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--tint-10: 108 123 141; --contrast-tint-10: 255 255 255; --tint-11: 104 111 120; --contrast-tint-11: 255 255 255; --tint-12: 23 30 37; --contrast-tint-12: 255 255 255; --tint-original: 120 120 120; --contrast-tint-original: 255 255 255; --neutral-1: 255 255 255; --contrast-neutral-1: 29 29 29; --neutral-2: 250 250 250; --contrast-neutral-2: 29 29 29; --neutral-3: 247 247 247; --contrast-neutral-3: 29 29 29; --neutral-4: 242 242 242; --contrast-neutral-4: 29 29 29; --neutral-5: 237 237 237; --contrast-neutral-5: 29 29 29; --neutral-6: 229 229 229; --contrast-neutral-6: 29 29 29; --neutral-7: 217 217 217; --contrast-neutral-7: 29 29 29; --neutral-8: 204 204 204; --contrast-neutral-8: 29 29 29; --neutral-9: 120 120 120; --contrast-neutral-9: 255 255 255; --neutral-10: 121 121 121; --contrast-neutral-10: 255 255 255; --neutral-11: 110 110 110; --contrast-neutral-11: 255 255 255; --neutral-12: 29 29 29; --contrast-neutral-12: 255 255 255; --neutral-original: 120 120 120; --contrast-neutral-original: 255 255 255; --header-background: 77 159 255; --header-link: 255 255 255; --info-1: 255 255 255; --contrast-info-1: 29 29 29; --info-2: 250 250 250; --contrast-info-2: 29 29 29; --info-3: 247 247 247; --contrast-info-3: 29 29 29; --info-4: 242 242 242; --contrast-info-4: 29 29 29; --info-5: 237 237 237; --contrast-info-5: 29 29 29; --info-6: 229 229 229; --contrast-info-6: 29 29 29; --info-7: 217 217 217; --contrast-info-7: 29 29 29; --info-8: 204 204 204; --contrast-info-8: 29 29 29; --info-9: 120 120 120; --contrast-info-9: 255 255 255; --info-10: 121 121 121; --contrast-info-10: 255 255 255; --info-11: 110 110 110; --contrast-info-11: 255 255 255; --info-12: 29 29 29; --contrast-info-12: 255 255 255; --info-original: 120 120 120; --contrast-info-original: 255 255 255; --warning-1: 255 255 255; --contrast-warning-1: 29 29 29; --warning-2: 254 249 244; --contrast-warning-2: 29 29 29; --warning-3: 255 245 236; --contrast-warning-3: 29 29 29; --warning-4: 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--contrast-success-12: 255 255 255; --success-original: 0 201 80; --contrast-success-original: 29 29 29; } .dark { --primary-1: 29 29 29; --contrast-primary-1: 255 255 255; --primary-2: 32 35 38; --contrast-primary-2: 255 255 255; --primary-3: 38 44 52; --contrast-primary-3: 255 255 255; --primary-4: 39 49 60; --contrast-primary-4: 255 255 255; --primary-5: 42 55 70; --contrast-primary-5: 255 255 255; --primary-6: 43 59 78; --contrast-primary-6: 255 255 255; --primary-7: 49 69 93; --contrast-primary-7: 255 255 255; --primary-8: 56 79 109; --contrast-primary-8: 255 255 255; --primary-9: 77 159 255; --contrast-primary-9: 255 255 255; --primary-10: 63 146 240; --contrast-primary-10: 255 255 255; --primary-11: 156 195 244; --contrast-primary-11: 29 29 29; --primary-12: 214 255 255; --contrast-primary-12: 29 29 29; --primary-original: 77 159 255; --contrast-primary-original: 255 255 255; --tint-1: 29 29 29; --contrast-tint-1: 255 255 255; --tint-2: 34 34 35; --contrast-tint-2: 255 255 255; --tint-3: 43 44 45; --contrast-tint-3: 255 255 255; --tint-4: 47 48 49; --contrast-tint-4: 255 255 255; --tint-5: 52 54 55; --contrast-tint-5: 255 255 255; --tint-6: 56 58 60; --contrast-tint-6: 255 255 255; --tint-7: 66 68 70; --contrast-tint-7: 255 255 255; --tint-8: 76 78 81; --contrast-tint-8: 255 255 255; --tint-9: 126 134 143; --contrast-tint-9: 255 255 255; --tint-10: 138 145 154; --contrast-tint-10: 255 255 255; --tint-11: 189 192 197; --contrast-tint-11: 29 29 29; --tint-12: 251 255 255; --contrast-tint-12: 29 29 29; --tint-original: 120 120 120; --contrast-tint-original: 255 255 255; --neutral-1: 29 29 29; --contrast-neutral-1: 255 255 255; --neutral-2: 34 34 34; --contrast-neutral-2: 255 255 255; --neutral-3: 44 44 44; --contrast-neutral-3: 255 255 255; --neutral-4: 48 48 48; --contrast-neutral-4: 255 255 255; --neutral-5: 53 53 53; --contrast-neutral-5: 255 255 255; --neutral-6: 57 57 57; --contrast-neutral-6: 255 255 255; --neutral-7: 67 67 67; --contrast-neutral-7: 255 255 255; --neutral-8: 78 78 78; --contrast-neutral-8: 255 255 255; --neutral-9: 120 120 120; --contrast-neutral-9: 255 255 255; --neutral-10: 144 144 144; --contrast-neutral-10: 255 255 255; --neutral-11: 192 192 192; --contrast-neutral-11: 29 29 29; --neutral-12: 255 255 255; --contrast-neutral-12: 29 29 29; --neutral-original: 120 120 120; --contrast-neutral-original: 255 255 255; --header-background: 77 159 255; --header-link: 255 255 255; --info-1: 29 29 29; --contrast-info-1: 255 255 255; --info-2: 34 34 34; --contrast-info-2: 255 255 255; --info-3: 44 44 44; --contrast-info-3: 255 255 255; --info-4: 48 48 48; --contrast-info-4: 255 255 255; --info-5: 53 53 53; --contrast-info-5: 255 255 255; --info-6: 57 57 57; --contrast-info-6: 255 255 255; --info-7: 67 67 67; --contrast-info-7: 255 255 255; --info-8: 78 78 78; --contrast-info-8: 255 255 255; --info-9: 120 120 120; --contrast-info-9: 255 255 255; --info-10: 144 144 144; --contrast-info-10: 255 255 255; --info-11: 192 192 192; 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32; --contrast-danger-2: 255 255 255; --danger-3: 55 39 38; --contrast-danger-3: 255 255 255; --danger-4: 64 41 38; --contrast-danger-4: 255 255 255; --danger-5: 75 44 41; --contrast-danger-5: 255 255 255; --danger-6: 84 45 41; --contrast-danger-6: 255 255 255; --danger-7: 100 51 48; --contrast-danger-7: 255 255 255; --danger-8: 117 58 54; --contrast-danger-8: 255 255 255; --danger-9: 251 44 54; --contrast-danger-9: 255 255 255; --danger-10: 255 52 59; --contrast-danger-10: 255 255 255; --danger-11: 255 161 153; --contrast-danger-11: 29 29 29; --danger-12: 255 220 210; --contrast-danger-12: 29 29 29; --danger-original: 251 44 54; --contrast-danger-original: 255 255 255; --success-1: 29 29 29; --contrast-success-1: 255 255 255; --success-2: 31 36 32; --contrast-success-2: 255 255 255; --success-3: 37 47 38; --contrast-success-3: 255 255 255; --success-4: 37 52 39; --contrast-success-4: 255 255 255; --success-5: 38 60 41; --contrast-success-5: 255 255 255; --success-6: 38 65 41; 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theme-muted: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">Tutorials</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="/main/tutorials/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="/main/tutorials/arrays">Arrays</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/tutorials/dataframes">Dataframes</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 [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">Background</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="/main/background/why-arrays">Why Arrays?</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/data-model">Data Model</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/use-cases">Use Cases<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="/main/background/use-cases/genomics">Genomics<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="/main/background/use-cases/genomics/population-genomics">Population Genomics</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="/main/background/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="/main/background/key-concepts-and-data-format">Key Concepts & Data Format</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics">Internal Mechanics<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="/main/background/internal-mechanics/writing">Writing</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/consolidation">Consolidation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/reading">Reading</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/aggregates">Aggregates</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/atomicity">Atomicity</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/concurrency">Concurrency</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/consistency">Consistency</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/parallelism">Parallelism</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/asynchronous-queries">Asynchronous Queries</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/datetimes">Datetimes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/background/internal-mechanics/encryption">Encryption</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="/main/background/glossary">Glossary</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 [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">How To</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="/main/how-to/installation">Installation<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="/main/how-to/installation/quick-install">Quick Install</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/pre-built-packages">Pre-built 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="/main/how-to/installation/building-from-source">Building from Source<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="/main/how-to/installation/building-from-source/c-cpp">C / C++</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/python">Python</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/r">R</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/java">Java</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/go">Go</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/docker">Docker</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/building-from-source/c">C#</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="/main/how-to/installation/usage">Usage<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="/main/how-to/installation/usage/c-cpp">C / C++</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/usage/python">Python</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/usage/r">R</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/usage/java">Java</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/installation/usage/go">Go</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="/main/how-to/arrays">Arrays<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="/main/how-to/arrays/creating-arrays">Create Arrays<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="/main/how-to/arrays/creating-arrays/creating-dimensions">Creating Dimensions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/creating-the-array-domain">Creating the Array Domain</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/creating-attributes">Creating Attributes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/creating-the-array-schema">Creating the Array Schema</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/evolving-the-array-schema">Evolving the Array Schema</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/setting-filters">Setting 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="/main/how-to/arrays/creating-arrays/creating-the-array">Creating the Array</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/creating-arrays/creating-encrypted-arrays">Creating Encrypted Arrays</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="/main/how-to/arrays/writing-arrays">Write Arrays<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="/main/how-to/arrays/writing-arrays/writing-in-dense-subarrays">Writing in Dense Subarrays</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/writing-sparse-cells">Writing Sparse Cells</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/writing-encrypted-arrays">Writing Encrypted Arrays</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/fixed-length-attributes">Fixed-length Attributes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong 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sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/nullable-attributes">Nullable Attributes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/writing-at-a-timestamp">Writing at a Timestamp</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/getting-the-written-fragment-info">Getting the Written Fragment Info</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/array-upgrade">Array Upgrade</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/consolidation-and-vacuuming">Consolidation and Vacuuming</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/deleting">Deleting</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/writing-arrays/consolidation-plan">Consolidation Plan</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="/main/how-to/arrays/reading-arrays">Read Arrays<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="/main/how-to/arrays/reading-arrays/reading-the-array-schema">Reading the Array Schema</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/basic-reading">Basic Reading</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/reading-encrypted-arrays">Reading Encrypted Arrays</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/multi-range-subarrays">Multi-Range Subarrays</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/query-conditions">Query Conditions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/aggregates">Aggregates</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/incomplete-queries">Incomplete Queries</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/result-estimation">Result Estimation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/time-traveling">Time Traveling</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/reading-arrays/reading-fragment-info">Reading Fragment Info</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="/main/how-to/arrays/array-metadata">Array Metadata</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/datetimes-with-numpy">Datetimes with numpy</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/arrays/asynchronous-queries">Asynchronous Queries</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="/main/how-to/dataframes">Dataframes<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="/main/how-to/dataframes/create-dataframes">Create Dataframes<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="/main/how-to/dataframes/create-dataframes/create-dataframe-from-csv">Create Dataframe From CSV</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="/main/how-to/dataframes/write-dataframes">Write Dataframes<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="/main/how-to/dataframes/write-dataframes/write-dataframe-from-csv">Write Dataframe From CSV</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="/main/how-to/dataframes/read-dataframes">Read Dataframes</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="/main/how-to/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="/main/how-to/embedded-sql">Embedded SQL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/configuration">Configuration</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/object-management">Object Management</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/virtual-filesystem">Virtual Filesystem</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance">Performance<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="/main/how-to/performance/using-performance-statistics">Using Performance 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="/main/how-to/performance/performance-tips">Performance Tips<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="/main/how-to/performance/performance-tips/choosing-dimensions">Choosing Dimensions</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/choosing-tiling-and-cell-layout">Choosing Tiling & Cell Layout</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/tuning-writes">Tuning Writes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/tuning-reads">Tuning Reads</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/tuning-consolidation">Tuning Consolidation</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/summary-of-factors">Summary of Factors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/performance/performance-tips/multiprocessing-python">Multiprocessing (Python)</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="/main/how-to/catching-errors">Catching Errors</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends">Backends<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="/main/how-to/backends/s3">AWS S3</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends/azure-blob-storage">Azure Blob Storage</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends/gcs">Google Cloud Storage</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends/minio">MinIO</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends/hdfs">HDFS</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/how-to/backends/lustre">Lustre</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 [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">API Reference</div><ul class="flex flex-col gap-y-0.5"><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://tiledb-inc-tiledb.readthedocs-hosted.com/en/stable/c-api.html">C<svg 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before:content-none font-normal hover:bg-tint hover:text-tint-strong" href="https://tiledb-inc-tiledb-py.readthedocs-hosted.com/en/stable/python-api.html">Python<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://tiledb-inc.github.io/TileDB-R/reference/index.html">R<svg 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[&>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://godoc.org/github.com/TileDB-Inc/TileDB-Go">Go<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 [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">Integrations & Extensions</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="/main/integrations-and-extensions/genomics">Genomics<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="/main/integrations-and-extensions/genomics/population-genomics">TileDB-VCF<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="/main/integrations-and-extensions/genomics/population-genomics/data-model">Data Model</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/installation">Installation<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="/main/integrations-and-extensions/genomics/population-genomics/installation/quick-install">Quick Install</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/installation/build-from-source">Build from Source</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="/main/integrations-and-extensions/genomics/population-genomics/how-to">How To<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="/main/integrations-and-extensions/genomics/population-genomics/how-to/create-a-dataset">Create a 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="/main/integrations-and-extensions/genomics/population-genomics/how-to/ingest-samples">Ingest 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="/main/integrations-and-extensions/genomics/population-genomics/how-to/read-from-the-dataset">Read from the 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="/main/integrations-and-extensions/genomics/population-genomics/how-to/export-to-vcf">Export to VCF</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/how-to/handle-large-queries">Handle Large Queries</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/how-to/work-with-cloud-object-stores">Work with Cloud Object Stores</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/how-to/perform-distributed-queries-with-spark">Perform Distributed Queries with Spark</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/how-to/perform-distributed-queries-with-dask">Perform Distributed Queries with Dask</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="/main/integrations-and-extensions/genomics/population-genomics/api-reference">API 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="/main/integrations-and-extensions/genomics/population-genomics/api-reference/cli">CLI</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/genomics/population-genomics/api-reference/python">Python</a></li></ul></div></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="/main/integrations-and-extensions/geospatial">Geospatial<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="/main/integrations-and-extensions/geospatial/pdal">PDAL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/geospatial/gdal">GDAL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/geospatial/rasterio">Rasterio</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/geospatial/mapserver">MapServer</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/geospatial/mariadb-geospatial">MariaDB Geospatial</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="/main/integrations-and-extensions/bioimaging">BioImaging</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing">Distributed Computing<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="/main/integrations-and-extensions/distributed-computing/spark">Spark<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="/main/integrations-and-extensions/distributed-computing/spark/quickstart">Quickstart</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/spark/launching-an-emr-cluster">Launching an EMR 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="/main/integrations-and-extensions/distributed-computing/spark/usage">Usage</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/spark/driver-options">Driver 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="/main/integrations-and-extensions/distributed-computing/spark/supported-datatypes">Supported Datatypes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/spark/partitioning">Partitioning</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/spark/metrics">Metrics</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/spark/performance-tips">Performance Tips</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="/main/integrations-and-extensions/distributed-computing/dask">Dask<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="/main/integrations-and-extensions/distributed-computing/dask/quickstart">Quickstart</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/dask/tiledb-with-dask-array">TileDB With Dask Array</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/dask/tiledb-with-dask-delayed">TileDB With Dask Delayed</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="/main/integrations-and-extensions/distributed-computing/prestodb">PrestoDB<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="/main/integrations-and-extensions/distributed-computing/prestodb/quickstart">Quickstart</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb/configuration-parameters">Configuration</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb/installation-from-source">Installation From Source</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb/usage">Usage</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] 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href="/main/integrations-and-extensions/distributed-computing/prestodb/limitations">Limitations</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb/sql">SQL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb/examples">Examples</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="/main/integrations-and-extensions/distributed-computing/prestodb-1">Trino<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 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sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb-1/installation-from-source">Installation From Source</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb-1/usage">Usage</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb-1/supported-datatypes">Supported Datatypes</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong 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[&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb-1/sql">SQL</a></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row justify-between rounded-md straight-corners:rounded-none p-1.5 pl-3 text-balance font-normal text-sm text-tint-strong/7 hover:bg-tint-hover hover:text-tint-strong contrast-more:text-tint-strong hover:contrast-more:text-tint-strong hover:contrast-more:ring-1 hover:contrast-more:ring-tint-12 before:contents[] before:-left-px before:absolute before:inset-y-0 sidebar-list-line:rounded-l-none sidebar-list-line:before:w-px sidebar-list-default:[&+div_a]:rounded-l-none [&+div_a]:pl-5 sidebar-list-default:[&+div_a]:before:w-px" href="/main/integrations-and-extensions/distributed-computing/prestodb-1/examples">Examples</a></li></ul></div></li></ul></div></li><li class="flex flex-col"><a class="group/toclink relative transition-colors flex flex-row 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page-api-block:xl:max-2xl:bg-transparent"><div class="" data-visual-test="removed"></div></div></aside><main class="relative min-w-0 flex-1 py-8 lg:px-12 break-anywhere page-api-block:xl:max-2xl:pr-0 page-api-block:mx-auto page-api-block:max-w-screen-2xl page-default-width page-has-toc"><header class="max-w-3xl mx-auto mb-6 space-y-3 page-api-block:ml-0"><h1 class="text-4xl font-bold flex items-center gap-4">Welcome to TileDB Open Source!</h1></header><div class="grid [&>*+*]:mt-5 whitespace-pre-wrap"><h2 id="what-is-tiledb-open-source" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#what-is-tiledb-open-source" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">What is TileDB Open Source?</div></h2><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success 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-4 pl-4 text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-px leading-normal"></svg></div><div class="p-4 pl-3 empty:p-0 -row-end-1 -col-end-1 space-y-3 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><p class="mx-auto w-full max-w-3xl text-neutral-strong links-default:[&_a]:text-success links-default:[&_a:hover]:text-success-strong links-default:[&_a]:decoration-success/6 links-accent:[&_a]:decoration-success decoration-success/6 [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong flip-heading-hash"><i class="font-italic">TileDB </i>Open Source<i class="font-italic"> is a </i><i class="font-italic"><strong class="font-bold">universal storage engine</strong></i><i class="font-italic"> that stores any kind of data (beyond tables) in a powerful unified format, offering extreme interoperability via many APIs and tool integrations.</i></p></div></div><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">TileDB Open Source is a powerful engine architected around <strong class="font-bold">multi-dimensional arrays</strong> that enables storing and accessing: </p><ul class="min-w-0 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 min-w-0 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"><strong class="font-bold">Dense arrays</strong> (e.g., images, video and more)</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 min-w-0 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"><strong class="font-bold">Sparse arrays</strong> (e.g., LiDAR, genomics and more)</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 min-w-0 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"><strong class="font-bold">Dataframes</strong> (any tabular data, as either dense or sparse arrays)</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 min-w-0 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"><i class="font-italic">Any data that can be modeled as arrays </i>(e.g., <strong class="font-bold">graphs</strong>, <strong class="font-bold">key-values</strong>, <strong class="font-bold">ML models</strong>, etc.)</p></div></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">You can use TileDB to store data in a variety of applications, such as Genomics, Geospatial, Biomedical Imaging, Finance, Machine Learning, and more. The power of TileDB stems from the fact that <i class="font-italic">any</i> data can be modeled efficiently as either a dense or a sparse multi-dimensional array, which is the format used internally by most data science tooling. By storing your data and metadata in TileDB arrays, you abstract all the data storage and management pains, while efficiently accessing the data with your favorite programming language or data science tool via our numerous APIs and integrations.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">TileDB Open Source is a fast embeddable C++ library with the following main features:</p><ul class="min-w-0 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 min-w-0 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"><strong class="font-bold">Open-source</strong> under the MIT license</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 min-w-0 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">Fast multi-dimensional slicing via <strong class="font-bold">tiling</strong> (i.e., chunking)</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 min-w-0 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">Multiple <strong class="font-bold">compression</strong>, <strong class="font-bold">encryption</strong> and <strong class="font-bold">checksum </strong>filters</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 min-w-0 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">Fast, lock-free <strong class="font-bold">ingestion</strong></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 min-w-0 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"><strong class="font-bold">Parallel IO </strong>for both reads and writes</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 min-w-0 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"><strong class="font-bold">Cloud storage</strong> (AWS S3, Google Cloud Storage, Azure Blob Storage)</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 min-w-0 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 fully <strong class="font-bold">multi-threaded</strong> implementation</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 min-w-0 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">Query condition execution <strong class="font-bold">push-down</strong></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 min-w-0 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"><strong class="font-bold">Schema</strong> <strong class="font-bold">evolution</strong></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 min-w-0 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"><strong class="font-bold">Data versioning</strong> and <strong class="font-bold">time traveling</strong></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 min-w-0 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"><strong class="font-bold">Metadata </strong>stored alongside the array 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 min-w-0 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"><strong class="font-bold">Groups </strong>for hierarchical organization of array 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 min-w-0 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 growing set of <strong class="font-bold">APIs</strong> (C, C++, C#, Python, Java, R, Go), </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 min-w-0 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">Numerous <strong class="font-bold">integrations </strong>(Spark, Dask, MariaDB, GDAL, and more)</p></div></li></ul><h2 id="code-and-apis" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#code-and-apis" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">Code and APIs</div></h2><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The TileDB Open Source engine is built in C++ and exposes a <strong class="font-bold">C</strong> and a <strong class="font-bold">C++</strong> API:</p><ul class="min-w-0 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 min-w-0 flex-1 flex-col space-y-2"><template id="B:1"></template><div role="status" aria-busy="true" 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"><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></li></ul><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">We maintain a growing set of language APIs built on top of the C and C++ APIs: </p><ul class="min-w-0 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 min-w-0 flex-1 flex-col space-y-2"><template id="B:2"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:3"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:4"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:5"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:6"></template><div role="status" aria-busy="true" 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"><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></li></ul><h2 id="integrations-and-extensions" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#integrations-and-extensions" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">Integrations and Extensions</div></h2><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">We extended TileDB Open Source to capture domain-specific aspects of important use cases:</p><ul class="min-w-0 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 min-w-0 flex-1 flex-col space-y-2"><template id="B:7"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:8"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:9"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:a"></template><div role="status" aria-busy="true" 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"><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></li></ul><h2 id="getting-started" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#getting-started" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">Getting Started</div></h2><div class="hint transition-colors rounded-md straight-corners:rounded-none overflow-hidden bg-success border-success 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-4 pl-4 text-success-subtle contrast-more:text-success"><svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/circle-check.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon size-[1.2em] mt-px leading-normal"></svg></div><div class="p-4 pl-3 empty:p-0 -row-end-1 -col-end-1 space-y-3 [&_.hint]:border [&_pre]:border [&_pre]:border-neutral"><template id="B:b"></template><div role="status" aria-busy="true" class="mx-auto w-full max-w-3xl text-neutral-strong links-default:[&_a]:text-success links-default:[&_a:hover]:text-success-strong links-default:[&_a]:decoration-success/6 links-accent:[&_a]:decoration-success decoration-success/6 [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong flip-heading-hash"><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><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">There is a constantly growing set of tutorials in the <strong class="font-bold">TUTORIALS</strong> page group found in the left navigation menu of these docs.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">If you'd like to take a deeper dive into the TileDB Open Source internals, you can check <strong class="font-bold">BACKGROUND </strong>in the left navigation menu. You can also always consult the <strong class="font-bold">HOW TO</strong> guides and the <strong class="font-bold">API REFERENCE</strong>.</p><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">Finally, detailed information about the various TileDB Open Source tool integrations and extensions can be found under the <strong class="font-bold">INTEGRATIONS & EXTENSIONS</strong> page group in the left navigation menu.</p><h2 id="how-to-use-the-docs" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#how-to-use-the-docs" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">How to Use the Docs</div></h2><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">To make it easy to understand where to find what you are looking for, the documentation is structured in the following sections:</p><ul class="min-w-0 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 min-w-0 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"><strong class="font-bold">Tutorials </strong>A series of examples for learning how to use TileDB in various use cases</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 min-w-0 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"><strong class="font-bold">Background </strong>Explanation of key topics and concepts </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 min-w-0 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"><strong class="font-bold">How To </strong>Short how-to guides for all different features of TileDB</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 min-w-0 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"><strong class="font-bold">API Reference</strong></p><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">Technical reference to the APIs</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 min-w-0 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"><strong class="font-bold">Extensions & integrations </strong>Detailed documentation on the TileDB Open Source extensions and integrations</p></div></li></ul><h2 id="history" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#history" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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-tight mt-[1em]">History</div></h2><template id="B:c"></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 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><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">The company maintains two offerings: </p><ol class="min-w-0 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 min-w-0 flex-1 flex-col space-y-2"><template id="B:d"></template><div role="status" aria-busy="true" 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"><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></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 min-w-0 flex-1 flex-col space-y-2"><template id="B:e"></template><div role="status" aria-busy="true" 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"><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></li></ol><h2 id="get-involved" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#get-involved" aria-label="Direct link to 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[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><h2 id="other-resources" class="text-3xl font-semibold heading group relative grid scroll-m-12 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-[1em]"><a href="#other-resources" aria-label="Direct link to heading" class="inline-flex h-full items-start leading-tight"><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 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class="font-bold">Python:</strong> <template id="P:13"></template></p></div><div hidden id="S:3"><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"><strong class="font-bold">R:</strong> <template id="P:14"></template></p></div><div hidden id="S:4"><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"><strong class="font-bold">Java:</strong> <template id="P:15"></template></p></div><div hidden id="S:5"><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"><strong class="font-bold">Go:</strong> <template id="P:16"></template></p></div><div hidden id="S:6"><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"><strong class="font-bold">C#</strong>: <template id="P:17"></template></p></div><div hidden id="S:7"><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"><template id="P:18"></template>: An extension for storing and accessing genomic variant (VCF) data</p></div><div hidden id="S:8"><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"><template id="P:19"></template>: Integrations with <template id="P:1a"></template>, <template id="P:1b"></template>, <template id="P:1c"></template> and <template id="P:1d"></template></p></div><div hidden id="S:9"><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"><template id="P:1e"></template>: Integration with <template id="P:1f"></template> and <template id="P:20"></template></p></div><div hidden id="S:a"><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"><template id="P:21"></template>: Integration with <template id="P:22"></template>, <template id="P:23"></template> and <template id="P:24"></template></p></div><div hidden id="S:b"><p class="mx-auto w-full max-w-3xl text-neutral-strong links-default:[&_a]:text-success links-default:[&_a:hover]:text-success-strong links-default:[&_a]:decoration-success/6 links-accent:[&_a]:decoration-success decoration-success/6 [&_.can-override-bg]:bg-success-active [&_.can-override-text]:text-success-strong flip-heading-hash">Our blog post <template id="P:25"></template> is a good starting point for understanding why we chose arrays as first-class citizens in TileDB Open Source.</p></div><div hidden id="S:c"><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">TileDB started at <strong class="font-bold">MIT</strong> and <strong class="font-bold">Intel Labs</strong> as a research project in late 2014 that led to a <template id="P:26"></template>. In May 2017 it was spun out into <strong class="font-bold">TileDB, Inc.</strong>, a company that has since raised over $20M to further develop and maintain the project (see <template id="P:27"></template>). </p></div><div hidden id="S:d"><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 <i class="font-italic">open-source</i> storage <template id="P:28"></template><strong class="font-bold"> </strong>engine, which is covered in this documentation.</p></div><div hidden id="S:e"><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 <i class="font-italic">commercial</i> data management platform called <template id="P:29"></template>, which builds upon TileDB Embedded and offers data governance, scalable serverless compute and more.</p></div><div hidden id="S:f"><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">TileDB Embedded along with its APIs and integrations are open-source projects and welcome all forms of contributions. Contributors to the project should read the <template id="P:2a"></template> for more information.</p></div><div hidden id="S:10"><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">We'd love to hear from you. Drop us a line at <template id="P:2b"></template>, join our <template id="P:2c"></template>, visit our <template id="P:2d"></template> or <template id="P:2e"></template>, or <template id="P:2f"></template> to stay informed of updates and news.</p></div><div hidden id="S:11"><p class="mx-auto w-full decoration-primary/6 max-w-3xl page-api-block:ml-0">You can also check out the TileDB <template id="P:30"></template> and <template id="P:31"></template> (webinars and workshops) to learn more about the TileDB vision, value proposition and use cases, as well as meet the <template id="P:32"></template> behind all this amazing work.</p></div><div hidden id="S:12"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong 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links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" data-state="closed" href="https://github.com/TileDB-Inc/TileDB-Java">https://github.com/TileDB-Inc/TileDB-Java<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:15","P:15")</script><script>$RC("B:4","S:4")</script><div hidden id="S:16"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] 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href="https://github.com/TileDB-Inc/TileDB-CSharp">https://github.com/TileDB-Inc/TileDB-CSharp<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:17","P:17")</script><script>$RC("B:6","S:6")</script><div hidden id="S:18"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" data-state="closed" href="/main/integrations-and-extensions/genomics/population-genomics"><strong 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class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:1d","P:1d")</script><script>$RC("B:8","S:8")</script><div hidden id="S:1e"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" data-state="closed" href="/main/integrations-and-extensions/distributed-computing"><strong class="font-bold">Distributed computing</strong></a></div><script>$RS("S:1e","P:1e")</script><div hidden id="S:1f"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 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id="S:23"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong 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" data-state="closed" href="https://prestodb.io/">Presto<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:23","P:23")</script><div hidden id="S:24"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" data-state="closed" href="https://trino.io/">Trino<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:24","P:24")</script><script>$RC("B:a","S:a")</script><div hidden id="S:25"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary 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links-accent:hover:[text-decoration-skip-ink:none] transition-all duration-100" data-state="closed" href="https://www.businesswire.com/news/home/20200714005280/en/TileDB-Closes-15M-Series-Industry%E2%80%99s-Universal-Data">Series A announcement<svg style="mask-image:url(https://ka-p.fontawesome.com/releases/v6.6.0/svgs/regular/arrow-up-right.svg?v=2&token=a463935e93);mask-repeat:no-repeat;mask-position:center" class="gb-icon ml-0.5 inline size-3 links-accent:text-tint-subtle"></svg></a></div><script>$RS("S:27","P:27")</script><script>$RC("B:c","S:c")</script><div hidden id="S:28"><a class="underline decoration-[max(0.07em,1px)] underline-offset-2 links-accent:underline-offset-4 links-default:decoration-primary/6 links-default:text-primary-subtle links-default:hover:text-primary-strong links-default:contrast-more:text-primary links-default:contrast-more:hover:text-primary-strong links-accent:decoration-primary-subtle links-accent:hover:decoration-[3px] 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