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justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/">Welcome</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new">What's new<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q1-2025">Q1 2025</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q4-2024">Q4 2024</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q3-2024">Q3 2024</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q2-2024">Q2 2024</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q1-2024">Q1 2024</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q4-2023">Q4 2023</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q3-2023">Q3 2023</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q2-2023">Q2 2023</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q1-2023">Q1 2023</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q4-2022">Q4 2022</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/whats-new/q3-2022">Q3 2022</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs">FAQs<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/accounts">Accounts</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/migration-to-the-new-platform">Migration to the new platform</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/user-and-organization-setup">User & organization setup</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/workspace">General</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/builder">Builder</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/workflows">Workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/data-observatory">Data Observatory</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/analytics-toolbox">Analytics Toolbox</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/development-tools">Development Tools</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/deployment-options">Deployment Options</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/support-packages">Support Packages</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/carto-for-education">CARTO for Education</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/faqs/security-and-compliance">Security and Compliance</a></li></ul></div></li><li class="flex flex-col group/page-group-item"><div class="flex items-center gap-3 px-3 z-[1] sticky -top-5 pt-6 group-first/page-group-item:-mt-5 pb-3 -mb-1.5 text-xs tracking-wide font-semibold uppercase [mask-image:linear-gradient(rgba(0,0,0,1)_70%,rgba(0,0,0,0))] bg-tint-base sidebar-filled:bg-tint-subtle theme-muted:bg-tint-subtle theme-bold-tint:bg-tint-subtle [html.sidebar-filled.theme-muted_&]:bg-tint-base [html.sidebar-filled.theme-bold.tint_&]:bg-tint-base [html.sidebar-default.theme-gradient_&]:bg-gradient-primary [html.sidebar-default.theme-gradient.tint_&]:bg-gradient-tint">Getting started</div><ul class="flex flex-col gap-y-0.5"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/carto-in-a-nutshell">What is CARTO?</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/quickstart-guides">Quickstart guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/quickstart-guides/connecting-to-your-data">Connecting to your data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/quickstart-guides/creating-your-first-map">Creating your first map</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/quickstart-guides/creating-your-first-workflow">Creating your first workflow</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/getting-started/quickstart-guides/developing-your-first-application">Developing your first application</a></li></ul></div></li><li class="flex flex-col"><a class="flex justify-start items-center gap-3 p-1.5 pl-3 text-sm transition-colors duration-100 text-tint-strong/7 rounded-md straight-corners:rounded-none before:content-none font-normal hover:bg-tint hover:text-tint-strong" href="https://academy.carto.com">CARTO Academy<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li></ul></li><li class="flex flex-col group/page-group-item"><div class="flex items-center gap-3 px-3 z-[1] sticky -top-5 pt-6 group-first/page-group-item:-mt-5 pb-3 -mb-1.5 text-xs tracking-wide font-semibold uppercase [mask-image:linear-gradient(rgba(0,0,0,1)_70%,rgba(0,0,0,0))] bg-tint-base sidebar-filled:bg-tint-subtle theme-muted:bg-tint-subtle theme-bold-tint:bg-tint-subtle [html.sidebar-filled.theme-muted_&]:bg-tint-base [html.sidebar-filled.theme-bold.tint_&]:bg-tint-base [html.sidebar-default.theme-gradient_&]:bg-gradient-primary [html.sidebar-default.theme-gradient.tint_&]:bg-gradient-tint">CARTO User Manual</div><ul class="flex flex-col gap-y-0.5"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/overview">Overview<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/overview/creating-your-carto-organization">Creating your CARTO organization</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/overview/carto-cloud-regions">CARTO Cloud Regions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/overview/carto-workspace-overview">CARTO Workspace overview</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps">Maps<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources">Data sources<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/simple-features">Simple features</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/spatial-indexes">Spatial Indexes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/pre-generated-tilesets">Pre-generated tilesets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/rasters">Rasters</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/defining-source-spatial-data">Defining source spatial data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/managing-data-freshness">Managing data freshness</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/data-sources/changing-data-source-location">Changing data source location</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers">Layers<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/point">Point<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/point/grid-point-aggregation">Grid point aggregation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/point/h3-point-aggregation">H3 point aggregation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/point/heatmap-point-aggregation">Heatmap point aggregation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/point/cluster-point-aggregation">Cluster point aggregation</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/polygon">Polygon</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/line">Line</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/grid">Grid</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/h3">H3</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/raster">Raster</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/layers/zoom-to-layer">Zoom to layer</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets">Widgets<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/formula-widget">Formula widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/category-widget">Category widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/pie-widget">Pie widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/histogram-widget">Histogram widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/range-widget">Range widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/time-series-widget">Time Series widget</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/widgets/table-widget">Table widget</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-parameters">SQL Parameters<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-parameters/date-parameter">Date parameter</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-parameters/text-parameter">Text parameter</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-parameters/numeric-parameter">Numeric parameter</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-parameters/publishing-sql-parameters">Publishing SQL parameters</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/interactions">Interactions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/legend">Legend</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/basemaps">Basemaps<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/basemaps/basemap-selector">Basemap selector</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/ai-agents">AI Agents<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/ai-agents/carto-ai-terms-and-conditions">CARTO AI Terms and Conditions</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/sql-analyses">SQL analyses</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/map-view-modes">Map view modes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/map-description">Map description</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/feature-selection-tool">Feature selection tool</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/search-locations">Search locations</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/measure-distances">Measure distances</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/exporting-data">Exporting data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/download-pdf-reports">Download PDF reports</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/managing-maps">Managing maps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps">Publishing and sharing maps<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps/map-settings-for-viewers">Map settings for viewers</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps/map-preview-for-editors">Map preview for editors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps/collaborative-maps">Collaborative maps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps/embedding-maps">Embedding maps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/publishing-and-sharing-maps/url-parameters">URL parameters</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/maps/performance-considerations">Performance considerations</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows">Workflows<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/workflow-canvas">Workflow canvas</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/results-panel">Results panel</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components">Components<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/aggregation">Aggregation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/custom">Custom</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/data-enrichment">Data Enrichment</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/data-preparation">Data Preparation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/generative-ai">Generative AI</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/input-output">Input / Output</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/joins">Joins</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/parsers">Parsers</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/raster-operations">Raster Operations</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/spatial-accessors">Spatial Accessors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/spatial-analysis">Spatial Analysis</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/spatial-constructors">Spatial Constructors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/spatial-indexes">Spatial Indexes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/spatial-operations">Spatial Operations</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/statistics">Statistics</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/tileset-creation">Tileset Creation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/bigquery-ml">BigQuery ML</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/google-earth-engine">Google Earth Engine</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/google-environment-apis">Google Environment APIs</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/components/telco-signal-propagation-models">Telco Signal Propagation Models</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/data-sources">Data Sources</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/scheduling-workflows">Scheduling workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/sharing-workflows">Sharing workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/using-variables-in-workflows">Using variables in workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/executing-workflows-via-api">Executing workflows via API</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/temporary-data-in-workflows">Temporary data in Workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/extension-packages">Extension Packages</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/managing-maps">Managing workflows</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/workflows/how-to-optimize-generated-tables">Workflows best practices</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer">Data Explorer<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer/creating-a-map-from-your-data">Creating a map from your data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer/importing-data">Importing data<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer/importing-data/importing-rasters">Importing rasters</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer/geocoding-data">Geocoding data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-explorer/optimizing-your-data">Optimizing your data</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory">Data Observatory<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/terminology">Terminology</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-and-browsing-the-spatial-data-catalog">Browsing the Spatial Data Catalog</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/subscribing-to-public-and-premium-datasets">Subscribing to public and premium datasets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-free-data-samples">Accessing free data samples</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/managing-your-subscriptions">Managing your subscriptions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse">Accessing your subscriptions from your data warehouse<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse/access-data-in-bigquery">Access data in BigQuery</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse/access-data-in-snowflake">Access data in Snowflake</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse/access-data-in-databricks">Access data in Databricks</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse/access-data-in-redshift">Access data in Redshift</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/data-observatory/accessing-your-subscriptions-from-your-data-warehouse/access-data-in-postgresql">Access data in PostgreSQL</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections">Connections<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/bigquery">Google BigQuery</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/snowflake">Snowflake</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/redshift">Amazon Redshift</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/postgresql">PostgreSQL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/databricks">Databricks</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/carto-data-warehouse">CARTO Data Warehouse</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/sharing-a-connection">Sharing connections</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/deleting-a-connection">Deleting a connection</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/required-permissions">Required permissions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/ip-whitelisting">IP whitelisting</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/connections/customer-data-responsibilities">Customer data responsibilities</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/applications">Applications</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings">Settings<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/understanding-your-organization-quotas">Understanding your organization quotas</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/activity-data">Activity Data<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/activity-data/activity-data-reference">Activity Data Reference</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/activity-data/activity-data-examples">Activity Data Examples</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/activity-data/activity-data-changelog">Activity Data Changelog</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups">Users and Groups<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/inviting-users-to-your-organization">Inviting users to your organization</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/managing-user-roles">Managing user roles</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/deleting-users">Deleting users</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/sso">SSO</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/managing-user-groups">Groups</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/users-and-groups/mapping-groups-to-user-roles">Mapping groups to user roles</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/carto-support-access">CARTO Support Access</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/customizations">Customizations<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/customizations/customizing-appearance-and-branding">Customizing appearance and branding</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/customizations/configuring-custom-color-palettes">Configuring custom color palettes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/customizations/configuring-your-organization-basemaps">Configuring your organization basemaps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/customizations/enabling-ai-agents">Enabling AI Agents</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings">Advanced Settings<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings/managing-registered-apps">Managing applications</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings/configuring-s3-bucket-for-redshift-imports">Configuring S3 Bucket for Redshift Imports</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings/configuring-oauth-connections-to-snowflake">Configuring OAuth connections to Snowflake</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings/configuring-s3-bucket-integration-for-rds-for-postgresql-exports-in-builder">Configuring S3 Bucket integration for RDS for PostgreSQL Exports in Builder</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/advanced-settings/workload-identity-federation">Configuring Workload Identity Federation for BigQuery</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/data-observatory">Data Observatory</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/settings/deleting-your-organization">Deleting your organization</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers">Developers<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/managing-credentials">Managing Credentials<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/managing-credentials/api-base-url">API Base URL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/managing-credentials/api-access-tokens">API Access Tokens</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/managing-credentials/spa-oauth-clients">SPA OAuth Clients</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/managing-credentials/m2m-oauth-clients">M2M OAuth Clients</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-user-manual/developers/named-sources">Named Sources</a></li></ul></div></li></ul></li><li class="flex flex-col group/page-group-item"><div class="flex items-center gap-3 px-3 z-[1] sticky -top-5 pt-6 group-first/page-group-item:-mt-5 pb-3 -mb-1.5 text-xs tracking-wide font-semibold uppercase [mask-image:linear-gradient(rgba(0,0,0,1)_70%,rgba(0,0,0,0))] bg-tint-base sidebar-filled:bg-tint-subtle theme-muted:bg-tint-subtle theme-bold-tint:bg-tint-subtle [html.sidebar-filled.theme-muted_&]:bg-tint-base [html.sidebar-filled.theme-bold.tint_&]:bg-tint-base [html.sidebar-default.theme-gradient_&]:bg-gradient-primary [html.sidebar-default.theme-gradient.tint_&]:bg-gradient-tint">Data and Analysis</div><ul class="flex flex-col gap-y-0.5"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-overview">Analytics Toolbox Overview</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery">Analytics Toolbox for BigQuery<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-90"></svg></span></a><div class="" style="opacity:1;height:auto;display:block"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/getting-access">Getting access<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/getting-access/projects-maintained-by-carto-in-different-bigquery-regions">Projects maintained by CARTO in different BigQuery regions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/getting-access/manual-installation-in-your-own-project">Manual installation in your own project</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/getting-access/installation-in-a-google-cloud-vpc">Installation in a Google Cloud VPC</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/getting-access/core-module">Core module</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/key-concepts/tilesets">Tilesets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/key-concepts/spatial-indexes">Spatial indexes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference">SQL Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-90"></svg></span></a><div class="" style="opacity:1;height:auto;display:block"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/accessors">accessors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/clustering">clustering</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/constructors">constructors</a></li><li class="flex flex-col"><a aria-current="page" class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance text-sm hover:contrast-more:ring-1 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px font-semibold sidebar-list-line:before:w-0.5 before:bg-primary-solid text-primary-subtle sidebar-list-pill:bg-primary [html.sidebar-list-pill.theme-muted_&]:bg-primary-hover [html.sidebar-list-pill.theme-bold.tint_&]:bg-primary-hover [html.sidebar-filled.sidebar-list-pill.theme-muted_&]:bg-primary [html.sidebar-filled.sidebar-list-pill.theme-bold.tint_&]:bg-primary hover:bg-primary-hover hover:text-primary hover:before:bg-primary-solid-hover sidebar-list-pill:hover:bg-primary-hover contrast-more:text-primary contrast-more:hover:text-primary-strong contrast-more:bg-primary contrast-more:ring-1 contrast-more:ring-primary contrast-more:hover:ring-primary-hover" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg">cpg</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data">data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/http_request">http_request</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/import">import</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/geohash">geohash</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/h3">h3</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/lds">lds</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/measurements">measurements</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/placekey">placekey</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/processing">processing</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/quadbin">quadbin</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/random">random</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/raster">raster</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/retail">retail</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/routing">routing</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/s2">s2</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/statistics">statistics</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/telco">telco</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/tiler">tiler</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/transformations">transformations</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/guides/running-queries-from-builder">Running queries from Builder</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/guides/working-with-raster-data">Working with Raster data</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/release-notes">Release notes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-bigquery/about-analytics-toolbox-regions">About Analytics Toolbox regions</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake">Analytics Toolbox for Snowflake<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/getting-access">Getting access<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/getting-access/native-app-from-snowflakes-marketplace">Native App from Snowflake's Marketplace</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/getting-access/manual-installation">Manual installation</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/key-concepts/spatial-indexes">Spatial indexes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/key-concepts/tilesets">Tilesets</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference">SQL Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/accessors">accessors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/clustering">clustering</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/constructors">constructors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/data">data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/http_request">http_request</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/import">import</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/h3">h3</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/lds">lds</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/measurements">measurements</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/placekey">placekey</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/processing">processing</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/quadbin">quadbin</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/random">random</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/raster">raster</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/retail">retail</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/s2">s2</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/statistics">statistics</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/tiler">tiler</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/sql-reference/transformations">transformations</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/guides/running-queries-from-builder">Running queries from Builder</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/guides/working-with-raster-data">Working with Raster data</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-snowflake/release-notes">Release Notes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks">Analytics Toolbox for Databricks<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/getting-access">Getting access<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/getting-access/single-user-cluster">Single User cluster</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/getting-access/shared-cluster">Shared cluster</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/reference">Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/reference/lds">lds</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/reference/tiler">tiler</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/guides">Guides</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-databricks/release-notes">Release Notes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift">Analytics Toolbox for Redshift<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/getting-access">Getting access<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/getting-access/manual-installation-in-your-database">Manual installation in your database</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/getting-access/installation-in-a-aws-vpc">Installation in an Amazon Web Services VPC</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/getting-access/installation-of-the-core-package">Core version</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/key-concepts/tilesets">Tilesets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/key-concepts/spatial-indexes">Spatial indexes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference">SQL Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/clustering">clustering</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/constructors">constructors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/data">data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/http_request">http_request</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/import">import</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/lds">lds</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/placekey">placekey</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/processing">processing</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/quadbin">quadbin</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/random">random</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/s2">s2</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/statistics">statistics</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/tiler">tiler</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/sql-reference/transformations">transformations</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/guides/running-queries-from-builder">Running queries from Builder</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-redshift/release-notes">Release Notes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql">Analytics Toolbox for PostgreSQL<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/getting-access">Getting access<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/getting-access/manual-installation">Manual installation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/getting-access/core-version">Core version</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/key-concepts/tilesets">Tilesets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/key-concepts/spatial-indexes">Spatial Indexes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/sql-reference">SQL Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/sql-reference/h3">h3</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/sql-reference/quadbin">quadbin</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/sql-reference/tiler">tiler</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/guides/creating-spatial-index-tilesets">Creating spatial index tilesets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/guides/running-queries-from-builder">Running queries from Builder</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/analytics-toolbox-for-postgresql/release-notes">Release Notes</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python">CARTO + Python<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/installation">Installation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/authentication-methods">Authentication Methods</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/visualizing-data">Visualizing Data</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data">Working with Data<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data/how-to-work-with-your-data-in-the-carto-data-warehouse">How to work with your data in the CARTO Data Warehouse</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data/how-to-access-your-data-observatory-subscriptions">How to access your Data Observatory subscriptions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data/how-to-access-cartos-analytics-toolbox-for-bigquery-and-create-visualizations-via-python-notebooks">How to access CARTO's Analytics Toolbox for BigQuery and create visualizations via Python notebooks</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data/how-to-access-cartos-analytics-toolbox-for-snowflake-and-create-visualizations-via-python-notebooks">How to access CARTO’s Analytics Toolbox for Snowflake and create visualizations via Python notebooks</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/working-with-data/how-to-visualize-data-from-databricks">How to visualize data from Databricks</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-+-python/reference">Reference</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/data-and-analysis/carto-qgis-plugin">CARTO QGIS Plugin</a></li></ul></li><li class="flex flex-col group/page-group-item"><div class="flex items-center gap-3 px-3 z-[1] sticky -top-5 pt-6 group-first/page-group-item:-mt-5 pb-3 -mb-1.5 text-xs tracking-wide font-semibold uppercase [mask-image:linear-gradient(rgba(0,0,0,1)_70%,rgba(0,0,0,0))] bg-tint-base sidebar-filled:bg-tint-subtle theme-muted:bg-tint-subtle theme-bold-tint:bg-tint-subtle [html.sidebar-filled.theme-muted_&]:bg-tint-base [html.sidebar-filled.theme-bold.tint_&]:bg-tint-base [html.sidebar-default.theme-gradient_&]:bg-gradient-primary [html.sidebar-default.theme-gradient.tint_&]:bg-gradient-tint">CARTO for Developers</div><ul class="flex flex-col gap-y-0.5"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/overview">Overview</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/connections">Connections</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/apis">APIs</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/authentication-methods">Authentication methods<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/authentication-methods/api-access-tokens">API Access Tokens</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/authentication-methods/oauth-access-tokens">OAuth Access Tokens</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/authentication-methods/applications">OAuth Clients</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/visualization">Visualization</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/widgets">Widgets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/key-concepts/summary">Summary</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/quickstart">Quickstart<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/quickstart/how-to-make-my-first-api-call">Make your first API call</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/quickstart/visualize-your-first-dataset">Visualize your first dataset</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/quickstart/create-your-first-widget">Create your first widget</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/build-a-public-application">Build a public application</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/build-a-private-application">Build a private application</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/build-a-private-application-using-sso">Build a private application using SSO</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/visualize-massive-datasets">Visualize massive datasets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/integrate-carto-in-your-existing-application">Integrate CARTO in your existing application</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/use-boundaries-in-your-application">Use Boundaries in your application</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/avoid-exposing-sql-queries-with-named-sources">Avoid exposing SQL queries with Named Sources</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/guides/managing-cache-in-your-carto-applications">Managing cache in your CARTO applications</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl">Visualization with deck.gl<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps">Basemaps<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-basemap">CARTO Basemap</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps">Google Maps<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1">Examples<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/gallery">Gallery</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/getting-started">Getting Started</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/basic-examples">Basic Examples<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/basic-examples/hello-world">Hello World</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/basic-examples/bigquery-tileset-layer">BigQuery Tileset Layer</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/basic-examples/data-observatory-tileset-layer">Data Observatory Tileset Layer</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/advanced-examples">Advanced Examples<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/advanced-examples/arc-layer">Arc Layer</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/advanced-examples/extrusion">Extrusion</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/readme-1/advanced-examples/trips-layer">Trips Layer</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-google-maps/whats-new">What's New</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-amazon-location">Amazon Location<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-amazon-location/readme-1">Examples<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-amazon-location/readme-1/hello-world">Hello World</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-amazon-location/readme-1/cartolayer">CartoLayer</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/basemaps/carto-amazon-location/whats-new">What's New</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-deck.gl/rapid-map-prototyping">Rapid Map Prototyping</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/charts-and-widgets">Charts and widgets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference">Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="flex justify-start items-center gap-3 p-1.5 pl-3 text-sm transition-colors duration-100 text-tint-strong/7 rounded-md straight-corners:rounded-none before:content-none font-normal hover:bg-tint hover:text-tint-strong" href="https://deck.gl/docs">@deck.gl Reference<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li><li class="flex flex-col"><a class="flex justify-start items-center gap-3 p-1.5 pl-3 text-sm transition-colors duration-100 text-tint-strong/7 rounded-md straight-corners:rounded-none before:content-none font-normal hover:bg-tint hover:text-tint-strong" href="https://deck.gl/docs/api-reference/carto/overview">@deck.gl/carto Reference<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference">CARTO Widgets Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/data-sources">Data Sources</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models">Models<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/getformula">getFormula</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/getcategories">getCategories</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/gethistogram">getHistogram</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/getrange">getRange</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/getscatter">getScatter</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/gettimeseries">getTimeSeries</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/models/gettable">getTable</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/filters">Filters<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/filters/column-filters">Column filters</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/reference/carto-widgets-reference/filters/spatial-filters">Spatial filters</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="flex justify-start items-center gap-3 p-1.5 pl-3 text-sm transition-colors duration-100 text-tint-strong/7 rounded-md straight-corners:rounded-none before:content-none font-normal hover:bg-tint hover:text-tint-strong" href="https://api-docs.carto.com">CARTO APIs Reference<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right-from-square.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 mr-1 mt-1 place-self-start shrink-0 text-current transition-colors [&>path]:transition-[opacity] [&>path]:[opacity:0.40] group-hover:[&>path]:[opacity:1]"></svg></a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/release-notes">Release Notes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/examples">Examples</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react">CARTO for React<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/getting-started">Getting Started</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/views">Views</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/data-sources">Data Sources</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/layers">Layers</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/widgets">Widgets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/authentication-and-authorization">Authentication and Authorization</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/basemaps">Basemaps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/look-and-feel">Look and Feel</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/query-parameters">Query Parameters</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/code-generator">Code Generator</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/sample-applications">Sample Applications</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/deployment">Deployment</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/guides/upgrade-guide">Upgrade Guide</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/examples">Examples</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference">Library Reference<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/introduction">Introduction</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/api">API</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/auth">Auth</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/basemaps">Basemaps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/core">Core</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/redux">Redux</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/ui">UI</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/library-reference/widgets">Widgets</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-for-developers/carto-for-react/release-notes">Release Notes</a></li></ul></div></li></ul></li><li class="flex flex-col group/page-group-item"><div class="flex items-center gap-3 px-3 z-[1] sticky -top-5 pt-6 group-first/page-group-item:-mt-5 pb-3 -mb-1.5 text-xs tracking-wide font-semibold uppercase [mask-image:linear-gradient(rgba(0,0,0,1)_70%,rgba(0,0,0,0))] bg-tint-base sidebar-filled:bg-tint-subtle theme-muted:bg-tint-subtle theme-bold-tint:bg-tint-subtle [html.sidebar-filled.theme-muted_&]:bg-tint-base [html.sidebar-filled.theme-bold.tint_&]:bg-tint-base [html.sidebar-default.theme-gradient_&]:bg-gradient-primary [html.sidebar-default.theme-gradient.tint_&]:bg-gradient-tint">CARTO Self-Hosted</div><ul class="flex flex-col gap-y-0.5"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/overview">Overview</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/key-concepts/architecture">Architecture</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/key-concepts/deployment-requirements">Deployment requirements</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/deployment-guides">Quickstarts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/deployment-guides/single-vm-deployment">Single VM deployment (Kots)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/deployment-guides/kubernetes">Orchestrated container deployment (Kots)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/deployment-guides/orchestrated-container-deployment">Advanced Orchestrated container deployment (Helm)</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides">Guides (Kots)<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/configure-your-own-buckets">Configure your own buckets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/configure-an-external-in-memory-cache">Configure an external in-memory cache</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/enable-google-basemaps">Enable Google Basemaps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/enable-the-carto-data-warehouse">Enable the CARTO Data Warehouse</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/configure-an-external-proxy">Configure an external proxy</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/enable-bigquery-oauth-connections">Enable BigQuery OAuth connections</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/configure-single-sign-on-sso">Configure Single Sign-On (SSO)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/use-workload-identity-in-gcp">Use Workload Identity in GCP</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/high-availability-configuration-for-carto-self-hosted">High availability configuration for CARTO Self-hosted</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides/configure-your-custom-service-account">Configure your custom service account</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm">Guides (Helm)<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/configure-your-own-buckets">Configure your own buckets (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/configure-an-external-in-memory-cache">Configure an external in-memory cache (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/enable-google-basemaps">Enable Google Basemaps (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/enable-the-carto-data-warehouse">Enable the CARTO Data Warehouse (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/configure-an-external-proxy">Configure an external proxy (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/enable-bigquery-oauth-connections">Enable BigQuery OAuth connections (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/configure-single-sign-on-sso">Configure Single Sign-On (SSO) (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/use-workload-identity-in-gcp">Use Workload Identity in GCP (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/use-eks-pod-identity-in-aws">Use EKS Pod Identity in AWS (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/enable-redshift-imports">Enable Redshift imports (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/migrating-carto-self-hosted-installation-to-an-external-database">Migrating CARTO Self-hosted installation to an external database (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/advanced-customizations">Advanced customizations (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/guides/guides-helm/configure-your-custom-service-account">Configure your custom service account (Helm)</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance">Maintenance<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance">Maintenance (Kots)<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/updates">Updates</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/backups">Backups</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/uninstall">Uninstall</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/rotating-keys">Rotating keys</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/monitoring">Monitoring</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance/change-the-admin-console-password">Change the Admin Console password</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm">Maintenance (Helm)<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm/monitoring">Monitoring (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm/rotating-keys">Rotating keys (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm/uninstall">Uninstall (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm/backups">Backups (Helm)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/maintenance/maintenance-helm/updates">Updates (Helm)</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/support">Support<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/support/get-debug-information-for-support-kots">Get debug information for Support (Kots)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/support/support">Get debug information for Support (Helm)</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy">CARTO Self-hosted Legacy<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/key-concepts">Key concepts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/key-concepts/architecture">Architecture</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/key-concepts/deployment-requirements">Deployment requirements</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/quickstarts">Quickstarts<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/quickstarts/single-vm-deployment">Single VM deployment (docker-compose)</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides">Guides<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/configure-your-own-buckets">Configure your own buckets</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/configure-an-external-in-memory-cache">Configure an external in-memory cache</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/enable-google-basemaps">Enable Google Basemaps</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/enable-the-carto-data-warehouse">Enable the CARTO Data Warehouse</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/configure-an-external-proxy">Configure an external proxy</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/enable-bigquery-oauth-connections">Enable BigQuery OAuth connections</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/configure-single-sign-on-sso">Configure Single Sign-On (SSO)</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/enable-redshift-imports">Enable Redshift imports</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/configure-your-custom-service-account">Configure your custom service account</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/advanced-customizations">Advanced customizations</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/guides/migrating-carto-self-hosted-installation-to-an-external-database">Migrating CARTO Self-Hosted installation to an external database</a></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/maintenance">Maintenance<span class="group relative rounded-full straight-corners:rounded-sm w-5 h-5 after:grid-area-1-1 after:absolute after:-top-1 after:grid after:-left-1 after:w-7 after:h-7 hover:bg-tint-active hover:text-current"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon grid flex-shrink-0 size-3 m-1 text-current transition-transform opacity-6 group-hover:opacity-11 contrast-more:opacity-11 rotate-0"></svg></span></a><div class="[&_ul>li]:opacity-1" style="opacity:0;height:0px;display:none"><ul class="flex flex-col gap-y-0.5 ml-5 my-2 border-tint-subtle sidebar-list-default:border-l sidebar-list-line:border-l"><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/maintenance/updates">Updates</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/carto-self-hosted/carto-self-hosted-legacy/maintenance/backups">Backups</a></li><li class="flex flex-col"><a 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'''{\",\"marks\":[]}],\"key\":\"4acfa773d0a24ae9b4a8d95e328e4e28\"}],\"key\":\"9f0e685e830742bc849ee5b2b4dc64ab\"},{\"object\":\"block\",\"type\":\"code-line\",\"isVoid\":false,\"data\":{},\"nodes\":[{\"object\":\"text\",\"leaves\":[{\"object\":\"leaf\",\"text\":\" \\\"categorical_variables\\\":[\\\"urbanity_66f7575b_max\\\"],\",\"marks\":[]}],\"key\":\"756c40060db44a3a8f7115510e912bb7\"}],\"key\":\"36a63c1663d047419bd3e1a044714376\"},{\"object\":\"block\",\"type\":\"code-line\",\"isVoid\":false,\"data\":{},\"nodes\":[{\"object\":\"text\",\"leaves\":[{\"object\":\"leaf\",\"text\":\" \\\"model_options\\\":{\",\"marks\":[]}],\"key\":\"6b1911d133634fac99fc67c9ba61941f\"}],\"key\":\"208fb94702874764a3693154f27f04f5\"},{\"object\":\"block\",\"type\":\"code-line\",\"isVoid\":false,\"data\":{},\"nodes\":[{\"object\":\"text\",\"leaves\":[{\"object\":\"leaf\",\"text\":\" 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}'''\",\"marks\":[]}],\"key\":\"67fe9dbad83c4f4e87913eebdc2f08fc\"}],\"key\":\"1cc3be9122a941238673a13d7ea57f26\"},{\"object\":\"block\",\"type\":\"code-line\",\"isVoid\":false,\"data\":{},\"nodes\":[{\"object\":\"text\",\"leaves\":[{\"object\":\"leaf\",\"text\":\")\",\"marks\":[]}],\"key\":\"501ce399d75241d4a85119049cf403a7\"}],\"key\":\"88840f930c7240dfa43590132ca25ee9\"},{\"object\":\"block\",\"type\":\"code-line\",\"isVoid\":false,\"data\":{},\"nodes\":[{\"object\":\"text\",\"leaves\":[{\"object\":\"leaf\",\"text\":\"-- Tables `\u003cmy-project\u003e.\u003cmy-dataset\u003e.\u003coutput-prefix\u003e_target_data` and `\u003cmy-project\u003e.\u003cmy-dataset\u003e.\u003coutput-prefix\u003e_origin_data` and model `\u003cmy-project\u003e.\u003cmy-dataset\u003e.\u003coutput-prefix\u003e_model will be created\",\"marks\":[]}],\"key\":\"175d3c0d9c8044ac86b60502c10c5ee9\"}],\"key\":\"c80856362349448ca6c0cb9dfa0bce3c\"}],\"key\":\"d78fca38a4174f468f7c73a3f75d2595\"},\"style\":[\"mx-auto 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class="flex grow flex-row-reverse justify-end"><aside class="group/aside hidden xl:flex flex-col basis-56 grow-0 shrink-0 break-anywhere text-tint contrast-more:text-tint-strong sticky lg:top-0 lg:max-h-screen site-header:lg:top-16 site-header:lg:max-h-[calc(100vh_-_4rem)] site-header-sections:lg:top-[6.75rem] site-header-sections:lg:max-h-[calc(100vh_-_6.75rem)] page-api-block:xl:max-2xl:z-10 page-api-block:xl:max-2xl:fixed page-api-block:xl:max-2xl:right-8 page-api-block:xl:max-2xl:w-56 page-api-block:xl:max-2xl:bg-tint/9 page-api-block:xl:max-2xl:contrast-more:bg-tint page-api-block:xl:max-2xl:backdrop-blur-lg page-api-block:xl:max-2xl:border page-api-block:xl:max-2xl:border-tint page-api-block:xl:max-2xl:hover:shadow-lg page-api-block:xl:max-2xl:hover:shadow-tint-12/1 page-api-block:xl:max-2xl:dark:hover:shadow-tint-1/1 page-api-block:xl:max-2xl:rounded-md page-api-block:xl:max-2xl:h-auto page-api-block:xl:max-2xl:my-8 page-api-block:p-2"><div class="hidden page-api-block:xl:max-2xl:flex text-xs tracking-wide font-semibold uppercase flex-row items-center gap-2"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/block-quote.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3"></svg>On this page<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/chevron-down.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-3 opacity-6 ml-auto page-api-block:xl:max-2xl:group-hover/aside:hidden"></svg></div><div class="overflow-y-auto overflow-x-visible flex flex-col shrink pb-12 sticky lg:top:0 site-header:lg:top-16 site-header-sections:lg:top-[6.75rem] gap-6 pt-8 page-api-block:xl:max-2xl:py-0 page-api-block:xl:max-2xl:hidden page-api-block:xl:max-2xl:group-hover/aside:flex"><ul class="sidebar-list-line:border-l border-tint-subtle"><li class="flex flex-row relative h-fit mt-2"><a href="#generate_trade_areas" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">GENERATE_TRADE_AREAS</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#customer_segmentation_analysis_data" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">CUSTOMER_SEGMENTATION_ANALYSIS_DATA</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#run_customer_segmentation" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">RUN_CUSTOMER_SEGMENTATION</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#universe_matching" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">UNIVERSE_MATCHING</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#universe_matching_report" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">UNIVERSE_MATCHING_REPORT</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#create_spatial_score" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">CREATE_SPATIAL_SCORE</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#create_spatial_performance_score" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">CREATE_SPATIAL_PERFORMANCE_SCORE</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#build_similar_locations_model" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">BUILD_SIMILAR_LOCATIONS_MODEL</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#find_similar_locations" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">FIND_SIMILAR_LOCATIONS</span></a></li><li class="flex flex-row relative h-fit mt-2"><a href="#find_twin_areas_weighted" class="relative flex flex-row items-baseline z-10 text-sm w-full py-1 px-3 transition-all duration-200 rounded-md straight-corners:rounded-none sidebar-list-line:rounded-l-none hover:bg-tint-hover theme-gradient:hover:bg-tint-12/1 hover:text-tint-strong contrast-more:hover:ring-1 contrast-more:hover:ring-inset contrast-more:hover:ring-current"><span class="">FIND_TWIN_AREAS_WEIGHTED</span></a></li></ul><div class="flex flex-col gap-3 sidebar-list-default:px-3 border-t first:border-none border-tint-subtle py-4 first:pt-0 page-api-block:xl:max-2xl:px-3 empty:hidden"><div class="flex flex-col gap-3 text-sm mt-2"><div 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links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100 no-underline hover:underline text-xs tracking-wide font-semibold uppercase flex items-center gap-1.5 contrast-more:underline contrast-more:decoration-current" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference">SQL Reference</a></li></ol></nav><h1 class="text-4xl font-bold flex items-center gap-4">cpg</h1><p class="text-lg text-tint">BETA</p></header><div class="[&>*+*]:mt-5 grid whitespace-pre-wrap"><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This module contains procedures to perform spatial analysis to solve specific use-cases for the Consumer Packaged Goods (CPG) industry, such as customer segmentation.</p><h3 id="generate_trade_areas" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#generate_trade_areas" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">GENERATE_TRADE_AREAS</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">GENERATE_TRADE_AREAS(customers_query, method, options, output_prefix)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure generates the trade areas for each location specified based on the method and the options provided. Four methods are available: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">buffer</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-h3</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-quadbin</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">isoline</code>.</p><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash">For the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">isoline</code> method, the use of this procedure requires providing authorization credentials. Two parameters are needed: api_base_url and api_access_token. Both the API base url and your API access token can be accessed through the developers section of the CARTO user interface. Please check our <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/carto-user-manual/developers">documentation for Developers</a> for more details.</p></div></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">customers_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> query with store id and location. It must contain the columns <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code> (store unique id) and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code> (the geographical point of the store). The values of these columns cannot be <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">method</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> indicates the method of trade area generation. Four options available: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">buffer</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-h3</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-quadbin</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">isoline</code>. This method applies to all locations provided.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">JSON</code> A JSON string containing the required parameters for the specified method. For <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">buffer</code>: {<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">buffer</code>: radius - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOT64</code>}, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-h3</code>:{<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">resolution</code>: resolution-<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring</code>:number of layers - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code>}, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring-quadbin</code> : {<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">resolution</code>: zoom level - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">kring</code>:number of layers - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code>}, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">isoline</code> : {<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">mode</code>: type of transport. Supported: 'walk', 'car' - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">time</code>: range of the isoline in seconds - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">api_base_url</code> : url of the API where the customer account is stored - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">api_access_token</code>: customer's token for accessing the different API services - <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code>}.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_prefix</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> destination prefix for the output tables. It must contain the project, dataset and prefix. For example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix></code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure will output one table:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">method</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_output</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_trade_areas</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un" id="tab-carto-un" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu" id="tab-carto-un-eu" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual" id="tab-manual" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un" aria-labelledby="tab-carto-un" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1c3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.GENERATE_TRADE_AREAS( </span></span><span class="highlight-line"><span class="highlight-line-content"> --customers_query </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT store_id, geom, FROM `<project>.<dataset>.<table_name_with_stores>`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> --method </span></span><span class="highlight-line"><span class="highlight-line-content"> 'buffer', </span></span><span class="highlight-line"><span class="highlight-line-content"> --options </span></span><span class="highlight-line"><span class="highlight-line-content"> "{'buffer':500.0}", </span></span><span class="highlight-line"><span class="highlight-line-content"> --output_prefix </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu" aria-labelledby="tab-carto-un-eu" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1k3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.GENERATE_TRADE_AREAS( </span></span><span class="highlight-line"><span class="highlight-line-content"> --customers_query </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT store_id, geom, FROM `<project>.<dataset>.<table_name_with_stores>`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> --method </span></span><span class="highlight-line"><span class="highlight-line-content"> 'buffer', </span></span><span class="highlight-line"><span class="highlight-line-content"> --options </span></span><span class="highlight-line"><span class="highlight-line-content"> "{'buffer':500.0}", </span></span><span class="highlight-line"><span class="highlight-line-content"> --output_prefix </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="manual" aria-labelledby="tab-manual" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1s3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.GENERATE_TRADE_AREAS( </span></span><span class="highlight-line"><span class="highlight-line-content"> --customers_query </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT store_id, geom, FROM `<project>.<dataset>.<table_name_with_stores>`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> --method </span></span><span class="highlight-line"><span class="highlight-line-content"> 'buffer', </span></span><span class="highlight-line"><span class="highlight-line-content"> --options </span></span><span class="highlight-line"><span class="highlight-line-content"> "{'buffer':500.0}", </span></span><span class="highlight-line"><span class="highlight-line-content"> --output_prefix </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div></div><h3 id="customer_segmentation_analysis_data" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#customer_segmentation_analysis_data" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">CUSTOMER_SEGMENTATION_ANALYSIS_DATA</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R3sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CUSTOMER_SEGMENTATION_ANALYSIS_DATA(customers_query, do_variables, do_source, custom_variables, custom_query, output_prefix)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure prepares the "data table" to be fed into <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#run_customer_segmentation"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">RUN_CUSTOMER_SEGMENTATION</code></a>. It takes as input a set of locations along with optional preprocessed features, and either it further enriches these locations with new features from "Data Observatory subscriptions" or custom features "from the user's own tables", and then performs descriptives analysis, correlation analyis on the features and produces three "output" tables:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A table with the data to fed into the next procedure, with store_id, geom and all the features that will be considered for the segmentation.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Correlation table, where the Pearson correlation between each pair of features is included.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Descriptives table, where the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">count</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">mean</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">std</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">min</code>, 10th, 25th, 50th, 75th, 90th percentiles, and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max</code> values per features are included.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">customers_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> query with store id and location and any optional preprocessed feature. It must contain the columns <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code> (store unique id) and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code> (the geographical point of the store). The values of these columns cannot be <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">do_variables: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<STRUCT<variable STRING, aggregation STRING>></code> variables of the Data Observatory that will be used to enrich the provided trade areas of each location. For each variable, its slug and the aggregation method must be provided. Use 'default' to use the variable's default aggregation method. Valid aggregation methods are: sum, avg, max, min, count. The catalog procedure <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#dataobs_subscription_variables"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">DATAOBS_SUBSCRIPTION_VARIABLES</code></a> can be used to find available variables and their slug ids and default aggregation methods. It can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">do_source: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the location where the Data Observatory subscriptions of the user are stored, in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-dataobs-project>.<my-dataobs-dataset></code> format. If only the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-dataobs-dataset></code> is included, it uses the project carto-data by default. It can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> or ''.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">custom_variables</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<STRUCT<variable STRING, aggregation STRING>></code> list with the columns of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">custom_query</code> and their corresponding aggregation method (<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">sum</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">avg</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">min</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">count</code>) that will be used to enrich the provided trade areas of each location. It can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">custom_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> query that contains a geography column <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code> and the columns with the custom data that will be used to enrich the provided trade areas of each location. It can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> or <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">''</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_prefix</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> destination prefix for the output tables. It must contain the project, dataset and prefix. For example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix></code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure will output three tables:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code> and all features to be considered for the segmentation (i.e. pre-processed, from DO subscription, or features from other tables included by the user). The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_enrich</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_enrich</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the correlation amongst features. Three columns, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">feature 1</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">feature 2</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">correlation</code> between feature 1 and feature 2. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_correlation</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_correlation</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the descriptive statistics of the features. For each feature the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">count</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">mean</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">std</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">min</code>, 10th, 25th, 50th, 75th, 90th percentiles and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max</code> values are calculated. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_descriptives</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_descriptives</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-1" id="tab-carto-un-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-1" id="tab-carto-un-eu-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-1" id="tab-manual-1" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-1" aria-labelledby="tab-carto-un-1" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1c6cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.CUSTOMER_SEGMENTATION_ANALYSIS_DATA( </span></span><span class="highlight-line"><span class="highlight-line-content"> R''' </span></span><span class="highlight-line"><span class="highlight-line-content"> SELECT store_id, geom, feature_1, feature_2 ... FROM `<project>.<dataset>.<table_name_with_stores>` </span></span><span class="highlight-line"><span class="highlight-line-content"> ''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Data Observatory enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('POPCY_4534fac4', 'sum'), ('INCCYPCAP_7c8377cf', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-dataobs-project>.<my-dataobs-dataset>', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Custom data enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('var1', 'sum'), ('var2', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT var1, var2, geom FROM `<project>.<dataset>.custom_data`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-1" aria-labelledby="tab-carto-un-eu-1" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1k6cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.CUSTOMER_SEGMENTATION_ANALYSIS_DATA( </span></span><span class="highlight-line"><span class="highlight-line-content"> R''' </span></span><span class="highlight-line"><span class="highlight-line-content"> SELECT store_id, geom, feature_1, feature_2 ... FROM `<project>.<dataset>.<table_name_with_stores>` </span></span><span class="highlight-line"><span class="highlight-line-content"> ''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Data Observatory enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('POPCY_4534fac4', 'sum'), ('INCCYPCAP_7c8377cf', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-dataobs-project>.<my-dataobs-dataset>', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Custom data enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('var1', 'sum'), ('var2', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT var1, var2, geom FROM `<project>.<dataset>.custom_data`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-1" aria-labelledby="tab-manual-1" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1s6cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.CUSTOMER_SEGMENTATION_ANALYSIS_DATA( </span></span><span class="highlight-line"><span class="highlight-line-content"> R''' </span></span><span class="highlight-line"><span class="highlight-line-content"> SELECT store_id, geom, feature_1, feature_2 ... FROM `<project>.<dataset>.<table_name_with_stores>` </span></span><span class="highlight-line"><span class="highlight-line-content"> ''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Data Observatory enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('POPCY_4534fac4', 'sum'), ('INCCYPCAP_7c8377cf', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-dataobs-project>.<my-dataobs-dataset>', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Custom data enrichment </span></span><span class="highlight-line"><span class="highlight-line-content"> [('var1', 'sum'), ('var2', 'avg')], </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT var1, var2, geom FROM `<project>.<dataset>.custom_data`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div></div><h3 id="run_customer_segmentation" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#run_customer_segmentation" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">RUN_CUSTOMER_SEGMENTATION</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R6sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">RUN_CUSTOMER_SEGMENTATION(customers_data_table, number_of_clusters, pca_explain_ratio, output_prefix)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure is the final step of the Customer Segmentation workflow, and it uses the output from the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#customer_segmentation_analysis_data"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">CUSTOMER_SEGMENTATION_ANALYSIS_DATA</code></a>. The function performs clustering (KMeans algorithm) and clusterizes the stores into a number of clusters. Multiple number of clusters - cases can be defined. The clustering is either performed directly on the input data or the capability of performing Principal Component Analysis (PCA) on the input data first exists. If PCA is enabled then the input data are firstly passed into PCA having been standardized, in order to remove multicolinearity or correlation amongst features, and the output of the PCA is passed into the KMeans. If PCA is not enabled, then the input data are standardized and then passed to the KMeans algorithm. The input to this function consists of the output table from the aformentioned function, the enrich table, a list with the options for the number of clusters, the variance explainability ratio for PCA and the output_perfix. As output, the function produces the following tables:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A table with the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code>, the number of clusters on that scenario/case, and the cluster the store belongs to.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A table with descriptives statistics of each feature for each scenario of different number of clusters and the specific cluster of the store.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A table with statistics of the KMeans performance for each number of clusters.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">customers_data_table</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> table, output from <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#customer_segmentation_analysis_data"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">CUSTOMER_SEGMENTATION_ANALYSIS_DATA</code></a> which contains <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code>, and features values.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">number_of_clusters</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<INT64></code> list with number of clusters to perform the segmentation. It can be regarded as the different number of cases for segmentation.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">pca_explain_ratio</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> of the explained variance retained in the PCA analysis. It defaults to 0.9. If 0 or <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> is passed then PCA is not enabled and the raw data are passed into the clustering algorithm.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_prefix</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> destination prefix for the output tables. It must contain the project, dataset and prefix. For example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix></code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure will output three tables:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">store_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">geom</code>, one column per scenario (number of clusters), in which the cluster the store belongs to is included for this scenario. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_clusters</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_clusters</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing statistics of the clusterings. It contains the davies bouldin index and mean squared distance for each case, scenario - number of clusters. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_clusters_stats</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_clusters_stats</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Table containing the descriptive statistics for each scenario (number of clsuters). Eleven columns, scenario (number of clusters), cluster value, count, mean, std, min, 10,25, 50, 75, 90 percentiles and max values. The output table can be found at the output destination with name <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output-prefix>_clusters_descr</code>. Overall path <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_clusters_descr</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-2" id="tab-carto-un-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-2" id="tab-carto-un-eu-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-2" id="tab-manual-2" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-2" aria-labelledby="tab-carto-un-2" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1c9cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.RUN_CUSTOMER_SEGMENTATION( </span></span><span class="highlight-line"><span class="highlight-line-content"> '<project>.<dataset>.<table_name_with_stores>_enrich', </span></span><span class="highlight-line"><span class="highlight-line-content"> [4,5], </span></span><span class="highlight-line"><span class="highlight-line-content"> 0.9, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-2" aria-labelledby="tab-carto-un-eu-2" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1k9cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.RUN_CUSTOMER_SEGMENTATION( </span></span><span class="highlight-line"><span class="highlight-line-content"> '<project>.<dataset>.<table_name_with_stores>_enrich', </span></span><span class="highlight-line"><span class="highlight-line-content"> [4,5], </span></span><span class="highlight-line"><span class="highlight-line-content"> 0.9, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-2" aria-labelledby="tab-manual-2" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1s9cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.RUN_CUSTOMER_SEGMENTATION( </span></span><span class="highlight-line"><span class="highlight-line-content"> '<project>.<dataset>.<table_name_with_stores>_enrich', </span></span><span class="highlight-line"><span class="highlight-line-content"> [4,5], </span></span><span class="highlight-line"><span class="highlight-line-content"> 0.9, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>' </span></span><span class="highlight-line"><span class="highlight-line-content">);</span></span></code></pre></div></div></div></div><h3 id="universe_matching" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#universe_matching" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">UNIVERSE_MATCHING</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R9sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">UNIVERSE_MATCHING( </span></span><span class="highlight-line"><span class="highlight-line-content"> current_universe, </span></span><span class="highlight-line"><span class="highlight-line-content"> current_universe_id_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> current_universe_name_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> current_universe_location_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe, </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe_id_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe_name_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe_location_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> table_name, </span></span><span class="highlight-line"><span class="highlight-line-content"> options </span></span><span class="highlight-line"><span class="highlight-line-content">)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Procedure to perform a text-and-distance hybrid, fuzzy match between two universes. Even though this function can match any given dataset with another as long as they have the required columns to be compared, the common metaphor that is used along the documentation requires these two datasets in the CPG-related scenario:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">A <strong class="font-bold">current universe</strong> comprised of active and known distributors that are already reselling a given product;</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">And a <strong class="font-bold">total universe</strong> containing all possible distributors that could distribute such product.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure will then provide the <strong class="font-bold">matched universe</strong>: a table containing a mapping from each location in the current universe to the one found most similar within the possible candidates of the total universe.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">To perform this match, a two-step approach is followed, taking into account both locations and names in the two different datasets:</p><ol class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'1.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Distance is taken into account, using two different user-provided thresholds: the maximum number of closest neighbors to check and the maximum distance between two points to be considered a candidate pair.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'2.';--font-family:inherit;font-size:min(1em, 24px)"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">String similarity is computed on the location names. It is based on <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://en.wikipedia.org/wiki/S%C3%B8rensen%E2%80%93Dice_coefficient">Dice Coefficient</a> and accounts for words in a different order in both strings.</p></div></li></ol><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Out of all the possible candidates, the best one is chosen based on the best final similarity value. The similarity is a weighted average between the proximity (a value in the <i class="font-italic">[0, 1]</i> interval based on the potential candidates' distance distributions) and the text similarity (which also lies within the <i class="font-italic">[0, 1]</i> interval). The final table is also ordered in descending similarity, which should help in case a similarity cutoff is to be made to discard mismatched pairs.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">When adhering to the CPG use case, it is also interesting to perform the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#universe_matching_report"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">UNIVERSE_MATCHING_REPORT</code></a>, which will return several valuable tables and metrics, such as the potential expansion universe and the current market penetration.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> SQL query or table name to provide the current universe, that is, the dataset to be taken as a reference for the matching. The current universe is a representation of the current active providers to be matched and is usually the smallest dataset of the two. It should have (at least) a column that serves as a unique ID, a name column and a location column. If any of the rows have missing values in any of these columns, the rows will be ignored during the analysis.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_id_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing unique ID values for each of the current universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>. Any type is valid as long as it can be used in grouping functions. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_id_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_name_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing the names of each of the current universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>. Such column is expected to be in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> format and will be matched against its total universe counterpart to compute the text similarity value. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_name_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_location_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing the point geography of each of the current universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>. Such column is expected to be in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">GEOGRAPHY</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">POINT</code> format, and will be matched against its total universe counterpart to compute the proximity score. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_location_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> SQL query or table name to provide the total universe, that is, the dataset to be taken as a reference for the matching. The total universe is a representation of the total set of vendors or distributors that can be related to the current CPG use case being treated and, therefore, all possible vendors to which the distribution could potentially be expanded. It should have (at least) a column that serves as a unique ID, a name column and a location column. If any of the rows have missing values in any of these columns, the rows will be ignored during the analysis.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_id_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing unique ID values for each of the total universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>. Any type is valid as long as it can be used in grouping functions. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_id_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_name_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing the names of each of the total universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>. Such column is expected to be in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> format and will be matched against its current universe counterpart to compute the text similarity value. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_name_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_location_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing the point geography of each of the total universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>. Such column is expected to be in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">GEOGRAPHY</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">POINT</code> format, and will be matched against its current universe counterpart to compute the proximity score. Rows with missing values in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_location_column</code> will be ignored during the procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">table_name</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> qualified name of the table to store the final results of the match. A detailed explanation of such an output table is detailed below.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code> (optional): JSON-formatted <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> containing a set of optional parameters. All the parameters inside this JSON can be overridden if the user needs to, but it also provides a set of sensible default values. Current accepted parameters are:</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max_neighbors</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> - Default: 60. Maximum numbers of neighbors to consider candidate matches to a given location. Only this many closest neighbors will be taken into account when looking for a location's match. Increasing this value will increase the computation time and requirements of the procedure.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max_distance</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> - Default: 500. Maximum distance in meters to consider candidate matches to a given location. Only locations within this many meters of each other will be considered candidates for matching. Increasing this value will increase the computation time and requirements of the procedure.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">weights</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">JSON-formatted <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> containing a mapping with two values, used to weight the average of the two different similarities. If provided, <strong class="font-bold">both values should be provided</strong>, since the normalization could distort the weights in case a single one was provided.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">weights.text_similarity</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> - Default: 0.7. Weight of the text similarity computed, defaults to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">0.7</code>. The user could like to increase this weight if there is a higher confidence in the text matching than the locations being accurate.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">weights.proximity</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> - Default: 0.3. Weight of the proximity similarity computed. The user could like to increase this weight if there is a higher confidence in the accuracy of locations than the text being in the same representation.</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure outputs the following:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The results table, named after <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">table_name</code>, contains a row per location in the current universe, as well as their best match found in the total universe, ordered by descending similarity. It follows this schema:</p><ul class="space-y-2 w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> is the ID found in the column <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe_id_column</code> within the results of <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_id</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> is the ID found in the column <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_id_column</code> within the results of <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>. It could be <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> if no candidate was found within the maximum radius defined by <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options.max_distance</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">proximity</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> represents the proximity score, computed using the distance distribution of the candidate neighbors taken into account for matching. It lies within the <i class="font-italic">[0, 1]</i> interval.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">text_similarity</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> represents the Dice Coefficient similarity, computed using the names provided for each location. It lies within the <i class="font-italic">[0, 1]</i> interval.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity</code>, <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> represents the aggregated similarity; a weighted average of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">proximity</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">text_similarity</code> values as per the weights in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options.weights</code>.</p></div></li></ul></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-3" id="tab-carto-un-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-3" id="tab-carto-un-eu-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-3" id="tab-manual-3" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-3" aria-labelledby="tab-carto-un-3" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cdkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.UNIVERSE_MATCHING( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Current universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.current_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_neighbors": 60, </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_distance": 500, </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": {"text_similarity": 0.7, "proximity": 0.3} </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.universe_matching_results` will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-3" aria-labelledby="tab-carto-un-eu-3" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1kdkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.UNIVERSE_MATCHING( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Current universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.current_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_neighbors": 60, </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_distance": 500, </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": {"text_similarity": 0.7, "proximity": 0.3} </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.universe_matching_results` will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-3" aria-labelledby="tab-manual-3" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1sdkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.UNIVERSE_MATCHING( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Current universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.current_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_name', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_location', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_neighbors": 60, </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_distance": 500, </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": {"text_similarity": 0.7, "proximity": 0.3} </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.universe_matching_results` will be created</span></span></code></pre></div></div></div></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Additional examples</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://academy.carto.com/advanced-spatial-analytics/spatial-analytics-for-bigquery/step-by-step-tutorials/calculating-market-penetration-in-cpg-with-merchant-universe-matching">Calculating market penetration in CPG with merchant universe matching</a></p></div></li></ul></div></div><h3 id="universe_matching_report" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#universe_matching_report" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">UNIVERSE_MATCHING_REPORT</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Recd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">UNIVERSE_MATCHING_REPORT( </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe, </span></span><span class="highlight-line"><span class="highlight-line-content"> total_universe_id_column, </span></span><span class="highlight-line"><span class="highlight-line-content"> matched_universe, </span></span><span class="highlight-line"><span class="highlight-line-content"> table_prefix, </span></span><span class="highlight-line"><span class="highlight-line-content"> options </span></span><span class="highlight-line"><span class="highlight-line-content">)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Procedure to generate a report on the output of an <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#universe_matching"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">UNIVERSE_MATCHING</code></a> execution, as well as some insightful results out of it.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure requires a previous <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#universe_matching"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">UNIVERSE_MATCHING</code></a> execution, so please do refer to the documentation to understand their inputs and the different universe metaphors.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> SQL query or table name to provide the total universe, that is, the dataset to be taken as a reference for the matching. Ideally, it should be the same one that was fed to the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">UNIVERSE_MATCHING</code> procedure.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe_id_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> name of the column containing unique ID values for each of the total universe locations in the results of the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>. Any type is valid as long as it can be used in grouping functions.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">matched_universe</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> SQL query or table name to provide the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#universe_matching"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">UNIVERSE_MATCHING</code></a> results.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">table_prefix</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> destination prefix for the output tables. It must contain the project, dataset and prefix. For example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix></code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code> (optional): JSON-formatted <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> containing a set of optional parameters. All the parameters inside this JSON can be overridden if the user needs to but it also provides a set of sensible default values. The current accepted parameters are:</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">min_similarity</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> - Default: 0.7. Similarity threshold to consider a match of current-total locations reliable. All pairs whose similarity lies below this minimum value (or is <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>) will not be taken into account during the report.</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure outputs the following tables:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The <strong class="font-bold">matched universe filtered table</strong>, named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_filtered</code>, contains a row per pair in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">matched_universe</code> that surpasses the minimum similarity threshold (<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options.min_similarity</code>). Its schema is the same one as the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">matched_universe</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The <strong class="font-bold">expansion universe table</strong>, named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_expansion_universe</code>, contains all locations in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code> that were not successfully matched in the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_filtered</code> table. This table represents all potential locations to be considered potential expansion points that are not yet covered. Its schema is the same as <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The <strong class="font-bold">report table</strong>, named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_report</code>, and contains a single row with some useful metrics regarding the results of the analysis:</p><ul class="space-y-2 w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">current_universe</code>: the number of locations in the current universe.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">total_universe</code>: the number of locations in the total universe.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">matched_universe</code>: the number of locations successfully paired between the two universes over the similarity threshold.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">expansion_universe</code>: the number of locations in the expansion universe.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'◦';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">market_penetration</code>: the percentage of the total universe currently covered by the filtered matched universe (in the <i class="font-italic">[0, 1]</i> interval)</p></div></li></ul></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-4" id="tab-carto-un-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-4" id="tab-carto-un-eu-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-4" id="tab-manual-4" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-4" aria-labelledby="tab-carto-un-4" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cgsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.UNIVERSE_MATCHING_REPORT( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching results </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Report arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "min_similarity": 0.7, </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- These tables will be created: </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_filtered </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_expansion_universe </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_report</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-4" aria-labelledby="tab-carto-un-eu-4" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1kgsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.UNIVERSE_MATCHING_REPORT( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching results </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Report arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "min_similarity": 0.7, </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- These tables will be created: </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_filtered </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_expansion_universe </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_report</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-4" aria-labelledby="tab-manual-4" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1sgsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.UNIVERSE_MATCHING_REPORT( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Total universe arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.total_universe', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'poi_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Universe matching results </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching_results', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Report arguments </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.universe_matching', </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "min_similarity": 0.7, </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content"> </span></span><span class="highlight-line"><span class="highlight-line-content">-- These tables will be created: </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_filtered </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_expansion_universe </span></span><span class="highlight-line"><span class="highlight-line-content">-- - <my-project>.<my-dataset>.universe_matching_report</span></span></code></pre></div></div></div></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Additional examples</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://academy.carto.com/advanced-spatial-analytics/spatial-analytics-for-bigquery/step-by-step-tutorials/calculating-market-penetration-in-cpg-with-merchant-universe-matching">Calculating market penetration in CPG with merchant universe matching</a></p></div></li></ul></div></div><h3 id="create_spatial_score" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#create_spatial_score" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">CREATE_SPATIAL_SCORE</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rhkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CREATE_SPATIAL_SCORE(input_query, index_column, output, options)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure allows to derive spatial scores using both point geometries and polygon geometries. It ranks stores, merchants (point locations) or areas (polygons) based on a spatial composite score that measures attractiveness, risk, sales potential, etc. based on some business criteria (both internal and external data). The procedure combines (spatial) variables into a meaningful composite score by first scaling each individual variable between 0 and 1 and then aggregating them linearly through a weighted average. The score is provided on a 0-to-100 scale. Rows with a <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> value in any of the individual variables are dropped. For a more advanced, customizable version of this procedure, please refer to <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/statistics#create_spatial_composite_unsupervised"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">CREATE_SPATIAL_COMPOSITE_UNSUPERVISED</code></a>.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure expects to receive features that characterize each of the geometries. If geometries are point locations, we recommend taking into account:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#generate_trade_areas"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">GENERATE_TRADE_AREAS</code></a> procedure to generate different types of service areas for both origin and target locations,</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#enrich_polygons"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ENRICH_POLYGONS</code></a> or <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#dataobs_enrich_polygons"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">DATAOBS_ENRICH_POLYGONS</code></a> procedure to enrich the defined trade areas resulting in the format expected for this procedure.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">input_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query to the data used to compute the spatial composite. It must contain all the individual variables that should be included in the computation of the composite as well as a unique geographic id for each row. A qualified table name can be given as well, e.g. <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the name of the column with the unique geographic identifier of each point of sales or area.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_table</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> table name of the form <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code> to store the results.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> containing a valid JSON with the different options, which can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>. Valid options are described below.</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">weights</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRUCT</code> - The (optional) weights for each variable used to compute the spatial composite passed as <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">{"name":value, …}</code>. If specified, the sum of the weights must be lower than 1. If no weights are specified, equal weights are assumed. If weights are specified only for some variables and the sum of weights is less than 1, the remainder is distributed equally between the remaining variables. If weights are specified for all the variables and the sum of weights is less than 1, the remainder is distributed equally between all the variables.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">nbuckets</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> - Default: 5. The selected number of groups to bucketize the resulting score into buckets of equal widths.</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The results are stored in the table named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output_table></code>, which contains the following columns:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ranking</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the ranking position or the merchant based on the derived composite score, from 1 (maximum score) to <i class="font-italic">n</i> (minimum score), where <i class="font-italic">n</i> is the total number of merchants considered.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: the unique geographic identifier. The type of this column depends on the type of <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code> in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">input_query</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the value of the composite score. The type of this column is <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> if the score is not discretized and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> otherwise.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score_buckets</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the value of the discretized composite score.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure also returns a lookup table named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output_table>_lookup_table</code> with the following columns:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">lower_bound</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the lowest value of the composite score within each bucket.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">upper_bound</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the largest value of the composite score within each bucket.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score_buckets</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the unique values of the bucketized composite score, from 1 to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">nbuckets</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rksd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.CREATE_SPATIAL_SCORE( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'SELECT pos_id, footfall, sentiment, positive_opinions_count, footfall_early_morning, footfall_early_afternoon, horeca_count_100m FROM `cartobq.docs.cpg_spatial_scoring_input`', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'pos_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<table-name>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights":{"sentiment":0.5} </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<table-name>` will be created</span></span></code></pre></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Additional examples</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://academy.carto.com/advanced-spatial-analytics/spatial-analytics-for-bigquery/step-by-step-tutorials/measuring-merchant-attractiveness-and-performance-in-cpg-with-spatial-scores">Measuring merchant attractiveness and performance in CPG with spatial scores</a></p></div></li></ul></div></div><h3 id="create_spatial_performance_score" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#create_spatial_performance_score" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">CREATE_SPATIAL_PERFORMANCE_SCORE</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rlkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CREATE_SPATIAL_PERFORMANCE_SCORE(input_query, index_column, business_kpi_col, output, options)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Procedure to rank stores or merchants based on a spatial composite score that detects if locations are performing as expected (or if they are under/over-performing) in terms of some business criteria (both internal and external data) and a performance KPI (sales, volume, or margin). The score is derived as the residuals of an <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://cloud.google.com/bigquery/docs/reference/standard-sql/bigqueryml-syntax-create-random-forest">Random Forest regression model</a>, defined as the observed performance KPI minus the predicted one. The performance KPI should be measurable and correlated with the set of variables defining the score. Rows with a <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code> value in any of the individual variables are dropped. For a more advanced, customizable version of this procedure, please refer to <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/statistics#create_spatial_composite_supervised"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">CREATE_SPATIAL_COMPOSITE_SUPERVISED</code></a>. For large inputs this procedure might return a <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://cloud.google.com/bigquery/docs/troubleshoot-queries#exceeded_resource_limits"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">Query exceeds CPU resources</code> error</a>, which can be solved by using instead the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">CREATE_SPATIAL_COMPOSITE_SUPERVISED</code> procedure with the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">remove_outliers</code> options set to FALSE.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure expects to receive features that characterize each of the locations, for which we recommend taking into account:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#generate_trade_areas"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">GENERATE_TRADE_AREAS</code></a> procedure to generate different types of service areas for both origin and target locations,</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#enrich_polygons"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ENRICH_POLYGONS</code></a> or <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://docs.carto.com/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#dataobs_enrich_polygons"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">DATAOBS_ENRICH_POLYGONS</code></a> procedure to enrich the defined trade areas resulting in the format expected for this procedure.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">input_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query to the data used to compute the spatial composite. It must contain all the individual variables that should be included in the computation of the composite as well as a unique geographic id for each row. A qualified table name can be given as well, e.g. <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the name of the column with the unique geographic identifier of each point of sales.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">business_kpi_col</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> column with the performance business KPI to be modeled (i.e sales volume).</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_table</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> table name of the form <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code> to store the results.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> containing a valid JSON with the different options, which can be set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>. Valid options are described below.</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">r2_thr</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> - Default: 0.5. The minimum acceptable R2 model score. If the R2 of the regression model is lower than this threshold this implies poor fitting and a warning is raised.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">nbuckets</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> - Default: 5. The selected number of groups to bucketize the resulting score using a zero-centered equal widths approach. The lower and upper limits are derived from the outliers-removed maximum of the absolute values of the score.</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Return type</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The results are stored in the table named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output_table></code>, which contains the following columns:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ranking</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the ranking position or the merchant based on the derived composite score.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: the unique geographic identifier. The type of this column depends on the type of <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code> in <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">input_query</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the value of the composite score. The type of this column is <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> if the score is not discretized and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> otherwise.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score_buckets</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the value of the discretized composite score.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure also returns a lookup table named <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><output_table>_lookup_table</code> with the following columns:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">lower_bound</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the lowest value of the composite score within each bucket.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">upper_bound</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FLOAT64</code> the largest value of the composite score within each bucket.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">spatial_score_buckets</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the unique values of the bucketized composite score, from 1 to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">nbuckets</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Example</strong></p><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rosd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.CREATE_SPATIAL_PERFORMANCE_SCORE( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'SELECT pos_id, footfall, sentiment, positive_opinions_count, footfall_early_morning, footfall_early_afternoon, horeca_count_100m, sales_volume FROM `cartobq.docs.cpg_spatial_scoring_input`', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'pos_id', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'sales_volume', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<table-name>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "r2_thr":0.4 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> ''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<table-name>` will be created</span></span></code></pre></div><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-neutral theme-muted:bg-neutral-base theme-bold-tint:bg-neutral-base theme-gradient:bg-neutral-12/1 border-neutral text-sm grid grid-cols-[auto_1fr] mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="py-3 pl-3 -mt-px text-info-subtle contrast-more:text-info"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-info.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-0.5 leading-normal"></svg></div><div class="p-3 empty:p-0 -row-end-1 -col-end-1 space-y-4 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><strong class="font-bold">Additional examples</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl text-neutral-strong [&_.can-override-bg]:bg-neutral-active [&_.can-override-text]:text-neutral-strong flip-heading-hash"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://academy.carto.com/advanced-spatial-analytics/spatial-analytics-for-bigquery/step-by-step-tutorials/measuring-merchant-attractiveness-and-performance-in-cpg-with-spatial-scores">Measuring merchant attractiveness and performance in CPG with spatial scores</a></p></div></li></ul></div></div><h3 id="build_similar_locations_model" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#build_similar_locations_model" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">BUILD_SIMILAR_LOCATIONS_MODEL</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rpkd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">BUILD_SIMILAR_LOCATIONS_MODEL(origin_query, target_query, index_column, output_prefix, options)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">This procedure runs the first step in the Similar Locations analysis, which can be used to find, amongst some target cells in a Quadbin or H3 grid, the most similar cells (a.k.a locations) with respect to a cell of interest based on a set of input variables. For both the origin and the target cells, this procedure transforms the input data by standardizing the numerical variables and creating a standardized indicator matrix for the categorical variables and then it creates a Principal Component Analysis (PCA) model using the processed target data as input. Internally it works just like the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/retail#build_twin_areas_model"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">BUILD_TWIN_AREAS_MODEL</code></a> procedure. More details on the data processing can be found in the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/statistics#build_pcamix_data"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">BUILD_PCAMIX_DATA</code></a> procedure, which is used to return the transformed data.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Since the input data must be on a regular Quabin or H3 grid, we recommend using the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#gridify_enrich"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">GRIDIFY_ENRICH</code></a> procedure to prepare the data in the format expected by the procedure.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">origin_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query or the fully qualified name of the table containing the origin cells data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">target_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query or the fully qualified name of the table containing the target cells data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the name of the index column.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_prefix</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> destination prefix for the output tables. It must contain the project, dataset and prefix. For example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix></code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the JSON string containing the available options as described in the table below.</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">categorical_variables</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<STRING></code> The array containing the names of the categorical (a.k.a. qualitative) columns</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NUM_PRINCIPAL_COMPONENTS</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:1"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">PCA_EXPLAINED_VARIANCE_RATIO</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:2"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">PCA_SOLVER</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><template id="B:3"></template><div role="status" aria-busy="true" class="mx-auto decoration-primary/6 w-full max-w-[unset]"><div class="ring-1 ring-tint-subtle overflow-hidden relative grid rounded-md h-[35px] [max-width:calc(48rem-1px)]"><div class="w-full bg-tint grid grid-area-1-1 overflow-hidden [mask:conic-gradient(from_90deg_at_1px_1px,_#0000_90deg,_#0003_0)_calc(50%+1px)_calc(0%+47px)_/_12px_12px]"><div class="aspect-square from-tint-solid to-transparent grid-area-1-1 relative origin-[50%_50%] top-[50%] self-stretch bg-transparent will-change-transform animate-[rotateLoop_2s_linear_infinite] [background-image:conic-gradient(from_-90deg_at_50%_50%,_var(--tw-gradient-stops)_0deg,_var(--tw-gradient-stops)_90deg,_var(--tw-gradient-stops)_280deg)]"></div></div></div></div></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Return type</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure will output the following:</p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Target data table: contains the transformed data for the data in the target cells, that will be used to create the PCA model. The name of the table includes the suffix _target_data, for example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_target_data</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">Origin data table: contains the transformed data for the data in the origin cells. The name of the table includes the suffix _origin_data, for example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_origin_data</code>.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0">The PCA model. The model name includes the suffix _model, for example <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<output-prefix>_model</code>.</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Examples</strong></p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-5" id="tab-carto-un-5" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-5" id="tab-carto-un-eu-5" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-5" id="tab-manual-5" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-5" aria-labelledby="tab-carto-un-5" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cs4d9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-5" aria-labelledby="tab-carto-un-eu-5" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1ks4d9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-5" aria-labelledby="tab-manual-5" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1ss4d9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div></div><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-6" id="tab-carto-un-6" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-6" id="tab-carto-un-eu-6" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-6" id="tab-manual-6" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-6" aria-labelledby="tab-carto-un-6" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cscd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed_h3` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed_h3`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-6" aria-labelledby="tab-carto-un-eu-6" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1kscd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed_h3` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed_h3`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-6" aria-labelledby="tab-manual-6" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1sscd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.BUILD_SIMILAR_LOCATIONS_MODEL </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_w_mixed_h3` WHERE urbanity_66f7575b_max = "rural"''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_target_enriched_w_mixed_h3`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<output-prefix>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "categorical_variables":["urbanity_66f7575b_max"], </span></span><span class="highlight-line"><span class="highlight-line-content"> "model_options":{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "NUM_PRINCIPAL_COMPONENTS":3 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Tables `<my-project>.<my-dataset>.<output-prefix>_target_data` and `<my-project>.<my-dataset>.<output-prefix>_origin_data` and model `<my-project>.<my-dataset>.<output-prefix>_model will be created</span></span></code></pre></div></div></div></div><h3 id="find_similar_locations" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#find_similar_locations" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">FIND_SIMILAR_LOCATIONS</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":Rssd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">FIND_SIMILAR_LOCATIONS(similar_locations_model, index_column, output_table, options)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Procedure to obtain similar locations for a given origin location in a target area. The procedure first computes a similarity score as the Euclidean distance between the principal component scores derived with the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#build_similar_locations_model">BUILD_SIMILAR_LOCATIONS_MODEL</a> of the origin cell and those of each of the cells in the target area and then it derives a similarity skill score that is used to rank the results. Internally it works just like the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/retail#find_twin_areas"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FIND_TWIN_AREAS</code></a> procedure.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">We recommend using the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#gridify_enrich">GRIDIFY_ENRICH</a> procedure to prepare the data in the format expected by the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/cpg#build_similar_locations_model">BUILD_SIMILAR_LOCATIONS_MODEL</a> procedure, which must preceed the use of this procedure.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similar_locations_model</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the fully qualified name of the Principal Component Analysis model based on the target data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the name of the index column.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_table</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> table name of the form <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code> to store the results.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the JSON string containing the available options as described in the table below.</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">origin_index</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the index of the origin cell. Must be specified if origin_coords is not specified.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">origin_coords</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<FLOAT64></code> the longitude and the latitude of the origin location. Must be specified if origin_index is not specified.</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]">max_results</p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> the maximum number of results to be returned. If this is less than the number of target cells with a positive similarity skill score, only these cells are returned.</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Return type</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">A table containing in each row the index of the target cells (<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>) and its associated <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_score</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code>. The <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_score</code> corresponds to the distance between the origin and target cell in the Principal Component (PC) Scores space; the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code> for a given target cell <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">*t*</code> is computed as <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">1 - similarity_score(*t*) / similarity_score(<*t*>)</code>, where <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><*t*></code> is the average target cell, computed by averaging each retained PC score for all the target cells. This <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code> represents a relative measure: the score will be positive if and only if the target cell is more similar to the origin than the mean vector data, with a score of 1 meaning perfect matching or zero distance. Therefore, a target cell with a larger score will be more similar to the origin under this scoring rule.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Examples</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">In the following query, the index of the cell containing the origin location is specified:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-7" id="tab-carto-un-7" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-7" id="tab-carto-un-eu-7" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-7" id="tab-manual-7" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-7" aria-labelledby="tab-carto-un-7" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cvcd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_index":"5256404338758123519", </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_results":10 </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-7" aria-labelledby="tab-carto-un-eu-7" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1kvcd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_index":"5256404338758123519", </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_results":10 </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-7" aria-labelledby="tab-manual-7" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1svcd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_index":"5256404338758123519", </span></span><span class="highlight-line"><span class="highlight-line-content"> "max_results":10 </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Here, instead, the longitude and the latitude of the origin location are specified:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-8" id="tab-carto-un-8" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-8" id="tab-carto-un-eu-8" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-8" id="tab-manual-8" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-8" aria-labelledby="tab-carto-un-8" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1cvsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_h3_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.416, 41.915] </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: h3, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-8" aria-labelledby="tab-carto-un-eu-8" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1kvsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_h3_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.416, 41.915] </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: h3, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-8" aria-labelledby="tab-manual-8" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1svsd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.FIND_SIMILAR_LOCATIONS </span></span><span class="highlight-line"><span class="highlight-line-content">( </span></span><span class="highlight-line"><span class="highlight-line-content"> 'cartobq.docs.similar_locations_test_h3_model', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'h3', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.416, 41.915] </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">) </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: h3, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div></div><h3 id="find_twin_areas_weighted" class="text-2xl font-semibold heading group relative grid mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="hash grid grid-area-1-1 relative -ml-6 w-7 border-0 opacity-0 group-hover:opacity-[0] group-focus:opacity-[0] md:group-hover:md:opacity-[1] md:group-focus:md:opacity-[1] mt-[0.75em]"><a href="#find_twin_areas_weighted" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-snug"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/hashtag.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon w-3.5 h-[1em] mt-0.5 transition-colors text-transparent group-hover:text-tint-subtle contrast-more:group-hover:text-tint-strong lg:w-4"></svg></a></div><div class="grid-area-1-1 z-[1] justify-self-start text-left leading-snug mt-[0.75em]">FIND_TWIN_AREAS_WEIGHTED</div></h3><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R10cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">FIND_TWIN_AREAS_WEIGHTED(origin_query, target_query, index_column, output_table, options)</span></span></code></pre></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Description</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Procedure to obtain the twin areas for a given origin location in a target area. The function is similar to the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/retail#find_twin_areas"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">FIND_TWIN_AREAS</code></a> where the full description of the method, based on Principal Component Analysis (PCA), can be found <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="https://carto.com/blog/spatial-data-science-site-planning">here</a>. Herein, no PCA is performed, but the user has the capability to specify weights for the features and check the similarities between origin and target area. The sum of weights must be less than or equal to 1. Not all them need to be defined. The undefined features are set to the remaining value divided by their number to reach 1. In the case where weights are provided, then no PCA takes place, and the features are standardized.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The output twin areas are those of the target area considered to be the most similar to the origin location, based on the values of a set of variables. Only variables with numerical values are supported. Both origin and target areas should be provided in grid format (h3, or quadbin) of the same resolution. We recommend using the <a class="underline decoration-from-font underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" href="/data-and-analysis/analytics-toolbox-for-bigquery/sql-reference/data#gridify_enrich">GRIDIFY_ENRICH</a> procedure to prepare the data in the format expected by this procedure.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Input parameters</strong></p><ul class="space-y-2 mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">origin_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query or the fully qualified name of the table containing the origin cells data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">target_query</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the query or the fully qualified name of the table containing the target cells data.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the name of the index column.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">output_table</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> table name of the form <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><my-project>.<my-dataset>.<my-table></code> to store the results.</p></div></li><li class="leading-normal flex items-start"><div class="text-base leading-normal mr-1 flex min-h-[1lh] min-w-6 items-center justify-center text-tint"><div class="before:font-var before:content-[--pseudoBefore--content]" style="--pseudoBefore--content:'•';--font-family:Arial;font-size:min(1.5em, 24px);line-height:1"></div></div><div class="flex flex-1 flex-col space-y-2"><p class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">options</code>: <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">STRING</code> the JSON string containing the available options as described in the table below.</p><div class="w-full decoration-primary/6 max-w-3xl min-h-[1lh] flip-heading-hash [&:is(h2)>div]:mt-0 [&:is(h3)>div]:mt-0 [&:is(h4)>div]:mt-0 mx-0 table_tableWrapper__zr7LC"><div role="table" class="flex flex-col"><div role="rowgroup" class="w-full table_rowGroup__IKtSP straight-corners:rounded-none"><div role="row" class="flex w-full"><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Option">Option</div><div role="columnheader" class="table_columnHeader__PGmsy" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:100px" title="Description">Description</div></div></div><div role="rowgroup" class="flex flex-col w-full [&>*+*]:border-t"><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">max_results</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">INT64</code> of the maximum number of twin areas returned. If set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>, all target cells are returned</p></div></div></div><div class="table_row__LpfCG" role="row"><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">weights</code></p></div></div><div role="cell" class="table_cell__X_gFM" style="width:clamp(100px, calc((100% - 0px) / 2), 100%);min-width:clamp(100px, calc((100% - 0px) / 2), 100%)"><div class="blocks w-full space-y-2 lg:space-y-3 leading-normal self-center"><p class="mx-auto decoration-primary/6 w-full max-w-[unset]"><code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">ARRAY<STRUCT<name STRING, value FLOAT64>></code> the weights on the features. If set to <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">NULL</code>, then all features are treated equally. This parameter is considered only if the length of weights is greater or equal than one. The sum of weights must be less than or equal to 1. If less weights than the number of features are provided, then for the undefined features, the remaining 1 - sum(weights) is distributed evenly</p></div></div></div></div></div></div></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Output</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The procedure outputs a table containing in each row the index of the target cells (<code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">index_column</code>) and its associated <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_score</code> and <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code>. The <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_score</code> corresponds to the distance between the origin and target cell taking into account the user defined weights; the <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code> for a given target cell <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">*t*</code> is computed as <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">1 - similarity_score(*t*) / similarity_score(<*t*>)</code>, where <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]"><*t*></code> is the average target cell, computed by averaging each feature for all the target cells. This <code class="py-[1px] px-1.5 min-w-[1.625rem] justify-center items-center ring-1 ring-inset ring-tint bg-tint rounded text-[.875em] leading-[calc(max(1.20em,1.25rem))]">similarity_skill_score</code> represents a relative measure: the score will be positive if and only if the target cell is more similar to the origin than the mean vector data, with a score of 1 meaning perfect matching or zero distance. Therefore, a target cell with a larger score will be more similar to the origin under this scoring rule.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><strong class="font-bold">Examples</strong></p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">In this example, we are using default equal weights:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-9" id="tab-carto-un-9" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-9" id="tab-carto-un-eu-9" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-9" id="tab-manual-9" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-9" aria-labelledby="tab-carto-un-9" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1d2sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin` LIMIT 1''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Twin areas model inputs </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>'` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-9" aria-labelledby="tab-carto-un-eu-9" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1l2sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin` LIMIT 1''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Twin areas model inputs </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>'` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-9" aria-labelledby="tab-manual-9" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1t2sd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin` LIMIT 1''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Twin areas model inputs </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> NULL, </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>'` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">In this example, we are using user-specified weights:</p><div class="rounded-lg straight-corners:rounded-sm ring-1 ring-inset ring-tint-subtle flex overflow-hidden flex-col mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div role="tablist" class="group/tabs inline-flex flex-row self-stretch after:flex-[1] after:bg-tint-12/1 [&:has(button.active-tab:last-of-type):after]:rounded-bl-md"><button role="tab" aria-selected="true" aria-controls="carto-un-10" id="tab-carto-un-10" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent hover:text-tint-strong truncate max-w-full shrink-0 active-tab text-tint-strong bg-transparent after:[&.active-tab]:border-transparent after:[:has(+_&.active-tab)]:border-transparent after:[:has(&_+)]:border-transparent">carto-un</button><button role="tab" aria-selected="false" aria-controls="carto-un-eu-10" id="tab-carto-un-eu-10" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">carto-un-eu</button><button role="tab" aria-selected="false" aria-controls="manual-10" id="tab-manual-10" class="[&:has(+_.active-tab)]:rounded-br-md [.active-tab_+_&]:rounded-bl-md [.active-tab_+_:after]:rounded-br-md inline-block text-sm px-3.5 py-2 transition-[color] font-[500] relative after:transition-colors after:border-r after:absolute after:left-[unset] after:right-0 after:border-tint after:top-[15%] after:h-[70%] after:w-[1px] last:after:border-transparent text-tint bg-tint-12/1 hover:text-tint-strong truncate max-w-full">manual</button></div><div role="tabpanel" id="carto-un-10" aria-labelledby="tab-carto-un-10" class="p-4"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1d3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un`.carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.4117431, 41.9145412], </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "total_pop_3cf008b3_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "households_58bf2ab1_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "count_qualified_count":0.35 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="carto-un-eu-10" aria-labelledby="tab-carto-un-eu-10" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1l3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL `carto-un-eu`.carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.4117431, 41.9145412], </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "total_pop_3cf008b3_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "households_58bf2ab1_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "count_qualified_count":0.35 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div><div role="tabpanel" id="manual-10" aria-labelledby="tab-manual-10" class="p-4 hidden"><div class="w-full space-y-4"><div class="group/codeblock grid grid-flow-col mx-auto w-full decoration-primary/6 max-w-3xl flip-heading-hash"><div class="flex items-center justify-start gap-2 text-sm [grid-area:1/1]"></div><button class="z-[2] mt-2 mr-2 self-start justify-self-end rounded-md bg-transparent p-1 text-tint text-xs leading-none opacity-0 ring-1 ring-tint backdrop-blur-md transition-opacity duration-75 [grid-area:2/1] hover:ring-tint-hover group-hover/codeblock:opacity-[1] print:hidden">Copy</button><pre class="hide-scroll relative overflow-auto bg-tint theme-gradient:bg-tint-12/1 ring-tint-subtle [grid-area:2/1] rounded-md straight-corners:rounded-sm"><code id=":R1t3cd9uu8qfkvfa:" class="inline-grid min-w-full grid-cols-[auto_1fr] p-2 [count-reset:line]"><span class="highlight-line"><span class="highlight-line-content">CALL carto.FIND_SIMILAR_LOCATIONS_WEIGHTED( </span></span><span class="highlight-line"><span class="highlight-line-content"> -- Input queries </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''SELECT * FROM `cartobq.docs.similar_locations_origin_enriched_quadbin`''', </span></span><span class="highlight-line"><span class="highlight-line-content"> 'quadbin', </span></span><span class="highlight-line"><span class="highlight-line-content"> '<my-project>.<my-dataset>.<my-table>', </span></span><span class="highlight-line"><span class="highlight-line-content"> '''{ </span></span><span class="highlight-line"><span class="highlight-line-content"> "origin_coords":[-91.4117431, 41.9145412], </span></span><span class="highlight-line"><span class="highlight-line-content"> "weights": </span></span><span class="highlight-line"><span class="highlight-line-content"> { </span></span><span class="highlight-line"><span class="highlight-line-content"> "total_pop_3cf008b3_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "households_58bf2ab1_sum":0.35, </span></span><span class="highlight-line"><span class="highlight-line-content"> "count_qualified_count":0.35 </span></span><span class="highlight-line"><span class="highlight-line-content"> } </span></span><span class="highlight-line"><span class="highlight-line-content"> }''' </span></span><span class="highlight-line"><span class="highlight-line-content">); </span></span><span class="highlight-line"><span class="highlight-line-content">-- Table `<my-project>.<my-dataset>.<my-table>` will be created </span></span><span class="highlight-line"><span class="highlight-line-content">-- with the column: quadbin, similarity_score, similarity_skill_score</span></span></code></pre></div></div></div></div><template id="B:4"></template><div role="status" aria-busy="true" class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0"><div class="ring-1 ring-tint-subtle overflow-hidden relative 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