document.createElement(\"script\");<br \/>\n                            s.id = library[\"id\"];<br \/>\n                            s.type = \"text\/javascript\";<br \/>\n                            s.src = library[\"url\"];<br \/>\n                            s.async = false;<br \/>\n                            document.body.appendChild(s);<br \/>\n                        }<br \/>\n                    }<br \/>\n                };<br \/>\n            }<\/p>\n<p>            loadPrismLanguage('bash');<\/p>\n<p>            language_class_name = 'language-bash';<br \/>\n            <\/script><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install pregex\n# Poetry users can install\n# poetry add regex<\/code><\/pre>\n\n\n\n<p><script><br \/>\n                var block_num = (typeof block_num === 'undefined') ? 0 : block_num;<br \/>\n                block_num++;<br \/>\n                document.getElementById('target-element-current').className = language_class_name;<br \/>\n                document.getElementById('target-element-current').id = 'target-element-' + block_num;<br \/>\n            <\/script><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Start writing more readable&nbsp;Regex.<\/h2>\n\n\n\n<p>Here\u2019s an example of grasping how cool PRegEx is.<\/p>\n\n\n\n<p>It\u2019s very common to need to extract (US) zip codes from addresses. It\u2019s not difficult if the addresses are standardized. Otherwise, we need to use some clever techniques to extract them.&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/ZIP_Code\" target=\"_blank\" rel=\"noopener\">United States zip codes<\/a> are usually five-digit numbers. Also, some zipcodes may have an extension of four digits separated by a hyphen.&nbsp;<\/p>\n\n\n\n<p>For instance, 88310 is a postal code in New Mexico. Some prefer to use also the geographic segment with an extension like 88310\u20137241.<\/p>\n\n\n\n<p>Here\u2019s the common approach (using the <a href=\"https:\/\/docs.python.org\/3\/library\/re.html\" target=\"_blank\" rel=\"noopener\">re module<\/a>) to find patterns of this kind.&nbsp;<\/p>\n\n\n\n<p><script><br \/>\n            \/* This is ugly, but to ensure we only create this function once, and only call<br \/>\n            each JS library once, we need to check here in case there are multiple Wagtail<br \/>\n            blocks on this page. This will ensure we only load the minimum payload. *\/<br \/>\n            if(typeof loadPrismLanguage != 'function') {<br \/>\n                window.loadPrismLanguage = function(language) {<br \/>\n                    var libraries = [<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs\",<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/prism.min.js\"<br \/>\n                        },<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs-\" + language,<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/components\/prism-\" + language + \".min.js\"<br \/>\n                        },<br \/>\n        {<br \/>\n            \"id\": \"code-block-line-numbers\",<br \/>\n            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/plugins\/line-numbers\/prism-line-numbers.min.js\"<br \/>\n        }<\/p>\n<p>                    ];<\/p>\n<p>                    for(const library of libraries) {<br \/>\n                        if(document.getElementById(library[\"id\"]) == null) {<br \/>\n                            var s = document.createElement(\"script\");<br \/>\n                            s.id = library[\"id\"];<br \/>\n                            s.type = \"text\/javascript\";<br \/>\n                            s.src = library[\"url\"];<br \/>\n                            s.async = false;<br \/>\n                            document.body.appendChild(s);<br \/>\n                        }<br \/>\n                    }<br \/>\n                };<br \/>\n            }<\/p>\n<p>            loadPrismLanguage('python');<\/p>\n<p>            language_class_name = 'language-python';<br \/>\n            <\/script><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import re\n\npattern = r\"\\d{5}(-\\d{4})?\"\n\naddress = \"730 S White Sands Blvd, Alamogordo, NM 88310, United States\"\n\nzip_code = re.search(pattern, address).group()\n\nprint(zip_code)\n\n# 88310<\/code><\/pre>\n\n\n\n<p><script><br \/>\n                var block_num = (typeof block_num === 'undefined') ? 0 : block_num;<br \/>\n                block_num++;<br \/>\n                document.getElementById('target-element-current').className = language_class_name;<br \/>\n                document.getElementById('target-element-current').id = 'target-element-' + block_num;<br \/>\n            <\/script><\/p>\n\n\n\n<p>The steps may seem straightforward. However, if you\u2019re to explain how you defined the pattern to a novice programmer, you\u2019ll have to do an hour-long lecture.&nbsp;<\/p>\n\n\n\n<p>I\u2019m not going to explain it, either. Because we have PRegEx. Here\u2019s the PRegEx version of it.\u00a0<\/p>\n\n\n\n<p><script><br \/>\n            \/* This is ugly, but to ensure we only create this function once, and only call<br \/>\n            each JS library once, we need to check here in case there are multiple Wagtail<br \/>\n            blocks on this page. This will ensure we only load the minimum payload. *\/<br \/>\n            if(typeof loadPrismLanguage != 'function') {<br \/>\n                window.loadPrismLanguage = function(language) {<br \/>\n                    var libraries = [<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs\",<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/prism.min.js\"<br \/>\n                        },<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs-\" + language,<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/components\/prism-\" + language + \".min.js\"<br \/>\n                        },<br \/>\n        {<br \/>\n            \"id\": \"code-block-line-numbers\",<br \/>\n            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/plugins\/line-numbers\/prism-line-numbers.min.js\"<br \/>\n        }<\/p>\n<p>                    ];<\/p>\n<p>                    for(const library of libraries) {<br \/>\n                        if(document.getElementById(library[\"id\"]) == null) {<br \/>\n                            var s = document.createElement(\"script\");<br \/>\n                            s.id = library[\"id\"];<br \/>\n                            s.type = \"text\/javascript\";<br \/>\n                            s.src = library[\"url\"];<br \/>\n                            s.async = false;<br \/>\n                            document.body.appendChild(s);<br \/>\n                        }<br \/>\n                    }<br \/>\n                };<br \/>\n            }<\/p>\n<p>            loadPrismLanguage('python');<\/p>\n<p>            language_class_name = 'language-python';<br \/>\n            <\/script><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pregex.classes import AnyDigit\nfrom pregex.quantifiers import Exactly, Optional\n\npattern = Exactly(AnyDigit(), 5) + Optional(\"-\" + Exactly(AnyDigit(), 4))\n\naddress1 = \"730 S White Sands Blvd, Alamogordo, NM 88310, United States\"\naddress2 = \"730 S White Sands Blvd, Alamogordo, NM 88310-7421, United States\"\n\npattern.get_matches(address1)\n# &#91;'88310']\n\npattern.get_matches(address2)\n# &#91;'88310-7421']<\/code><\/pre>\n\n\n\n<p><script><br \/>\n                var block_num = (typeof block_num === 'undefined') ? 0 : block_num;<br \/>\n                block_num++;<br \/>\n                document.getElementById('target-element-current').className = language_class_name;<br \/>\n                document.getElementById('target-element-current').id = 'target-element-' + block_num;<br \/>\n            <\/script><\/p>\n\n\n\n<p>As you can see, this code is both simple to define and understand.&nbsp;<\/p>\n\n\n\n<p>The pattern has two segments. The second one is an optional one. The first segment should have exactly 5 digits. The second segment, if available, should have a hyphen and four numbers.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Understand the submodules to create more interesting regex patterns.<\/h2>\n\n\n\n<p>Here we used a couple of submodules of the PRegEx library\u200a\u2014\u200aclasses and quantifiers. The class submodule determines what to match, and the quantifier submodule help specify how many repetitions to perform.\u00a0<\/p>\n\n\n\n<p>You could use other classes such as AnyButDigit to match non-numeric values or AnyLowercaseLetter with lowercase strings. You could also use different types of quantifiers such as OneOrMore, AtLeast, AtMost, or Indefinite to create more complex regex patterns.\u00a0<\/p>\n\n\n\n<p>Here\u2019s another example with more interesting matches. We need to find out email addresses in a text. That\u2019s simple. But we\u2019re also interested in capturing the domains of email addresses in addition to matching the pattern.&nbsp;<\/p>\n\n\n\n<p><script><br \/>\n            \/* This is ugly, but to ensure we only create this function once, and only call<br \/>\n            each JS library once, we need to check here in case there are multiple Wagtail<br \/>\n            blocks on this page. This will ensure we only load the minimum payload. *\/<br \/>\n            if(typeof loadPrismLanguage != 'function') {<br \/>\n                window.loadPrismLanguage = function(language) {<br \/>\n                    var libraries = [<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs\",<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/prism.min.js\"<br \/>\n                        },<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs-\" + language,<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/components\/prism-\" + language + \".min.js\"<br \/>\n                        },<br \/>\n        {<br \/>\n            \"id\": \"code-block-line-numbers\",<br \/>\n            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/plugins\/line-numbers\/prism-line-numbers.min.js\"<br \/>\n        }<\/p>\n<p>                    ];<\/p>\n<p>                    for(const library of libraries) {<br \/>\n                        if(document.getElementById(library[\"id\"]) == null) {<br \/>\n                            var s = document.createElement(\"script\");<br \/>\n                            s.id = library[\"id\"];<br \/>\n                            s.type = \"text\/javascript\";<br \/>\n                            s.src = library[\"url\"];<br \/>\n                            s.async = false;<br \/>\n                            document.body.appendChild(s);<br \/>\n                        }<br \/>\n                    }<br \/>\n                };<br \/>\n            }<\/p>\n<p>            loadPrismLanguage('python');<\/p>\n<p>            language_class_name = 'language-python';<br \/>\n            <\/script><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pregex.classes import AnyButWhitespace\nfrom pregex.groups import Capture\nfrom pregex.quantifiers import OneOrMore, AtLeastAtMost\n\n\npattern = (\n    OneOrMore(AnyButWhitespace())\n    + \"@\"\n    + Capture(\n        OneOrMore(AnyButWhitespace()) + \".\" + AtLeastAtMost(AnyButWhitespace(), 2, 3)\n    )\n)\n\ntext = \"\"\"My names is Alice. I live in Wonderland. You can mail me: alice@wonderland.com. \nIn case if I couldn't reply, please main my friend the White Rabbit: whiterabbit@wonderland.com.\nBut for more serious issues, you should main Tony Stark at tony@stark.org.\n\"\"\"\n\n# Get everything you captured. \npattern.get_captures(text)\n# &#91;('wonderland.com',), ('wonderland.com',), ('stark.org',)]\n\n# Get all your matches. \npattern.get_matches(text)\n# &#91;'alice@wonderland.com', 'whiterabbit@wonderland.com', 'tony@stark.org']<\/code><\/pre>\n\n\n\n<p><script><br \/>\n                var block_num = (typeof block_num === 'undefined') ? 0 : block_num;<br \/>\n                block_num++;<br \/>\n                document.getElementById('target-element-current').className = language_class_name;<br \/>\n                document.getElementById('target-element-current').id = 'target-element-' + block_num;<br \/>\n            <\/script><\/p>\n\n\n\n<p>In the above example, we\u2019ve used the Capture class from the group&#8217;s submodule. It allows us to collect segments within a match so that you don\u2019t have to do any post-processing to extract them.&nbsp;<\/p>\n\n\n\n<p>Another submodule you\u2019d often need is the operator module. It helps you concatenate patterns together or select either of a set of options.&nbsp;<\/p>\n\n\n\n<p>Here\u2019s a slightly modified version of the same example above.&nbsp;<\/p>\n\n\n\n<p><script><br \/>\n            \/* This is ugly, but to ensure we only create this function once, and only call<br \/>\n            each JS library once, we need to check here in case there are multiple Wagtail<br \/>\n            blocks on this page. This will ensure we only load the minimum payload. *\/<br \/>\n            if(typeof loadPrismLanguage != 'function') {<br \/>\n                window.loadPrismLanguage = function(language) {<br \/>\n                    var libraries = [<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs\",<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/prism.min.js\"<br \/>\n                        },<br \/>\n                        {<br \/>\n                            \"id\": \"code-block-prismjs-\" + language,<br \/>\n                            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/components\/prism-\" + language + \".min.js\"<br \/>\n                        },<br \/>\n        {<br \/>\n            \"id\": \"code-block-line-numbers\",<br \/>\n            \"url\": \"\/\/cdnjs.cloudflare.com\/ajax\/libs\/prism\/1.25.0\/plugins\/line-numbers\/prism-line-numbers.min.js\"<br \/>\n        }<\/p>\n<p>                    ];<\/p>\n<p>                    for(const library of libraries) {<br \/>\n                        if(document.getElementById(library[\"id\"]) == null) {<br \/>\n                            var s = document.createElement(\"script\");<br \/>\n                            s.id = library[\"id\"];<br \/>\n                            s.type = \"text\/javascript\";<br \/>\n                            s.src = library[\"url\"];<br \/>\n                            s.async = false;<br \/>\n                            document.body.appendChild(s);<br \/>\n                        }<br \/>\n                    }<br \/>\n                };<br \/>\n            }<\/p>\n<p>            loadPrismLanguage('python');<\/p>\n<p>            language_class_name = 'language-python';<br \/>\n            <\/script><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pregex.classes import AnyButWhitespace\nfrom pregex.groups import Capture\nfrom pregex.operators import Either\nfrom pregex.quantifiers import OneOrMore\n\n\npattern = (\n    OneOrMore(AnyButWhitespace())\n    + \"@\"\n    + Capture(OneOrMore(AnyButWhitespace()) + Either(\".com\", \".org\"))\n)\n\ntext = \"\"\"My names is Alice. I live in Wonderland. You can mail me: alice@wonderland.com. \nIn case if I couldn't reply, please main my friend the White Rabbit: whiterabbit@wonderland.com.\nBut for more serious issues, you should main Tony Stark at tony@stark.org.\nPlease don't message thanos@wierdland.err\n\"\"\"\n\npattern.get_captures(text)\n# &#91;('wonderland.com',), ('wonderland.com',), ('stark.org',)]<\/code><\/pre>\n\n\n\n<p><script><br \/>\n                var block_num = (typeof block_num === 'undefined') ? 0 : block_num;<br \/>\n                block_num++;<br \/>\n                document.getElementById('target-element-current').className = language_class_name;<br \/>\n                document.getElementById('target-element-current').id = 'target-element-' + block_num;<br \/>\n            <\/script><\/p>\n\n\n\n<p>In the above example, we\u2019ve restricted the top-level domain to either \u2018.com\u2019 or \u2018.org. We\u2019ve used the \u2018Either\u2019 class from the operator submodule to build this pattern. As you can see, it didn\u2019t match with thanos@wierdland.err as its top-level domain is \u2018.err,\u2019 not \u2018.com\u2019 or \u2018.org.\u2019<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Final thoughts<\/h2>\n\n\n\n<p>Defining regex may not be a huge task for experienced developers. But even for them, reading and understanding a pattern created by someone else is difficult. For beginners, both can be daunting.&nbsp;<\/p>\n\n\n\n<p>Besides, regex is an excellent tool for text mining. Any developer or data scientist will almost certainly come across regex usage.&nbsp;<\/p>\n\n\n\n<p>If you\u2019re a Python programmer, PRegEx has the difficult parts covered.&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Thanks for reading, friend! Did you like what you read? <a href=\"https:\/\/thuwarakesh.medium.com\/subscribe\" target=\"_blank\" rel=\"nofollow noopener\"><b>Consider subscribing to my email newsletter<\/b><\/a> because I frequently post more like this. Say Hi to me on <a href=\"https:\/\/www.linkedin.com\/in\/thuwarakesh\/\" target=\"_blank\" rel=\"nofollow noopener\"><b>LinkedIn<\/b><\/a>, <a href=\"https:\/\/twitter.com\/Thuwarakesh\" target=\"_blank\" rel=\"nofollow noopener\"><b>Twitter<\/b><\/a>, and <a href=\"https:\/\/thuwarakesh.medium.com\/\" target=\"_blank\" rel=\"nofollow noopener\"><b>Medium<\/b><\/a>.<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Not a Medium member yet? Please use this link to <a href=\"https:\/\/thuwarakesh.medium.com\/membership\" target=\"_blank\" rel=\"nofollow noopener\"><b>become a member<\/b><\/a> because, at no extra cost for you, I earn a small commission for referring you.<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Defining regex patterns can be difficult for beginners. Even experts find it hard to read. But here&#8217;s a Python library to do regex easily.<\/p>\n","protected":false},"author":2,"featured_media":175,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[3,5],"tags":[],"taxonomy_info":{"category":[{"value":3,"label":"Python"},{"value":5,"label":"Programming"}]},"featured_image_src_large":["https:\/\/www.the-analytics.club\/wp-content\/uploads\/2023\/06\/pandas-sql-1024x683.jpg",1024,683,true],"author_info":{"display_name":"Thuwarakesh","author_link":"https:\/\/www.the-analytics.club\/author\/thuwarakesh\/"},"comment_info":0,"category_info":[{"term_id":3,"name":"Python","slug":"python","term_group":0,"term_taxonomy_id":3,"taxonomy":"category","description":"","parent":5,"count":52,"filter":"raw","cat_ID":3,"category_count":52,"category_description":"","cat_name":"Python","category_nicename":"python","category_parent":5},{"term_id":5,"name":"Programming","slug":"programming","term_group":0,"term_taxonomy_id":5,"taxonomy":"category","description":"","parent":0,"count":43,"filter":"raw","cat_ID":5,"category_count":43,"category_description":"","cat_name":"Programming","category_nicename":"programming","category_parent":0}],"tag_info":false,"_links":{"self":[{"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/posts\/354"}],"collection":[{"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/comments?post=354"}],"version-history":[{"count":1,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/posts\/354\/revisions"}],"predecessor-version":[{"id":610,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/posts\/354\/revisions\/610"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/media\/175"}],"wp:attachment":[{"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/media?parent=354"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/categories?post=354"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.the-analytics.club\/wp-json\/wp\/v2\/tags?post=354"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}