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href="https://www.morph-data.io/changelog" target="_blank" rel="noreferrer" class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300"><div class="mr-4 rounded-md p-1 zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/rss.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/rss.svg);mask-repeat:no-repeat;mask-position:center"></svg></div>Changelog</a></li><li class="list-none"><a href="https://www.morph-data.io/tools/connectors/database" target="_blank" rel="noreferrer" class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300"><div class="mr-4 rounded-md p-1 zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/plug.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/plug.svg);mask-repeat:no-repeat;mask-position:center"></svg></div>Connectors</a></li><li class="list-none"><a href="https://www.morph-data.io/tools/snippets/undefined" target="_blank" rel="noreferrer" class="pl-4 group flex items-center lg:text-sm lg:leading-6 mb-5 sm:mb-4 font-medium text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300"><div class="mr-4 rounded-md p-1 zinc-box group-hover:brightness-100 group-hover:ring-0 ring-1 ring-gray-950/5 dark:ring-gray-700/40"><svg class="h-4 w-4 secondary-opacity group-hover:fill-primary-dark group-hover:bg-white bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/brackets-curly.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/duotone/brackets-curly.svg);mask-repeat:no-repeat;mask-position:center"></svg></div>Code Snippets</a></li><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Getting Started</h5><ul><li id="/docs/en/getting-started/why-morph" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/getting-started/why-morph"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/lightbulb.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Introduction</div></div></a></li><li id="/docs/en/getting-started/installation" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/getting-started/installation"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/wrench.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Installation</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Quick Start</h5><ul><li id="/docs/en/quickstart/building-app" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/quickstart/building-app"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rocket.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Building AI App</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">How to Deploy</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Framework</h5><ul><li id="/docs/en/develop/guides/framework" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/framework"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/eye.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/eye.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Framework Overview</div></div></a></li><li id="/docs/en/develop/guides/alias" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/alias"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/shuffle.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/shuffle.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Alias</div></div></a></li><li id="/docs/en/develop/guides/building-backend" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/building-backend"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/brackets-curly.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Building the Backend</div></div></a></li><li id="/docs/en/develop/guides/building-frontend" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/building-frontend"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/markdown.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/markdown.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Building the Frontend</div></div></a></li><li id="/docs/en/develop/guides/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/develop/guides/integration" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/integration"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Data Connector</div></div></a></li><li id="/docs/en/develop/guides/variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Variables</div></div></a></li><li id="/docs/en/develop/guides/user-role" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/user-role"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Role-based Access Control</div></div></a></li><li id="/docs/en/develop/guides/updating-project" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/guides/updating-project"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/rotate.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Updating the Project</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Deployment</h5><ul><li id="/docs/en/deploy/customize-dockerfile" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/customize-dockerfile"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/server.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Customizing the Runtime Environment</div></div></a></li><li id="/docs/en/deploy/environment-variables" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/environment-variables"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/square-terminal.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Environment Variables</div></div></a></li><li id="/docs/en/deploy/public" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/deploy/public"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/link.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Enable Public Access</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: Data Analysis</h5><ul><li id="/docs/en/develop/tutorials/pygwalker" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/pygwalker"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-user.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a BI app using Pygwalker</div></div></a></li><li id="/docs/en/develop/tutorials/plotly" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/plotly"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/chart-bar.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Build a sophisticated dashboard using Plotly</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Tutorials: LLM Apps</h5><ul><li id="/docs/en/develop/tutorials/chatbot" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chatbot"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/message-dots.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Create a chat app</div></div></a></li><li id="/docs/en/develop/tutorials/chat_sidebyside" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/develop/tutorials/chat_sidebyside"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/code.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>AI Chat generates and executes code</div></div></a></li></ul></div><div class="mt-12 lg:mt-8"><h5 class="pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200">Advanced</h5><ul><li id="/docs/en/advanced/api_key" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/api_key"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/key.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>API Key</div></div></a></li><li id="/docs/en/advanced/builtin-postgres" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/builtin-postgres"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/database.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Built-in PostgreSQL</div></div></a></li><li id="/docs/en/advanced/migration-guide" class="scroll-m-4 first:scroll-m-20"><a class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/docs/en/advanced/migration-guide"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/arrows-turn-to-dots.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/arrows-turn-to-dots.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="flex-1 flex items-center space-x-2.5"><div>Version Migration Guide</div></div></a></li><li><div class="group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 cursor-pointer focus:outline-primary dark:focus:outline-primary-light gap-x-3 rounded-xl hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem"><svg class="h-4 w-4 bg-gray-400 dark:bg-gray-500" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/regular/plug.svg);mask-repeat:no-repeat;mask-position:center"></svg><div class="">Connectors</div><svg width="8" height="24" viewBox="0 -9 3 24" class="transition-transform text-gray-400 overflow-visible group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 -mr-0.5"><path d="M0 0L3 3L0 6" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round"></path></svg></div></li></ul></div></div></div></div></div><div class="" id="content-container"><div class="flex flex-row gap-12 box-border w-full pt-40 lg:pt-10"><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[23.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative"><div class="mt-0.5 space-y-2.5"><div class="flex items-center"><h1 class="inline-block text-2xl sm:text-3xl font-bold text-gray-900 tracking-tight dark:text-gray-200">Data Visualization</h1></div></div></header><div class="flex flex-col gap-8"></div><div class="relative mt-8 prose prose-gray dark:prose-invert"><p>Visualization is crucial to understanding data. This section shows you how to visualise data on the Morph workspace.</p> <h2 class="flex whitespace-pre-wrap group font-semibold" id="using-the-visualization-function"><div class="absolute"><a href="#using-the-visualization-function" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Using the visualization function</span></h2> <p>Morph provides a function for realising simple visualizations in the GUI by creating a file with the extension vg.json. To realise general visualizations such as bar charts and line graphs, the visualization results can be immediately obtained by aggregating the original data.</p> <h3 class="flex whitespace-pre-wrap group font-semibold" id="treatment"><div class="absolute"><a href="#treatment" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Treatment</span></h3> <p>First, open the SQL, Python file containing the aggregated source data for the data you want to visualize.</p> <p>When you open the file, an icon to start the visualization function appears in the top right-hand corner. Click here.</p>  <p>A file with the extension vg.json is generated on the same level of the directory. Open that file.</p> <p>A GUI screen for visualization will appear as follows. Set each value and a beautiful graph will be displayed in real time.</p>  <h3 class="flex whitespace-pre-wrap group font-semibold" id="visualization-sample"><div class="absolute"><a href="#visualization-sample" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Visualization sample</span></h3> <iframe src="https://www.loom.com/embed/9274b8d8cc214161a5d22d67516ceeda?sid=c1a9dbf7-ff99-4b3d-b6d6-60e420c4e21a" controls="" class="w-full aspect-video"></iframe> <h2 class="flex whitespace-pre-wrap group font-semibold" id="implement-more-complex-visualizations"><div class="absolute"><a href="#implement-more-complex-visualizations" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100" aria-label="Navigate to header"><div class="w-6 h-6 text-gray-400 rounded-md flex items-center justify-center zinc-box bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20"><svg xmlns="http://www.w3.org/2000/svg" fill="gray" height="12px" viewBox="0 0 576 512"><path d="M0 256C0 167.6 71.6 96 160 96h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C98.1 144 48 194.1 48 256s50.1 112 112 112h72c13.3 0 24 10.7 24 24s-10.7 24-24 24H160C71.6 416 0 344.4 0 256zm576 0c0 88.4-71.6 160-160 160H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c61.9 0 112-50.1 112-112s-50.1-112-112-112H344c-13.3 0-24-10.7-24-24s10.7-24 24-24h72c88.4 0 160 71.6 160 160zM184 232H392c13.3 0 24 10.7 24 24s-10.7 24-24 24H184c-13.3 0-24-10.7-24-24s10.7-24 24-24z"></path></svg></div></a></div><span class="cursor-pointer">Implement more complex visualizations</span></h2> <p>If you want to implement more complex visualizations, you can use Python visualization libraries to visualize your data.</p> <p>Morph recommends using Plotly and Matplotlib for data visualization. Create an object for visualization in these libraries, write a function to return it and execute it, and Morph’s CLI will automatically execute the visualization part. Below are some sample visualizations using Plotly and Matplotlib.</p> <p><strong>Plotly</strong></p> <div class="mt-5 mb-8 not-prose rounded-2xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock border border-transparent dark:border-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-python"><code class="language-python"><span class=""><span class="token keyword">import</span> plotly<span class="token punctuation">.</span>express <span class="token keyword">as</span> px</span>  <span class=""><span class="token keyword">import</span> morph</span> <span class=""><span class="token keyword">from</span> morph <span class="token keyword">import</span> MorphGlobalContext</span>  <span class=""><span class="token decorator annotation punctuation">@morph<span class="token punctuation">.</span>func</span><span class="token punctuation">(</span></span> <span class=""> name<span class="token operator">=</span><span class="token string">"${MORPH_NAME}"</span><span class="token punctuation">,</span></span> <span class=""> description<span class="token operator">=</span><span class="token string">"${MORPH_DESCRIPTION}"</span><span class="token punctuation">,</span></span> <span class=""><span class="token punctuation">)</span></span> <span class=""><span class="token decorator annotation punctuation">@morph<span class="token punctuation">.</span>load_data</span><span class="token punctuation">(</span><span class="token string">"${MORPH_PARENT_NAME}"</span><span class="token punctuation">)</span></span> <span class=""><span class="token keyword">def</span> <span class="token function">main</span><span class="token punctuation">(</span>context<span class="token punctuation">:</span> MorphGlobalContext<span class="token punctuation">)</span> <span class="token operator">-</span><span class="token operator">></span> px<span class="token punctuation">.</span>line<span class="token punctuation">:</span></span> <span class=""> data <span class="token operator">=</span> context<span class="token punctuation">.</span>data<span class="token punctuation">[</span><span class="token string">"${MORPH_PARENT_NAME}"</span><span class="token punctuation">]</span></span> <span class=""> <span class="token comment"># This is where you write your code.</span></span> <span class=""> <span class="token comment"># The `px.line` function creates a line plot using Plotly Express.</span></span> <span class=""> fig <span class="token operator">=</span> px<span class="token punctuation">.</span>line<span class="token punctuation">(</span>data<span class="token punctuation">,</span> x<span class="token operator">=</span><span class="token string">"X Axis"</span><span class="token punctuation">,</span> y<span class="token operator">=</span><span class="token string">"Y Axis"</span><span class="token punctuation">,</span> markers<span class="token operator">=</span><span class="token boolean">True</span><span class="token punctuation">)</span></span> <span class=""> fig<span class="token punctuation">.</span>update_layout<span class="token punctuation">(</span>title<span class="token operator">=</span><span class="token string">"Plotly Plot"</span><span class="token punctuation">)</span></span> <span class=""> <span class="token keyword">return</span> fig</span> </code></pre></div></div></div> <p><strong>Matplotlib</strong></p> <div class="mt-5 mb-8 not-prose rounded-2xl relative text-gray-50 bg-[#0F1117] dark:bg-codeblock border border-transparent dark:border-gray-800/50 codeblock-dark"><div class="min-w-full relative text-sm leading-6 children:!my-0 children:!shadow-none children:!bg-transparent transition-[height] duration-300 ease-in-out" style="font-variant-ligatures:none;height:auto"><div class="overflow-x-auto h-full p-5 overflow-y-hidden scrollbar-thin scrollbar-thumb-rounded scrollbar-thumb-white/20 dark:scrollbar-thumb-white/20 hover:scrollbar-thumb-white/25 dark:hover:scrollbar-thumb-white/25 active:scrollbar-thumb-white/25 dark:active:scrollbar-thumb-white/25"><pre class="language-python"><code class="language-python"><span class=""><span class="token keyword">import</span> matplotlib<span class="token punctuation">.</span>pyplot <span class="token keyword">as</span> plt</span>  <span class=""><span class="token keyword">import</span> morph</span> <span class=""><span class="token keyword">from</span> morph <span class="token keyword">import</span> MorphGlobalContext</span>  <span class=""><span class="token decorator annotation punctuation">@morph<span class="token punctuation">.</span>func</span><span class="token punctuation">(</span></span> <span class=""> name<span class="token operator">=</span><span class="token string">"${MORPH_NAME}"</span><span class="token punctuation">,</span></span> <span class=""> description<span class="token operator">=</span><span class="token string">"${MORPH_DESCRIPTION}"</span><span class="token punctuation">,</span></span> <span class=""><span class="token punctuation">)</span></span> <span class=""><span class="token decorator annotation punctuation">@morph<span class="token punctuation">.</span>load_data</span><span class="token punctuation">(</span><span class="token string">"${MORPH_PARENT_NAME}"</span><span class="token punctuation">)</span></span> <span class=""><span class="token keyword">def</span> <span class="token function">main</span><span class="token punctuation">(</span>context<span class="token punctuation">:</span> MorphGlobalContext<span class="token punctuation">)</span> <span class="token operator">-</span><span class="token operator">></span> plt<span class="token punctuation">.</span>Figure<span class="token punctuation">:</span></span> <span class=""> data <span class="token operator">=</span> context<span class="token punctuation">.</span>data<span class="token punctuation">[</span><span class="token string">"${MORPH_PARENT_NAME}"</span><span class="token punctuation">]</span></span> <span class=""> <span class="token comment"># This is where you write your code.</span></span> <span class=""> <span class="token comment"># The `plot` function creates a line plot using Matplotlib.</span></span> <span class=""> fig<span class="token punctuation">,</span> ax <span class="token operator">=</span> plt<span class="token punctuation">.</span>subplots<span class="token punctuation">(</span><span class="token punctuation">)</span></span> <span class=""> ax<span class="token punctuation">.</span>plot<span class="token punctuation">(</span>data<span class="token punctuation">[</span><span class="token string">"X-Axis"</span><span class="token punctuation">]</span><span class="token punctuation">,</span> data<span class="token punctuation">[</span><span class="token string">"Y-Axis"</span><span class="token punctuation">]</span><span class="token punctuation">,</span> marker<span class="token operator">=</span><span class="token string">"o"</span><span class="token punctuation">)</span></span> <span class=""> ax<span class="token punctuation">.</span>set_title<span class="token punctuation">(</span><span class="token string">"Matplotlib Plot"</span><span class="token punctuation">)</span></span> <span class=""> ax<span class="token punctuation">.</span>set_xlabel<span class="token punctuation">(</span><span class="token string">"X-Axis"</span><span class="token punctuation">)</span></span> <span class=""> ax<span class="token punctuation">.</span>set_ylabel<span class="token punctuation">(</span><span class="token string">"Y-Axis"</span><span class="token punctuation">)</span></span> <span class=""> <span class="token keyword">return</span> fig</span> </code></pre></div></div></div> <div class="my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-emerald-500/20 bg-emerald-50/50 dark:border-emerald-500/30 dark:bg-emerald-500/10"><div class="mt-0.5 w-4"><svg width="11" height="14" viewBox="0 0 11 14" fill="currentColor" xmlns="http://www.w3.org/2000/svg" class="text-emerald-600 dark:text-emerald-400/80 w-3.5 h-auto" aria-label="Tip"><path d="M3.12794 12.4232C3.12794 12.5954 3.1776 12.7634 3.27244 12.907L3.74114 13.6095C3.88471 13.8248 4.21067 14 4.46964 14H6.15606C6.41415 14 6.74017 13.825 6.88373 13.6095L7.3508 12.9073C7.43114 12.7859 7.49705 12.569 7.49705 12.4232L7.50055 11.3513H3.12521L3.12794 12.4232ZM5.31288 0C2.52414 0.00875889 0.5 2.26889 0.5 4.78826C0.5 6.00188 0.949566 7.10829 1.69119 7.95492C2.14321 8.47011 2.84901 9.54727 3.11919 10.4557C3.12005 10.4625 3.12175 10.4698 3.12261 10.4771H7.50342C7.50427 10.4698 7.50598 10.463 7.50684 10.4557C7.77688 9.54727 8.48281 8.47011 8.93484 7.95492C9.67728 7.13181 10.1258 6.02703 10.1258 4.78826C10.1258 2.15486 7.9709 0.000106649 5.31288 0ZM7.94902 7.11267C7.52078 7.60079 6.99082 8.37878 6.6077 9.18794H4.02051C3.63739 8.37878 3.10743 7.60079 2.67947 7.11294C2.11997 6.47551 1.8126 5.63599 1.8126 4.78826C1.8126 3.09829 3.12794 1.31944 5.28827 1.3126C7.2435 1.3126 8.81315 2.88226 8.81315 4.78826C8.81315 5.63599 8.50688 6.47551 7.94902 7.11267ZM4.87534 2.18767C3.66939 2.18767 2.68767 3.16939 2.68767 4.37534C2.68767 4.61719 2.88336 4.81288 3.12521 4.81288C3.36705 4.81288 3.56274 4.61599 3.56274 4.37534C3.56274 3.6515 4.1515 3.06274 4.87534 3.06274C5.11719 3.06274 5.31288 2.86727 5.31288 2.62548C5.31288 2.38369 5.11599 2.18767 4.87534 2.18767Z"></path></svg></div><div class="text-sm prose min-w-0 text-emerald-900 dark:text-emerald-200"><p>These visualizations output the results of the execution in HTML and PNG. If you want to access these raw data, you can specify the output destination with <code>@morph.func</code>’s <code>output_paths</code>. By specifying <code>@morph.func(output_paths=[‘/tmp/morph/{name}/{now()}{ext()}’])</code> in this way, the output is output to <code>_private/{name of function}/{time stamp of execution}{.png, .html}</code>.</p></div></div></div><div class="leading-6 mt-14"><footer id="footer" class="flex gap-12 justify-between pt-10 border-t border-gray-100 sm:flex dark:border-gray-800/50 pb-28"><div class="flex gap-6 flex-wrap"><a href="https://x.com/morphdbHQ" target="_blank"><span class="sr-only">x</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/x-twitter.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/x-twitter.svg);mask-repeat:no-repeat;mask-position:center"></svg></a><a href="https://github.com/useMorph" target="_blank"><span class="sr-only">github</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/github.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/github.svg);mask-repeat:no-repeat;mask-position:center"></svg></a><a href="https://www.linkedin.com/company/morphdbhq" target="_blank"><span class="sr-only">linkedin</span><svg class="w-5 h-5 bg-gray-400 dark:bg-gray-500 hover:bg-gray-500 dark:hover:bg-gray-400" style="-webkit-mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(https://mintlify.b-cdn.net/v6.6.0/brands/linkedin.svg);mask-repeat:no-repeat;mask-position:center"></svg></a></div><div class="flex items-center justify-between"><div class="sm:flex"><a href="https://mintlify.com/preview-request?utm_campaign=poweredBy&utm_medium=docs&utm_source=docs.morph-data.io" target="_blank" rel="noreferrer" class="text-sm text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300 text-nowrap">Powered by Mintlify</a></div></div></footer></div></div><div class="hidden xl:flex self-start sticky h-[calc(100vh-8rem-1.5rem-1.5rem)] top-[calc(8rem+1.5rem)]" id="content-side-layout"><div class="z-10 hidden xl:flex pl-10 box-border w-[19rem]" id="table-of-contents"><div id="table-of-contents-content" class="text-gray-600 text-sm leading-6 w-[16.5rem] overflow-y-auto space-y-2"><div class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" stroke="currentColor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" class="h-3 w-3"><path d="M2.44434 12.6665H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 3.3335H13.5554" stroke-linecap="round" stroke-linejoin="round"></path><path d="M2.44434 8H7.33323" stroke-linecap="round" stroke-linejoin="round"></path></svg><span>On this page</span></div><ul><li><a href="#using-the-visualization-function" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Using the visualization function</a></li><li class=""><a style="margin-left:1rem" href="#treatment" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Treatment</a></li><li class=""><a style="margin-left:1rem" href="#visualization-sample" class="group flex items-start py-1 whitespace-pre-wrap text-gray-500 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Visualization sample</a></li><li><a href="#implement-more-complex-visualizations" class="py-1 block font-medium hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300">Implement more complex visualizations</a></li></ul></div></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"mdxSource":{"compiledSource":"\"use strict\";\nconst {Fragment: _Fragment, jsx: _jsx, jsxs: _jsxs} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n code: \"code\",\n p: \"p\",\n pre: \"pre\",\n span: \"span\",\n strong: \"strong\",\n ..._provideComponents(),\n ...props.components\n }, {CodeBlock, Heading, Tip, ZoomImage} = _components;\n if (!CodeBlock) _missingMdxReference(\"CodeBlock\", true);\n if (!Heading) _missingMdxReference(\"Heading\", true);\n if (!Tip) _missingMdxReference(\"Tip\", true);\n if (!ZoomImage) _missingMdxReference(\"ZoomImage\", true);\n return _jsxs(_Fragment, {\n children: [_jsx(_components.p, {\n children: \"Visualization is crucial to understanding data. 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