{"id":117158,"date":"2023-10-20T06:22:08","date_gmt":"2023-10-20T05:22:08","guid":{"rendered":"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/?page_id=117158"},"modified":"2023-10-20T06:23:02","modified_gmt":"2023-10-20T05:23:02","slug":"great-expectations-validating-documenting-profiling-data","status":"publish","type":"post","link":"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/great-expectations-validating-documenting-profiling-data\/","title":{"rendered":"Great Expectations &#8211; validating, documenting, and profiling data"},"content":{"rendered":"<p>Great Expectations (GX) helps data teams build a shared understanding of their data through quality testing, documentation, and profiling.<\/p>\n<p>Data practitioners know that testing and documentation are essential for managing complex data pipelines. GX makes it possible for data science and engineering teams to quickly deploy extensible, flexible data quality testing into their data stacks. Its human-readable documentation makes the results accessible to technical and nontechnical users.<\/p>\n<p>This is free and open source software.<\/p>\n<p>Features include:<\/p>\n<ul>\n<li>Seamless operation.<\/li>\n<li>GX\u2019s Data Assistants provide curated Expectations for different domains, so you can accelerate your data discovery to rapidly deploy data quality throughout your pipelines. Auto-generated Data Docs ensure your DQ documentation will always be up-to-date.<\/li>\n<li>Flexible, extensible vocabulary for data quality\u2014one that\u2019s human-readable, meaningful for technical and nontechnical user.<\/li>\n<li>Data contracts support.<\/li>\n<li>Readable for collaboration.<\/li>\n<\/ul>\n<p><strong>Website:<\/strong> <a href=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/docs.greatexpectations.io\/docs\/home\/\"><strong>docs.greatexpectations.io\/docs<\/strong><\/a><br \/>\n<strong>Support:<\/strong> <a href=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/github.com\/great-expectations\/great_expectations\"><strong>GitHub Code Repository<\/strong><\/a><br \/>\n<strong>Developer:<\/strong> GX Labs and the Great Expectations community<br \/>\n<strong>License:<\/strong> Apache License 2.0<\/p>\n<figure id=\"attachment_117163\" aria-describedby=\"caption-attachment-117163\" style=\"width: 1500px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2023\/10\/Great-Expectatons.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-117163 size-full\" src=\"\/wp-content\/uploads\/2023\/10\/Great-Expectatons.jpg\" alt=\"Great Expectations in action\" width=\"1500\" height=\"770\" srcset=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2023\/10\/Great-Expectatons.jpg 1500w, https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2023\/10\/Great-Expectatons-768x394.jpg 768w\" sizes=\"auto, (max-width: 1500px) 100vw, 1500px\" \/><\/a><figcaption id=\"caption-attachment-117163\" class=\"wp-caption-text\">Click image for full size<\/figcaption><\/figure>\n<p>GE is written in Python. Learn Python with our recommended <strong><a href=\"\/https\/www.linuxlinks.com\/excellent-free-books-learn-python\/\">free books<\/a><\/strong> and <strong><a href=\"\/https\/www.linuxlinks.com\/excellent-free-tutorials-learn-python\/\">free tutorials<\/a><\/strong>.<\/p>\n<p><a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-python-data-validation\/\"><strong>Return to Python Data Validation<\/strong><\/a><\/p>\n<hr \/>\n\n<table id=\"tablepress-1\" class=\"tablepress tablepress-id-1\">\n<thead>\n<tr class=\"row-1\">\n\t<th colspan=\"2\" class=\"column-1\"><strong>Popular series<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"row-2\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-software\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/free-open-source-software-icon-48px.png\" alt=\"Free and Open Source Software\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89476\" \/><\/a><\/td><td class=\"column-2\">The largest compilation of the <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-software\/\"><strong>best free and open source software<\/strong><\/a> in the universe. Each article  is supplied with a legendary ratings chart helping you to make informed decisions.<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/category\/reviews\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/reviews-icon-48px.png\" alt=\"Reviews\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89475\" \/><\/a><\/td><td class=\"column-2\">Hundreds of <a href=\"\/https\/www.linuxlinks.com\/category\/reviews\/\"><strong>in-depth reviews<\/strong><\/a> offering our unbiased and expert opinion on software. We offer helpful and impartial information.<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/big-list-linux-distros\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2024\/09\/012-pc.png\" alt=\"\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-136243\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/big-list-linux-distros\/\"><strong>The Big List of Active Linux Distros<\/strong><\/a> is a large compilation of actively developed Linux distributions.<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-corel-products\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/alternatives-icon-48px.png\" alt=\"Alternatives to Proprietary Software\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89478\" \/><\/a><\/td><td class=\"column-2\">Replace proprietary software with open source alternatives: <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-google-products-services\/\"><strong>Google<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-microsoft-products-services\/\"><strong>Microsoft<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-apple-products\/\"><strong>Apple<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-adobe-creative-cloud\/\"><strong>Adobe<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-ibm-products\/\"><strong>IBM<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-autodesk-products\/\"><strong>Autodesk<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-oracle-products\/\"><strong>Oracle<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-atlassian-products\/\"><strong>Atlassian<\/strong><\/a>, <a href=\"best-free-open-source-alternatives-corel-products\"><strong>Corel<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-cisco-products\/\"><strong>Cisco<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-intuit-products\/\"><strong>Intuit<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-sas-products\/\"><strong>SAS<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-progress-products\/\"><strong>Progress<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-salesforce-products\/\"><strong>Salesforce<\/strong><\/a>, and <a href=\"\/https\/www.linuxlinks.com\/best-free-open-source-alternatives-citrix-products\/\"><strong>Citrix<\/strong><\/a><\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/awesome-free-linux-game-tools\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/04\/games-joystick-icon-48px.png\" alt=\"Games\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89443\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/awesome-free-linux-game-tools\/\"><strong>Awesome Free Linux Games Tools<\/strong><\/a> showcases a series of tools that making gaming on Linux a more pleasurable experience. This is a new series.<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/machine-learning-linux\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2023\/02\/006-artificial-intelligence.png\" alt=\"Artificial intelligence icon\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-102295\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/machine-learning-linux\/\"><strong>Machine Learning<\/strong><\/a> explores practical applications of machine learning and deep learning from a Linux perspective. We've written reviews of more than 40 self-hosted apps. All are free and open source.<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/linux-starters-guide-introduction\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/new-linux-icon-48px.png\" alt=\"Guide to Linux\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89477\" \/><\/a><\/td><td class=\"column-2\">New to Linux? Read our <a href=\"\/https\/www.linuxlinks.com\/linux-starters-guide-introduction\/\"><strong>Linux for Starters series<\/strong><\/a>. We start right at the basics and teach you everything you need to know to get started with Linux.<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/alternatives-popular-cli-tools\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2023\/04\/022-information.png\" alt=\"\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-105570\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/alternatives-popular-cli-tools\/\"><strong>Alternatives to popular CLI tools<\/strong><\/a> showcases essential tools that are modern replacements for core Linux utilities.<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/essential-system-tools-excellent-ways-manage-system\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/system-tools-icon-48px.png\" alt=\"System Tools\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89479\" \/><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/essential-system-tools-excellent-ways-manage-system\/\"><strong>Essential Linux system tools<\/strong><\/a> focuses on small, indispensable utilities, useful for system administrators as well as regular users.<\/td>\n<\/tr>\n<tr class=\"row-11\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/outstanding-linux-utilities-maximize-productivity\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/productivity-improve-icon-48px.png\" alt=\"Productivity\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89480\" \/><\/a><\/td><td class=\"column-2\">Linux utilities to maximise your <a href=\"\/https\/www.linuxlinks.com\/outstanding-linux-utilities-maximize-productivity\/\"><strong>productivity<\/strong><\/a>. Small, indispensable tools, useful for anyone running a Linux machine.<\/td>\n<\/tr>\n<tr class=\"row-12\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/streaming-linux-amazon-music-unlimited\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/09\/audio-cloud-service.png\" alt=\"Audio\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-95842\" \/><\/a><\/td><td class=\"column-2\">Surveys popular streaming services from a Linux perspective: <a href=\"\/https\/www.linuxlinks.com\/streaming-linux-amazon-music-unlimited\/\"><strong>Amazon Music Unlimited<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/streaming-linux-myuzi\/\"><strong>Myuzi<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/streaming-linux-spotify\/\"><strong>Spotify<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/streaming-linux-deezer\/\"><strong>Deezer<\/strong><\/a>, <a href=\"\/https\/www.linuxlinks.com\/streaming-linux-tidal\/\"><strong>Tidal<\/strong><\/a>.<\/td>\n<\/tr>\n<tr class=\"row-13\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/saving-money-linux-getting-started\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/09\/026-budgeting.png\" alt=\"Saving Money with Linux\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-95845\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/saving-money-linux-getting-started\/\"><strong>Saving Money with Linux<\/strong><\/a> looks at how you can reduce your energy bills running Linux.<\/td>\n<\/tr>\n<tr class=\"row-14\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/emulate-sinclair-zx81-home-computer-linux\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/home-computer-icon-48px.png\" alt=\"Home Computers\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89482\" \/><\/a><\/td><td class=\"column-2\">Home computers became commonplace in the 1980s. <a href=\"\/https\/www.linuxlinks.com\/emulate-sinclair-zx81-home-computer-linux\/\"><strong>Emulate home computers<\/strong><\/a> including the Commodore 64, Amiga, Atari ST, ZX81, Amstrad CPC, and ZX Spectrum.<\/td>\n<\/tr>\n<tr class=\"row-15\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/what-happened-three-promising-open-source-linux-terminal-emulators\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/now-and-then-icon-48px.png\" alt=\"Now and Then\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89483\" \/><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/what-happened-three-promising-open-source-linux-terminal-emulators\/\"><strong>Now and Then<\/strong><\/a> examines how promising open source software fared over the years. It can be a bumpy ride.<\/td>\n<\/tr>\n<tr class=\"row-16\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/linux-home-cooking-linux\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/linux-at-home-icon-48px.png\" alt=\"Linux at Home\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89481\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/linux-home-cooking-linux\/\"><strong>Linux at Home<\/strong><\/a> looks at a range of home activities where Linux can play its part, making the most of our time at home, keeping active and engaged.<\/td>\n<\/tr>\n<tr class=\"row-17\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/linux-candy-free-and-open-source-software-fun\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/linux-candy-icon-48px.png\" alt=\"Linux Candy\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89484\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/linux-candy-free-and-open-source-software-fun\/\"><strong>Linux Candy<\/strong><\/a> reveals the lighter side of Linux. Have some fun and escape from the daily drudgery.<\/td>\n<\/tr>\n<tr class=\"row-18\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/getting-started-docker-install-docker-engine\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2021\/11\/Docker-icon-48.png\" alt=\"Docker\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-80475\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/getting-started-docker-install-docker-engine\/\"><strong>Getting Started with Docker<\/strong><\/a> helps you master Docker, a set of platform as a service products that delivers software in packages called containers.<\/td>\n<\/tr>\n<tr class=\"row-19\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/best-free-android-apps\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/android-apps-icon-48px.png\" alt=\"Android Apps\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89485\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/best-free-android-apps\/\"><strong>Best Free Android Apps<\/strong><\/a>. We showcase free Android apps that are definitely worth downloading. There's a strict eligibility criteria for inclusion in this series.<\/td>\n<\/tr>\n<tr class=\"row-20\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/excellent-free-programming-books\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/programming-books-icon-48px.png\" alt=\"Programming Books\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89486\" \/><\/a><\/td><td class=\"column-2\">These <a href=\"\/https\/www.linuxlinks.com\/excellent-free-programming-books\/\"><strong>best free books<\/strong><\/a> accelerate your learning of every programming language. Learn a new language today!<\/td>\n<\/tr>\n<tr class=\"row-21\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/category\/tutorials\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/programming-tutorials-icon-48px.png\" alt=\"Programming Tutorials\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89487\" \/><\/a><\/td><td class=\"column-2\">These <a href=\"\/https\/www.linuxlinks.com\/category\/tutorials\/\"><strong>free tutorials<\/strong><\/a> offer the perfect tonic to our free programming books series.<\/td>\n<\/tr>\n<tr class=\"row-22\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/linux-world\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/07\/linux-around-world-icon-48px.png\" alt=\"Linux Around The World\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-93986\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/linux-world\/\"><strong>Linux Around The World<\/strong><\/a> showcases usergroups that are relevant to Linux enthusiasts. Great ways to meet up with fellow enthusiasts.<\/td>\n<\/tr>\n<tr class=\"row-23\">\n\t<td class=\"column-1\"><a href=\"\/https\/www.linuxlinks.com\/stars-stripes-nasa-linux\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2022\/05\/stars-stripes-icon-48px.png\" alt=\"Stars and Stripes\" width=\"48\" height=\"48\" class=\"alignnone size-full wp-image-89488\" \/><\/a><\/td><td class=\"column-2\"><a href=\"\/https\/www.linuxlinks.com\/stars-stripes-nasa-linux\/\"><strong>Stars and Stripes<\/strong><\/a> is an occasional series looking at the impact of Linux in the USA.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-1 from cache -->\n","protected":false},"excerpt":{"rendered":"<p>Great Expectations (GX) helps data teams build a shared understanding of their data through quality testing, documentation, and profiling.<\/p>\n","protected":false},"author":2,"featured_media":91163,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"yes","_lmt_disable":"no","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[59],"tags":[1911,226],"class_list":["post-117158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-scientific","tag-data-validation","tag-python"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Great Expectations - validating, documenting, and profiling data - LinuxLinks<\/title>\n<meta name=\"description\" content=\"Great Expectations (GX) helps data teams build a shared understanding of their data through quality testing, documentation, and profiling.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/great-expectations-validating-documenting-profiling-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Great Expectations - validating, documenting, and profiling data - LinuxLinks\" \/>\n<meta property=\"og:description\" content=\"Great Expectations (GX) helps data teams build a shared understanding of their data through quality testing, documentation, and profiling.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/great-expectations-validating-documenting-profiling-data\/\" \/>\n<meta property=\"og:site_name\" content=\"LinuxLinks\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-20T05:22:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-20T05:23:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/blue-sea-697d.quartiers047.workers.dev:443\/https\/www.linuxlinks.com\/wp-content\/uploads\/2020\/11\/data-science-software.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"700\" \/>\n\t<meta property=\"og:image:height\" content=\"353\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Steve Emms\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Steve Emms\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.linuxlinks.com\\\/great-expectations-validating-documenting-profiling-data\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.linuxlinks.com\\\/great-expectations-validating-documenting-profiling-data\\\/\"},\"author\":{\"name\":\"Steve Emms\",\"@id\":\"https:\\\/\\\/www.linuxlinks.com\\\/#\\\/schema\\\/person\\\/17dfabbd529c578efaa94d3386f03261\"},\"headline\":\"Great Expectations &#8211; 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