{"id":11805,"date":"2022-02-10T13:58:08","date_gmt":"2022-02-10T13:58:08","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/10\/build-your-own-seo-answerbox-with-gpt-3-codex-streamlit\/"},"modified":"2022-02-10T13:58:08","modified_gmt":"2022-02-10T13:58:08","slug":"build-your-own-seo-answerbox-with-gpt-3-codex-streamlit","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2022\/02\/10\/build-your-own-seo-answerbox-with-gpt-3-codex-streamlit\/","title":{"rendered":"Build Your Own SEO AnswerBox With GPT-3 Codex &#038; Streamlit"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div id=\"narrow-cont\">\n<p>Google has integrated a new method of querying data in GA4 whereby you simply type a question or a phrase, and it creates the dashboard.<\/p>\n<p>Imagine if you could do the same with your own SEO data \u2013 what would that do for your productivity?<\/p>\n<p>In this article, you\u2019ll learn how to configure your own dashboards using phrases and questions, creating an AnswerBox of your own with GPT-3 Codex and Streamlit.<\/p>\n<h2>Google\u2019s Answer Box<\/h2>\n<p>In <a href=\"https:\/\/www.searchenginejournal.com\/google-analytics-4-guide\/407452\/\">Google Analytics v4<\/a>, you\u2019ve probably noticed a clever search bar that allows you to get:<\/p>\n<ul>\n<li>Instant answers.<\/li>\n<p>&#13;<\/p>\n<li>Reports.<\/li>\n<p>&#13;<\/p>\n<li>Answers on configuration.<\/li>\n<p>&#13;<\/p>\n<li>Help.<\/li>\n<p>&#13;\n<\/ul>\n<p>Instant answers are particularly useful. By asking questions about your data, you get answers and \u2013 most importantly \u2013 ready-to-use reports.<\/p>\n<p>There\u2019s nothing magical about it. This technology relies on natural language processing (NLP), so you have to be precise about metrics, dimensions, and timing when asking for an answer.<\/p>\n<p>For example, you can search for [conversions last week from the United States] and see the results in the search panel that appears on the right.<\/p>\n<div style=\"width: 522px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" alt=\"searching for conversions using GA4 \" width=\"512\" height=\"363\" data-srcset=\"\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/gav4-answerbox-62013a747b9e6-sej.png\" class=\" b-lazy pcimg\"\/><span class=\"wp-caption-text\"><em>Screenshot from Google Analytics v4, February 2022<\/em><\/span><noscript><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/gav4-answerbox-62013a747b9e6-sej.png\" alt=\"searching for conversions using GA4 \"\/><\/noscript><\/div>\n<p>This new way of using a <a href=\"https:\/\/www.searchenginejournal.com\/data-visualizations-seo-reporting\/434909\/\">data visualization tool<\/a> is incredibly powerful and will surely be integrated into all solutions of this type.<\/p>\n<p>The time savings for the user are impressive, as users don\u2019t have to search through all the views of the tool and no longer have to configure the view.<\/p>\n<p>Everything is done automatically based on the instructions provided in the search box.<\/p>\n<p>Can we easily do the same thing? And which data should we use?<\/p>\n<h2>Smart SEO Dashboard<\/h2>\n<p>Before requesting a report, you need to think about the important data to be taken into account.<\/p>\n<p>I suggest you look into the concept of the Smart SEO Dashboard.<\/p>\n<ul>\n<li>The first requirement is to <strong>keep the graphs simple and specific<\/strong>. Less is always more.<\/li>\n<p>&#13;<\/p>\n<li>Next, the <strong>abscissa or ordinates must refer to measurable data<\/strong>. Otherwise, it is impossible to see the evolution.<\/li>\n<p>&#13;<\/p>\n<li>In addition, <strong>graphs must focus on meaningful parameters<\/strong>. It is useless to monitor parameters that will have no influence on your activity. Weather is an excellent example: it plays a crucial role on some sites and none on others.<\/li>\n<p>&#13;<\/p>\n<li><strong>Dashboards should always include relevant summaries<\/strong> in order to be quickly read and understood. Generally speaking, if it takes more than three seconds to understand a dashboard, it can definitely be improved.<\/li>\n<p>&#13;<\/p>\n<li>Finally, <strong>the most important data is time<\/strong>. It is imperative to track time data by comparing each day, month, year, etc.<\/li>\n<p>&#13;\n<\/ul>\n<p>Now, you need to identify the best technology to generate this type of dashboard.<\/p>\n<h2>GPT-3 Codex<\/h2>\n<p><a href=\"https:\/\/www.searchenginejournal.com\/automated-content-generation-for-seo\/422215\/\">GPT-3 Codex<\/a> is a computer code generator that was created in August 2021.<\/p>\n<p>Access to GPT-3 Codex was given much faster than access to GPT-3.<\/p>\n<p>Not surprisingly, GPT-3 Codex has been fed millions of quality source codes available on GitHub \u2013 that is, more than 54 million <a href=\"https:\/\/github.com\/topics\/gpt-3\" target=\"_blank\" rel=\"noopener\">GitHub repositories<\/a>.<\/p>\n<p>Like GPT-3, it is a sophisticated neural network that is capable of self-learning.<\/p>\n<p>GPT-3 Codex does not only work in <a href=\"https:\/\/www.searchenginejournal.com\/python-seo-striking-distance\/423009\/\">Python<\/a>. You can also generate code in Go, Javascript, Perl, and PHP.<\/p>\n<p>On the other hand, <a href=\"https:\/\/gpt3demo.com\/product\/openai-codex\" target=\"_blank\" rel=\"noopener\">GPT-3 Codex<\/a> has only 12 billion parameters, unlike its big brother <a href=\"https:\/\/beta.openai.com\/docs\/engines\/gpt-3\" target=\"_blank\" rel=\"noopener\">GPT-3 Da Vinci<\/a> which has 175 billion.<\/p>\n<p>Let\u2019s take a closer look at this size-versus-cost ratio.<\/p>\n<p>OpenAI\u2019s experiments show that the size-versus-performance ratio of Codex follows a logarithmic scale.<\/p>\n<p>This means that the performance gains gradually decrease as the size of the model increases.<\/p>\n<p>Therefore, the additional costs of collecting data, training, and running a larger model are not at all worth the slight increase in performance.<\/p>\n<p>All of these reasons explain why the model has only 12 billion parameters for its first version.<\/p>\n<p>We\u2019ve found an AI to generate the code.<\/p>\n<p>Now let\u2019s look for the best framework available at the moment to execute it all in a friendly interface with clicks and drag-and-drop.<\/p>\n<h2>Streamlit<\/h2>\n<p><a href=\"https:\/\/streamlit.io\/\" target=\"_blank\" rel=\"noopener\">Streamlit<\/a> is an open source technology that allows you to quickly build very advanced user interfaces.<\/p>\n<p>Streamlit also includes many very useful components to have even more interactions like:<\/p>\n<ul>\n<li>Session management.<\/li>\n<p>&#13;<\/p>\n<li>Password management.<\/li>\n<p>&#13;<\/p>\n<li>User management.<\/li>\n<p>&#13;\n<\/ul>\n<p><a href=\"https:\/\/github.com\/streamlit\/streamlit\" target=\"_blank\" rel=\"noopener\">The community<\/a> is particularly active and shares many handy custom modules for SEO.<\/p>\n<p>To start, we\u2019ll use GPT-3 Codex to generate graphs with Streamlit, and then attempt to produce a Streamlit app that generates the code and runs it automatically.<\/p>\n<h3>Two Excellent Examples For Querying The Data<\/h3>\n<p>First, we need to generate an app for Streamlit and run it.<\/p>\n<p><strong>1. With OpenAI (Semi-Automatic)<\/strong><\/p>\n<p>The first thing to generate is a Streamlit web app that retrieves all the logs from the month of May 1995 from NASA and displays the number of URLs crawled per day.<\/p>\n<p>First of all, we need to retrieve the CSV file by specifying the name of the columns and the format if necessary.<\/p>\n<p>For our example, it is important that the date is in UTC format.<\/p>\n<p>Then you can ask OpenAI to display the graph of your choice, once it has understood your data.<\/p>\n<div style=\"width: 522px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" alt=\"how to configure using OpenAI\" width=\"512\" height=\"165\" data-srcset=\"\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/playground-62013b701794f-sej.png\" class=\" b-lazy pcimg\"\/><span class=\"wp-caption-text\"><em>Screenshot from OpenAI, February 2022<\/em><\/span><noscript><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/playground-62013b701794f-sej.png\" alt=\"how to configure using OpenAI\"\/><\/noscript><\/div>\n<p>From these instructions, you will have a working code.<\/p>\n<p>Remember that we don\u2019t want to copy and paste code, but drive everything through English instructions with a no-code approach.<\/p>\n<p><strong>2. With Streamlit (Full Automatic)<\/strong><\/p>\n<p><a href=\"https:\/\/share.streamlit.io\/streamlit\/example-app-streamlit-codex\/main\" target=\"_blank\" rel=\"noopener\">Here is an open source example<\/a> based on one of Streamlit\u2019s applications.<\/p>\n<p>It is an app directly connected to GPT-3 Codex that generates computer code and allows you to execute it.<\/p>\n<p>With <a href=\"https:\/\/twitter.com\/DataChaz?s=20\" target=\"_blank\" rel=\"noopener\">Charly Wargnier<\/a>, we did the same thing but for SEO use cases in an app called \u201cCodex for SEO\u201d.<\/p>\n<p>In one click, you can import your data.<\/p>\n<p>Then, you can describe the content of the imported file: What are the columns? What are the data types?<\/p>\n<div style=\"width: 522px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" alt=\"data analysis script in codex for seo\" width=\"512\" height=\"385\" data-srcset=\"\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/codex-demo1-62013b8b7bcdd-sej.jpg\" class=\" b-lazy pcimg\"\/><span class=\"wp-caption-text\"><em>Screenshot from Codex For SEO, February 2022<\/em><\/span><noscript><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/codex-demo1-62013b8b7bcdd-sej.jpg\" alt=\"data analysis script in codex for seo\"\/><\/noscript><\/div>\n<p>Then you specify your instructions.<\/p>\n<p>In our example, we ask it to group the queries together and to sum the clicks and impressions.<\/p>\n<p>We\u2019ll tell it to keep only the columns we\u2019re interested in (the <em>Queries<\/em> and <em>Clicks<\/em> columns), and then click the <em>Execute<\/em> button.<\/p>\n<p>No line of code is needed to get the results, and everything is generated by the OpenAI Codex and executed by Streamlit.<\/p>\n<p>Our proof of concept is therefore validated with many different use cases.<\/p>\n<p>Moreover, if you need assistance, everything you need for this is accessible via a training program with 150 minutes of video.<\/p>\n<div style=\"width: 522px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" alt=\"results from codex for seo script\" width=\"512\" height=\"386\" data-srcset=\"\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/codex-demo2-62014dea19053-sej.jpg\" class=\" b-lazy pcimg\"\/><span class=\"wp-caption-text\"><em>Screenshot from Codex For SEO, February 2022<\/em><\/span><noscript><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.searchenginejournal.com\/wp-content\/uploads\/2022\/02\/codex-demo2-62014dea19053-sej.jpg\" alt=\"results from codex for seo script\"\/><\/noscript><\/div>\n<p>For educational and transparency reasons, we have provided the generated code as well as the results.<\/p>\n<p>And with that, the SEO AnswerBox is now available for everyone to create!<\/p>\n<p><strong>More resources:<\/strong><\/p>\n<hr\/>\n<p><em>Featured Image: NicoElNino\/Shutterstock<\/em><\/p>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.searchenginejournal.com\/build-seo-answerbox\/436826\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Google has integrated a new method of querying data in GA4 whereby you simply type a question or a phrase, and it creates the dashboard&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":11806,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-11805","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Build Your Own SEO AnswerBox With GPT-3 Codex &amp; Streamlit - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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