

{"id":15200,"date":"2018-05-08T06:15:45","date_gmt":"2018-05-08T06:15:45","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=15200"},"modified":"2021-12-05T22:29:28","modified_gmt":"2021-12-05T16:59:28","slug":"sas-post-processing","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/","title":{"rendered":"Top 2 SAS Post Processing Procedure &#8211; PROC SCORE &amp; PROC PLM"},"content":{"rendered":"<p>In the previous <strong>SAS\/STAT tutorial<\/strong>, we had discussed\u00a0<strong>Multivariate Analysis Procedure in SAS\/STAT<\/strong> and\u00a0today we will study another type of analysis, called SAS post Processing and how can we use Post Processing in SAS\/STAT. Moreover, we will discuss two best SAS Post Processing procedures: PROC SCORE and PROC PLM with their syntax and examples.<\/p>\n<p>So, let&#8217;s start with SAS\/STAT Post Processing Procedures.<\/p>\n<h3>What is SAS Post Processing?<\/h3>\n<p>In SAS Post Processing, we apply procedures on the values obtained already from the processed dataset. This way, we need not do processing multiple numbers of times.<br \/>\nThrough SAS\/STAT post-processing procedures we run <strong>hypothesis tests<\/strong>, one way, two way <strong>ANOVA<\/strong>, Produce prediction plots of already processed data to make our work easy.<\/p>\n<h3>Procedures for Performing Post Processing in SAS\/STAT<\/h3>\n<p>Following procedures are used to compute SAS Post Processing of data. Let us explore it.<\/p>\n<h4>a. PROC SCORE<\/h4>\n<p>The SCORE procedure in SAS\/STAT multiplies values from two <strong>SAS data sets<\/strong>. Where one dataset contains raw data and the other contains coefficient that is to be scored using the coefficients from the first data set.<\/p>\n<p>As a result, we get a multiplication which is a SAS data set that contains combinations that are linear and of the coefficients from first dataset and the raw data values from the second dataset.<\/p>\n<p><strong>The syntax of PROC SCORE-<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\">PROC SCORE\u00a0DATASET &lt;OPTIONS&gt;;\r\nVAR &lt; VARIABLES&gt;;<\/pre>\n<p>The\u00a0PROC SCORE statement is required.<strong>\u00a0<\/strong><br \/>\n<strong>PROC SCORE\u00a0Example-<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\">proc reg data=sashelp.cars outest=output;\r\nmodel mpg_city=weight horsepower length;\r\nrun;\r\nquit;<\/pre>\n<pre class=\"EnlighterJSRAW\">proc score data=sashelp.cars score=output type=parms predict out=predicted_data;\r\nvar weight horsepower length;\r\nrun;<\/pre>\n<div id=\"attachment_15215\" style=\"width: 511px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15215\" class=\"wp-image-15215 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-1.png\" alt=\"SAS Post Processing Procedure\" width=\"501\" height=\"469\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-1.png 501w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-1-150x140.png 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-1-300x281.png 300w\" sizes=\"auto, (max-width: 501px) 100vw, 501px\" \/><\/a><p id=\"caption-attachment-15215\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC SCORE<\/p><\/div>\n<div id=\"attachment_15216\" style=\"width: 652px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15216\" class=\"wp-image-15216 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-2.png\" alt=\"SAS Post Processing Procedure\" width=\"642\" height=\"614\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-2.png 642w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-2-150x143.png 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-2-300x287.png 300w\" sizes=\"auto, (max-width: 642px) 100vw, 642px\" \/><\/a><p id=\"caption-attachment-15216\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC SCORE<\/p><\/div>\n<div id=\"attachment_15217\" style=\"width: 657px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-3.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15217\" class=\"wp-image-15217 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-3.png\" alt=\"SAS Post Processing Procedure\" width=\"647\" height=\"497\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-3.png 647w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-3-150x115.png 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-score-output-3-300x230.png 300w\" sizes=\"auto, (max-width: 647px) 100vw, 647px\" \/><\/a><p id=\"caption-attachment-15217\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC SCORE<\/p><\/div>\n<h4>b. PROC PLM<\/h4>\n<p>The PLM Procedure in SAS\/STAT takes only the information of the model stored from a number of SAS\/STAT linear modeling procedures such as corr. Glm, and then performs additional inferences and scoring. It does not refit the original model. The biggest advantage of using this is that we need not rerun models thereby saving our time.<\/p>\n<p>The PLM procedure restores the model information and performs post fitting tasks such as:<\/p>\n<ol>\n<li>Testing hypothesis<\/li>\n<li>Computing confidence intervals<\/li>\n<li>Producing prediction plots<\/li>\n<li>Scoring a new dataset<\/li>\n<\/ol>\n<p><strong>The Syntax of PROC PLM-<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\">PROC PLM RESTORE=item-store-specification\u00a0&lt;options&gt;;\r\nLSMEANS&lt;model-effects&gt; &lt;\/ options&gt;;<\/pre>\n<p>The PLM procedure is different than other procedures in SAS\/STAT, in this, it does not have common modeling statements such as the CLASS and MODEL statements. This is because the information of the classification variables and the model effects that we want is contained in the source item store.<\/p>\n<p>With the stored model, all statements following this are checked for consistency. For example, the statement\u00a0is detected as not valid unless all of the following conditions are met:<\/p>\n<pre class=\"EnlighterJSRAW\">lsmeans c \/ diff;<\/pre>\n<ul>\n<li>The model used the effect C.<\/li>\n<li><em>C<\/em>\u00a0was specified in the CLASS statement.<\/li>\n<li>The CLASS variables in the model had a GLM parameterization.<\/li>\n<\/ul>\n<p><strong>PROC PLM Example-<\/strong><\/p>\n<pre class=\"EnlighterJSRAW\">proc glm data=sashelp.class;\r\nclass sex;\r\nmodel weight=height sex | age;\r\nstore work.study_results;\r\nrun;<\/pre>\n<pre class=\"EnlighterJSRAW\">proc plm restore=work.study_results;\r\nlsmeans sex\/ diff;\r\nrun;<\/pre>\n<div id=\"attachment_15218\" style=\"width: 430px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15218\" class=\"wp-image-15218 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-1.png\" alt=\"SAS Post Processing Procedure\" width=\"420\" height=\"595\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-1.png 420w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-1-106x150.png 106w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-1-212x300.png 212w\" sizes=\"auto, (max-width: 420px) 100vw, 420px\" \/><\/a><p id=\"caption-attachment-15218\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC\u00a0PLM<\/p><\/div>\n<div id=\"attachment_15219\" style=\"width: 410px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15219\" class=\"wp-image-15219 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-2.png\" alt=\"SAS Post Processing Procedure\" width=\"400\" height=\"432\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-2.png 400w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-2-139x150.png 139w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-2-278x300.png 278w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><p id=\"caption-attachment-15219\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC\u00a0PLM<\/p><\/div>\n<div id=\"attachment_15220\" style=\"width: 531px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-3.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-15220\" class=\"wp-image-15220 size-full\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-3.png\" alt=\"SAS Post Processing Procedure\" width=\"521\" height=\"495\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-3.png 521w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-3-150x143.png 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/proc-plm-output-3-300x285.png 300w\" sizes=\"auto, (max-width: 521px) 100vw, 521px\" \/><\/a><p id=\"caption-attachment-15220\" class=\"wp-caption-text\">SAS\/STAT Post Processing Procedure &#8211;\u00a0PROC\u00a0PLM<\/p><\/div>\n<p>This was all\u00a0about SAS Post Processing Procedure Tutorial. Hope you like our explanation.<\/p>\n<h3>Conclusion<\/h3>\n<p>Hence, this was a complete description of SAS Post Processing and a comprehensive understanding of the two procedures offered by SAS Post Processing: PROC SCORE &amp; PROC PLM. Furthermore, if you have any query, feel free to ask in a comment section.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the previous SAS\/STAT tutorial, we had discussed\u00a0Multivariate Analysis Procedure in SAS\/STAT and\u00a0today we will study another type of analysis, called SAS post Processing and how can we use Post Processing in SAS\/STAT. Moreover,&#46;&#46;&#46;<\/p>\n","protected":false},"author":6,"featured_media":15214,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[56],"tags":[10071,10072,10096,10097,12113,13762,14688,14689],"class_list":["post-15200","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sas-stat","tag-proc-plm","tag-proc-plm-example","tag-proc-score","tag-proc-score-example","tag-sas-post-processing-procedure","tag-stat-post-processing-procedure","tag-the-syntax-of-proc-plm","tag-the-syntax-of-proc-score"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Top 2 SAS Post Processing Procedure - PROC SCORE &amp; PROC PLM - DataFlair<\/title>\n<meta name=\"description\" content=\"SAS\/STAT Post Processing- what is SAS Post Processing, procedures used for Post Processing in SAS\/STAT: PROC SCORE, PROC PLM with examples &amp; syntax\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/sas-post-processing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Top 2 SAS Post Processing Procedure - PROC SCORE &amp; PROC PLM - DataFlair\" \/>\n<meta property=\"og:description\" content=\"SAS\/STAT Post Processing- what is SAS Post Processing, procedures used for Post Processing in SAS\/STAT: PROC SCORE, PROC PLM with examples &amp; syntax\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/sas-post-processing\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-05-08T06:15:45+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-12-05T16:59:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Top 2 SAS Post Processing Procedure - PROC SCORE &amp; PROC PLM - DataFlair","description":"SAS\/STAT Post Processing- what is SAS Post Processing, procedures used for Post Processing in SAS\/STAT: PROC SCORE, PROC PLM with examples & syntax","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:\/\/data-flair.training\/blogs\/sas-post-processing\/","og_locale":"en_US","og_type":"article","og_title":"Top 2 SAS Post Processing Procedure - PROC SCORE &amp; PROC PLM - DataFlair","og_description":"SAS\/STAT Post Processing- what is SAS Post Processing, procedures used for Post Processing in SAS\/STAT: PROC SCORE, PROC PLM with examples & syntax","og_url":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2018-05-08T06:15:45+00:00","article_modified_time":"2021-12-05T16:59:28+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg","type":"image\/jpeg"}],"author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/2c58ecb4f73a39f0ef993f1ddfcd7b89"},"headline":"Top 2 SAS Post Processing Procedure &#8211; PROC SCORE &amp; PROC PLM","datePublished":"2018-05-08T06:15:45+00:00","dateModified":"2021-12-05T16:59:28+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/"},"wordCount":593,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#primaryimage"},"thumbnailUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg","keywords":["PROC PLM","PROC PLM example","PROC SCORE","PROC SCORE example","SAS Post Processing Procedure","STAT Post Processing Procedure","The Syntax of PROC PLM","The syntax of PROC SCORE"],"articleSection":["SAS - STAT Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/sas-post-processing\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/","url":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/","name":"Top 2 SAS Post Processing Procedure - PROC SCORE &amp; PROC PLM - DataFlair","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/#website"},"primaryImageOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#primaryimage"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#primaryimage"},"thumbnailUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg","datePublished":"2018-05-08T06:15:45+00:00","dateModified":"2021-12-05T16:59:28+00:00","description":"SAS\/STAT Post Processing- what is SAS Post Processing, procedures used for Post Processing in SAS\/STAT: PROC SCORE, PROC PLM with examples & syntax","breadcrumb":{"@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/data-flair.training\/blogs\/sas-post-processing\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#primaryimage","url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg","contentUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/05\/Post-processing-in-SAS-STAT-01.jpg","width":1200,"height":628,"caption":"SAS Post Processing Procedure"},{"@type":"BreadcrumbList","@id":"https:\/\/data-flair.training\/blogs\/sas-post-processing\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog Home","item":"https:\/\/data-flair.training\/blogs\/"},{"@type":"ListItem","position":2,"name":"Important features of java","item":"https:\/\/data-flair.training\/blogs\/tag\/important-features-of-java\/"},{"@type":"ListItem","position":3,"name":"Top 2 SAS Post Processing Procedure &#8211; PROC SCORE &amp; PROC PLM"}]},{"@type":"WebSite","@id":"https:\/\/data-flair.training\/blogs\/#website","url":"https:\/\/data-flair.training\/blogs\/","name":"DataFlair","description":"Learn Today. Lead Tomorrow.","publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/data-flair.training\/blogs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/data-flair.training\/blogs\/#organization","name":"DataFlair","url":"https:\/\/data-flair.training\/blogs\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/","url":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","contentUrl":"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2016\/07\/Data-Flair.png","width":106,"height":48,"caption":"DataFlair"},"image":{"@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataFlairWS\/","https:\/\/x.com\/DataFlairWS","https:\/\/www.linkedin.com\/company\/dataflair-web-services-pvt-ltd\/","https:\/\/www.youtube.com\/user\/DataFlairWS"]},{"@type":"Person","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/2c58ecb4f73a39f0ef993f1ddfcd7b89","name":"DataFlair Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/1ce4a0e3e542444fc73bbebf83e89e8b73e2d95ccb1fcee64da9945f078b97c5?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1ce4a0e3e542444fc73bbebf83e89e8b73e2d95ccb1fcee64da9945f078b97c5?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1ce4a0e3e542444fc73bbebf83e89e8b73e2d95ccb1fcee64da9945f078b97c5?s=96&d=mm&r=g","caption":"DataFlair Team"},"description":"The DataFlair Team provides industry-driven content on programming, Java, Python, C++, DSA, AI, ML, data Science, Android, Flutter, MERN, Web Development, and technology. Our expert educators focus on delivering value-packed, easy-to-follow resources for tech enthusiasts and professionals.","url":"https:\/\/data-flair.training\/blogs\/author\/dfteam2\/"}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/15200","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/comments?post=15200"}],"version-history":[{"count":7,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/15200\/revisions"}],"predecessor-version":[{"id":105104,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/posts\/15200\/revisions\/105104"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/media\/15214"}],"wp:attachment":[{"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/media?parent=15200"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/categories?post=15200"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/data-flair.training\/blogs\/wp-json\/wp\/v2\/tags?post=15200"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}