blob: e375af097c10fef28f36e861826092eb12447e6d [file] [log] [blame]
<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta http-equiv="X-UA-Compatible" content="IE=edge"/><title>Multi-value dimensions · Apache Druid</title><meta name="viewport" content="width=device-width"/><link rel="canonical" href="https://druid.apache.org/docs/latest/querying/multi-value-dimensions.html"/><meta name="generator" content="Docusaurus"/><meta name="description" content="&lt;!--"/><meta name="docsearch:language" content="en"/><meta name="docsearch:version" content="0.23.0" /><meta property="og:title" content="Multi-value dimensions · Apache Druid"/><meta property="og:type" content="website"/><meta property="og:url" content="https://druid.apache.org/index.html"/><meta property="og:description" content="&lt;!--"/><meta property="og:image" content="https://druid.apache.org/img/druid_nav.png"/><meta name="twitter:card" content="summary"/><meta name="twitter:image" content="https://druid.apache.org/img/druid_nav.png"/><link rel="shortcut icon" href="/img/favicon.png"/><link rel="stylesheet" href="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.css"/><link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/default.min.css"/><script async="" src="https://www.googletagmanager.com/gtag/js?id=UA-131010415-1"></script><script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments); }
gtag('js', new Date());
gtag('config', 'UA-131010415-1');
</script><link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.7.2/css/all.css"/><link rel="stylesheet" href="/css/code-block-buttons.css"/><script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js"></script><script type="text/javascript" src="/js/code-block-buttons.js"></script><script src="/js/scrollSpy.js"></script><link rel="stylesheet" href="/css/main.css"/><script src="/js/codetabs.js"></script></head><body class="sideNavVisible separateOnPageNav"><div class="fixedHeaderContainer"><div class="headerWrapper wrapper"><header><a href="/"><img class="logo" src="/img/druid_nav.png" alt="Apache Druid"/></a><div class="navigationWrapper navigationSlider"><nav class="slidingNav"><ul class="nav-site nav-site-internal"><li class=""><a href="/technology" target="_self">Technology</a></li><li class=""><a href="/use-cases" target="_self">Use Cases</a></li><li class=""><a href="/druid-powered" target="_self">Powered By</a></li><li class="siteNavGroupActive"><a href="/docs/latest/design/index.html" target="_self">Docs</a></li><li class=""><a href="/community/" target="_self">Community</a></li><li class=""><a href="https://www.apache.org" target="_self">Apache</a></li><li class=""><a href="/downloads.html" target="_self">Download</a></li><li class="navSearchWrapper reactNavSearchWrapper"><input type="text" id="search_input_react" placeholder="Search" title="Search"/></li></ul></nav></div></header></div></div><div class="navPusher"><div class="docMainWrapper wrapper"><div class="docsNavContainer" id="docsNav"><nav class="toc"><div class="toggleNav"><section class="navWrapper wrapper"><div class="navBreadcrumb wrapper"><div class="navToggle" id="navToggler"><div class="hamburger-menu"><div class="line1"></div><div class="line2"></div><div class="line3"></div></div></div><h2><i></i><span>Concepts</span></h2><div class="tocToggler" id="tocToggler"><i class="icon-toc"></i></div></div><div class="navGroups"><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Getting started<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/design/index.html">Introduction to Apache Druid</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/index.html">Quickstart</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/docker.html">Docker</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/single-server.html">Single server deployment</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/cluster.html">Clustered deployment</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Tutorials<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-batch.html">Loading files natively</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-kafka.html">Load from Apache Kafka</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-batch-hadoop.html">Load from Apache Hadoop</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-query.html">Querying data</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-rollup.html">Roll-up</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-retention.html">Configuring data retention</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-update-data.html">Updating existing data</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-compaction.html">Compacting segments</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-delete-data.html">Deleting data</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-ingestion-spec.html">Writing an ingestion spec</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-transform-spec.html">Transforming input data</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/tutorials/tutorial-kerberos-hadoop.html">Kerberized HDFS deep storage</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Design<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/design/architecture.html">Design</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/segments.html">Segments</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/processes.html">Processes and servers</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/dependencies/deep-storage.html">Deep storage</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/dependencies/metadata-storage.html">Metadata storage</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/dependencies/zookeeper.html">ZooKeeper</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Ingestion<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/index.html">Ingestion</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/data-formats.html">Data formats</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/data-model.html">Data model</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/rollup.html">Data rollup</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/partitioning.html">Partitioning</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/ingestion-spec.html">Ingestion spec</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/schema-design.html">Schema design tips</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/data-management.html">Data management</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/compaction.html">Compaction</a></li><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Stream ingestion</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kafka-ingestion.html">Apache Kafka ingestion</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kafka-supervisor-reference.html">Apache Kafka supervisor</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kafka-supervisor-operations.html">Apache Kafka operations</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kinesis-ingestion.html">Amazon Kinesis</a></li></ul></div><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Batch ingestion</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/native-batch.html">Native batch</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/native-batch-simple-task.html">Simple task indexing</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/native-batch-input-sources.html">Input sources</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/native-batch-firehose.html">Firehose</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/hadoop.html">Hadoop-based</a></li></ul></div><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/tasks.html">Task reference</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/faq.html">Troubleshooting FAQ</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Querying<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Druid SQL</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql.html">Overview and syntax</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-data-types.html">SQL data types</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-operators.html">Operators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-scalar.html">Scalar functions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-aggregations.html">Aggregation functions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-multivalue-string-functions.html">Multi-value string functions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-api.html">Druid SQL API</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-jdbc.html">JDBC driver API</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-query-context.html">SQL query context</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-metadata-tables.html">SQL metadata tables</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sql-translation.html">SQL query translation</a></li></ul></div><li class="navListItem"><a class="navItem" href="/docs/latest/querying/querying.html">Native queries</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/query-execution.html">Query execution</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/troubleshooting.html">Troubleshooting</a></li><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Concepts</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/querying/datasource.html">Datasources</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/joins.html">Joins</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/lookups.html">Lookups</a></li><li class="navListItem navListItemActive"><a class="navItem" href="/docs/latest/querying/multi-value-dimensions.html">Multi-value dimensions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/multitenancy.html">Multitenancy</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/caching.html">Query caching</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/using-caching.html">Using query caching</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/query-context.html">Query context</a></li></ul></div><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Native query types</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/querying/timeseriesquery.html">Timeseries</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/topnquery.html">TopN</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/groupbyquery.html">GroupBy</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/scan-query.html">Scan</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/searchquery.html">Search</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/timeboundaryquery.html">TimeBoundary</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/segmentmetadataquery.html">SegmentMetadata</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/datasourcemetadataquery.html">DatasourceMetadata</a></li></ul></div><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Native query components</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/querying/filters.html">Filters</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/granularities.html">Granularities</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/dimensionspecs.html">Dimensions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/aggregations.html">Aggregations</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/post-aggregations.html">Post-aggregations</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/misc/math-expr.html">Expressions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/having.html">Having filters (groupBy)</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/limitspec.html">Sorting and limiting (groupBy)</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/topnmetricspec.html">Sorting (topN)</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/sorting-orders.html">String comparators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/virtual-columns.html">Virtual columns</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/geo.html">Spatial filters</a></li></ul></div></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Configuration<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/configuration/index.html">Configuration reference</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions.html">Extensions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/configuration/logging.html">Logging</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Operations<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/operations/druid-console.html">Web console</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/getting-started.html">Getting started with Apache Druid</a></li><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Security</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/operations/security-overview.html">Security overview</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/security-user-auth.html">User authentication and authorization</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/auth-ldap.html">LDAP auth</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/password-provider.html">Password providers</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/dynamic-config-provider.html">Dynamic Config Providers</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/tls-support.html">TLS support</a></li></ul></div><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Performance tuning</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/operations/basic-cluster-tuning.html">Basic cluster tuning</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/segment-optimization.html">Segment Size Optimization</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/mixed-workloads.html">Mixed workloads</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/http-compression.html">HTTP compression</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/clean-metadata-store.html">Automated metadata cleanup</a></li></ul></div><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Monitoring</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/operations/request-logging.html">Request logging</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/metrics.html">Metrics</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/alerts.html">Alerts</a></li></ul></div><li class="navListItem"><a class="navItem" href="/docs/latest/operations/api-reference.html">API reference</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/high-availability.html">High availability</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/rolling-updates.html">Rolling updates</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/rule-configuration.html">Retaining or automatically dropping data</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/other-hadoop.html">Working with different versions of Apache Hadoop</a></li><div class="navGroup subNavGroup"><h4 class="navGroupSubcategoryTitle">Misc</h4><ul><li class="navListItem"><a class="navItem" href="/docs/latest/operations/management-uis.html">Legacy Management UIs</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/dump-segment.html">dump-segment tool</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/reset-cluster.html">reset-cluster tool</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/insert-segment-to-db.html">insert-segment-to-db tool</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/pull-deps.html">pull-deps tool</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/deep-storage-migration.html">Deep storage migration</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/export-metadata.html">Export Metadata Tool</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/metadata-migration.html">Metadata Migration</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/use_sbt_to_build_fat_jar.html">Content for build.sbt</a></li></ul></div></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Development<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/development/overview.html">Developing on Druid</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/modules.html">Creating extensions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/javascript.html">JavaScript functionality</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/build.html">Build from source</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/versioning.html">Versioning</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/experimental.html">Experimental features</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Misc<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/misc/papers-and-talks.html">Papers</a></li></ul></div><div class="navGroup"><h3 class="navGroupCategoryTitle collapsible">Hidden<span class="arrow"><svg width="24" height="24" viewBox="0 0 24 24"><path fill="#565656" d="M7.41 15.41L12 10.83l4.59 4.58L18 14l-6-6-6 6z"></path><path d="M0 0h24v24H0z" fill="none"></path></svg></span></h3><ul class="hide"><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-elasticsearch.html">Apache Druid vs Elasticsearch</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-key-value.html">Apache Druid vs. Key/Value Stores (HBase/Cassandra/OpenTSDB)</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-kudu.html">Apache Druid vs Kudu</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-redshift.html">Apache Druid vs Redshift</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-spark.html">Apache Druid vs Spark</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/comparisons/druid-vs-sql-on-hadoop.html">Apache Druid vs SQL-on-Hadoop</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/auth.html">Authentication and Authorization</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/broker.html">Broker</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/coordinator.html">Coordinator Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/historical.html">Historical Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/indexer.html">Indexer Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/indexing-service.html">Indexing Service</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/middlemanager.html">MiddleManager Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/overlord.html">Overlord Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/router.html">Router Process</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/design/peons.html">Peons</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/approximate-histograms.html">Approximate Histogram aggregators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/avro.html">Apache Avro</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/azure.html">Microsoft Azure</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/bloom-filter.html">Bloom Filter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/datasketches-extension.html">DataSketches extension</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/datasketches-hll.html">DataSketches HLL Sketch module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/datasketches-quantiles.html">DataSketches Quantiles Sketch module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/datasketches-theta.html">DataSketches Theta Sketch module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/datasketches-tuple.html">DataSketches Tuple Sketch module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-basic-security.html">Basic Security</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-kerberos.html">Kerberos</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-lookups.html">Cached Lookup Module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-ranger-security.html">Apache Ranger Security</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/google.html">Google Cloud Storage</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/hdfs.html">HDFS</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kafka-extraction-namespace.html">Apache Kafka Lookups</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/lookups-cached-global.html">Globally Cached Lookups</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/mysql.html">MySQL Metadata Store</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/orc.html">ORC Extension</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-pac4j.html">Druid pac4j based Security extension</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/parquet.html">Apache Parquet Extension</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/postgresql.html">PostgreSQL Metadata Store</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/protobuf.html">Protobuf</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/s3.html">S3-compatible</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/simple-client-sslcontext.html">Simple SSLContext Provider Module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/stats.html">Stats aggregator</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/test-stats.html">Test Stats Aggregators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/druid-aws-rds.html">Druid AWS RDS Module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-core/kubernetes.html">Kubernetes</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/ambari-metrics-emitter.html">Ambari Metrics Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/cassandra.html">Apache Cassandra</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/cloudfiles.html">Rackspace Cloud Files</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/distinctcount.html">DistinctCount Aggregator</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/graphite.html">Graphite Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/influx.html">InfluxDB Line Protocol Parser</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/influxdb-emitter.html">InfluxDB Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/kafka-emitter.html">Kafka Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/materialized-view.html">Materialized View</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/momentsketch-quantiles.html">Moment Sketches for Approximate Quantiles module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/moving-average-query.html">Moving Average Query</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/opentsdb-emitter.html">OpenTSDB Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/redis-cache.html">Druid Redis Cache</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/sqlserver.html">Microsoft SQLServer</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/statsd.html">StatsD Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/tdigestsketch-quantiles.html">T-Digest Quantiles Sketch module</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/thrift.html">Thrift</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/time-min-max.html">Timestamp Min/Max aggregators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/gce-extensions.html">GCE Extensions</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/aliyun-oss.html">Aliyun OSS</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/development/extensions-contrib/prometheus.html">Prometheus Emitter</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/operations/kubernetes.html">kubernetes</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/hll-old.html">Cardinality/HyperUnique aggregators</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/querying/select-query.html">Select</a></li><li class="navListItem"><a class="navItem" href="/docs/latest/ingestion/standalone-realtime.html">Realtime Process</a></li></ul></div></div></section></div><script>
var coll = document.getElementsByClassName('collapsible');
var checkActiveCategory = true;
for (var i = 0; i < coll.length; i++) {
var links = coll[i].nextElementSibling.getElementsByTagName('*');
if (checkActiveCategory){
for (var j = 0; j < links.length; j++) {
if (links[j].classList.contains('navListItemActive')){
coll[i].nextElementSibling.classList.toggle('hide');
coll[i].childNodes[1].classList.toggle('rotate');
checkActiveCategory = false;
break;
}
}
}
coll[i].addEventListener('click', function() {
var arrow = this.childNodes[1];
arrow.classList.toggle('rotate');
var content = this.nextElementSibling;
content.classList.toggle('hide');
});
}
document.addEventListener('DOMContentLoaded', function() {
createToggler('#navToggler', '#docsNav', 'docsSliderActive');
createToggler('#tocToggler', 'body', 'tocActive');
var headings = document.querySelector('.toc-headings');
headings && headings.addEventListener('click', function(event) {
var el = event.target;
while(el !== headings){
if (el.tagName === 'A') {
document.body.classList.remove('tocActive');
break;
} else{
el = el.parentNode;
}
}
}, false);
function createToggler(togglerSelector, targetSelector, className) {
var toggler = document.querySelector(togglerSelector);
var target = document.querySelector(targetSelector);
if (!toggler) {
return;
}
toggler.onclick = function(event) {
event.preventDefault();
target.classList.toggle(className);
};
}
});
</script></nav></div><div class="container mainContainer docsContainer"><div class="wrapper"><div class="post"><header class="postHeader"><a class="edit-page-link button" href="https://github.com/apache/druid/edit/master/docs/querying/multi-value-dimensions.md" target="_blank" rel="noreferrer noopener">Edit</a><h1 id="__docusaurus" class="postHeaderTitle">Multi-value dimensions</h1></header><article><div><span><!--
~ Licensed to the Apache Software Foundation (ASF) under one
~ or more contributor license agreements. See the NOTICE file
~ distributed with this work for additional information
~ regarding copyright ownership. The ASF licenses this file
~ to you under the Apache License, Version 2.0 (the
~ "License"); you may not use this file except in compliance
~ with the License. You may obtain a copy of the License at
~
~ http://www.apache.org/licenses/LICENSE-2.0
~
~ Unless required by applicable law or agreed to in writing,
~ software distributed under the License is distributed on an
~ "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
~ KIND, either express or implied. See the License for the
~ specific language governing permissions and limitations
~ under the License.
-->
<p>Apache Druid supports &quot;multi-value&quot; string dimensions. Multi-value string dimensions result from input fields that contain an
array of values instead of a single value, such as the <code>tags</code> values in the following JSON array example:</p>
<pre><code class="hljs">{<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"2011-01-12T00:00:00.000Z"</span>, <span class="hljs-attr">"tags"</span>: [<span class="hljs-string">"t1"</span>,<span class="hljs-string">"t2"</span>,<span class="hljs-string">"t3"</span>]}
</code></pre>
<p>This document describes filtering and grouping behavior for multi-value dimensions. For information about the internal representation of multi-value dimensions, see
<a href="/docs/latest/design/segments.html#multi-value-columns">segments documentation</a>. Examples in this document
are in the form of <a href="/docs/latest/querying/querying.html">native Druid queries</a>. Refer to the <a href="/docs/latest/querying/sql-multivalue-string-functions.html">Druid SQL documentation</a> for details
about using multi-value string dimensions in SQL.</p>
<h2><a class="anchor" aria-hidden="true" id="overview"></a><a href="#overview" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Overview</h2>
<p>At ingestion time, Druid can detect multi-value dimensions and configure the <code>dimensionsSpec</code> accordingly. It detects JSON arrays or CSV/TSV fields as multi-value dimensions.</p>
<p>For TSV or CSV data, you can specify the multi-value delimiters using the <code>listDelimiter</code> field in the <code>parseSpec</code>. JSON data must be formatted as a JSON array to be ingested as a multi-value dimension. JSON data does not require <code>parseSpec</code> configuration.</p>
<p>The following shows an example multi-value dimension named <code>tags</code> in a <code>dimensionsSpec</code>:</p>
<pre><code class="hljs"><span class="hljs-string">"dimensions"</span>: [
{
<span class="hljs-string">"type"</span>: <span class="hljs-string">"string"</span>,
<span class="hljs-string">"name"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-string">"multiValueHandling"</span>: <span class="hljs-string">"SORTED_ARRAY"</span>,
<span class="hljs-string">"createBitmapIndex"</span>: <span class="hljs-literal">true</span>
}
],
</code></pre>
<p>By default, Druid sorts values in multi-value dimensions. This behavior is controlled by the <code>SORTED_ARRAY</code> value of the <code>multiValueHandling</code> field. Alternatively, you can specify multi-value handling as:</p>
<ul>
<li><code>SORTED_SET</code>: results in the removal of duplicate values</li>
<li><code>ARRAY</code>: retains the original order of the values</li>
</ul>
<p>See <a href="/docs/latest/ingestion/ingestion-spec.html#dimension-objects">Dimension Objects</a> for information on configuring multi-value handling.</p>
<h2><a class="anchor" aria-hidden="true" id="querying-multi-value-dimensions"></a><a href="#querying-multi-value-dimensions" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Querying multi-value dimensions</h2>
<p>The following sections describe filtering and grouping behavior based on the following example data, which includes a multi-value dimension, <code>tags</code>.</p>
<pre><code class="hljs">{<span class="hljs-string">"timestamp"</span>: <span class="hljs-string">"2011-01-12T00:00:00.000Z"</span>, <span class="hljs-string">"tags"</span>: [<span class="hljs-string">"t1"</span>,<span class="hljs-string">"t2"</span>,<span class="hljs-string">"t3"</span>]} <span class="hljs-meta">#row1</span>
{<span class="hljs-string">"timestamp"</span>: <span class="hljs-string">"2011-01-13T00:00:00.000Z"</span>, <span class="hljs-string">"tags"</span>: [<span class="hljs-string">"t3"</span>,<span class="hljs-string">"t4"</span>,<span class="hljs-string">"t5"</span>]} <span class="hljs-meta">#row2</span>
{<span class="hljs-string">"timestamp"</span>: <span class="hljs-string">"2011-01-14T00:00:00.000Z"</span>, <span class="hljs-string">"tags"</span>: [<span class="hljs-string">"t5"</span>,<span class="hljs-string">"t6"</span>,<span class="hljs-string">"t7"</span>]} <span class="hljs-meta">#row3</span>
{<span class="hljs-string">"timestamp"</span>: <span class="hljs-string">"2011-01-14T00:00:00.000Z"</span>, <span class="hljs-string">"tags"</span>: []} <span class="hljs-meta">#row4</span>
</code></pre>
<blockquote>
<p>Be sure to remove the comments before trying out the sample data.</p>
</blockquote>
<h3><a class="anchor" aria-hidden="true" id="filtering"></a><a href="#filtering" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Filtering</h3>
<p>All query types, as well as <a href="/docs/latest/querying/aggregations.html#filtered-aggregator">filtered aggregators</a>, can filter on multi-value
dimensions. Filters follow these rules on multi-value dimensions:</p>
<ul>
<li>Value filters (like &quot;selector&quot;, &quot;bound&quot;, and &quot;in&quot;) match a row if any of the values of a multi-value dimension match
the filter.</li>
<li>The Column Comparison filter will match a row if the dimensions have any overlap.</li>
<li>Value filters that match <code>null</code> or <code>&quot;&quot;</code> (empty string) will match empty cells in a multi-value dimension.</li>
<li>Logical expression filters behave the same way they do on single-value dimensions: &quot;and&quot; matches a row if all
underlying filters match that row; &quot;or&quot; matches a row if any underlying filters match that row; &quot;not&quot; matches a row
if the underlying filter does not match the row.</li>
</ul>
<p>The following example illustrates these rules. This query applies an &quot;or&quot; filter to match row1 and row2 of the dataset above, but not row3:</p>
<pre><code class="hljs">{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"or"</span>,
<span class="hljs-attr">"fields"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t1"</span>
},
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t3"</span>
}
]
}
</code></pre>
<p>This &quot;and&quot; filter would match only row1 of the dataset above:</p>
<pre><code class="hljs">{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"and"</span>,
<span class="hljs-attr">"fields"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t1"</span>
},
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t3"</span>
}
]
}
</code></pre>
<p>This &quot;selector&quot; filter would match row4 of the dataset above:</p>
<pre><code class="hljs">{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-literal">null</span>
}
</code></pre>
<h3><a class="anchor" aria-hidden="true" id="grouping"></a><a href="#grouping" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Grouping</h3>
<p>topN and groupBy queries can group on multi-value dimensions. When grouping on a multi-value dimension, <em>all</em> values
from matching rows will be used to generate one group per value. This can be thought of as the equivalent to the
<code>UNNEST</code> operator used on an <code>ARRAY</code> type that many SQL dialects support. This means it's possible for a query to return
more groups than there are rows. For example, a topN on the dimension <code>tags</code> with filter <code>&quot;t1&quot; AND &quot;t3&quot;</code> would match
only row1, and generate a result with three groups: <code>t1</code>, <code>t2</code>, and <code>t3</code>. If you only need to include values that match
your filter, you can use a <a href="/docs/latest/querying/dimensionspecs.html#filtered-dimensionspecs">filtered dimensionSpec</a>. This can also
improve performance.</p>
<h2><a class="anchor" aria-hidden="true" id="example-groupby-query-with-no-filtering"></a><a href="#example-groupby-query-with-no-filtering" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Example: GroupBy query with no filtering</h2>
<p>See <a href="/docs/latest/querying/groupbyquery.html">GroupBy querying</a> for details.</p>
<pre><code class="hljs css language-json">{
<span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>,
<span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test"</span>,
<span class="hljs-attr">"intervals"</span>: [
<span class="hljs-string">"1970-01-01T00:00:00.000Z/3000-01-01T00:00:00.000Z"</span>
],
<span class="hljs-attr">"granularity"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"all"</span>
},
<span class="hljs-attr">"dimensions"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"default"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"outputName"</span>: <span class="hljs-string">"tags"</span>
}
],
<span class="hljs-attr">"aggregations"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"count"</span>,
<span class="hljs-attr">"name"</span>: <span class="hljs-string">"count"</span>
}
]
}
</code></pre>
<p>This query returns the following result:</p>
<pre><code class="hljs css language-json">[
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t1"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t2"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">2</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t3"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t4"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">2</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t5"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t6"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t7"</span>
}
}
]
</code></pre>
<p>Notice that original rows are &quot;exploded&quot; into multiple rows and merged.</p>
<h2><a class="anchor" aria-hidden="true" id="example-groupby-query-with-a-selector-query-filter"></a><a href="#example-groupby-query-with-a-selector-query-filter" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Example: GroupBy query with a selector query filter</h2>
<p>See <a href="/docs/latest/querying/filters.html">query filters</a> for details of selector query filter.</p>
<pre><code class="hljs css language-json">{
<span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>,
<span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test"</span>,
<span class="hljs-attr">"intervals"</span>: [
<span class="hljs-string">"1970-01-01T00:00:00.000Z/3000-01-01T00:00:00.000Z"</span>
],
<span class="hljs-attr">"filter"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t3"</span>
},
<span class="hljs-attr">"granularity"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"all"</span>
},
<span class="hljs-attr">"dimensions"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"default"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"outputName"</span>: <span class="hljs-string">"tags"</span>
}
],
<span class="hljs-attr">"aggregations"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"count"</span>,
<span class="hljs-attr">"name"</span>: <span class="hljs-string">"count"</span>
}
]
}
</code></pre>
<p>This query returns the following result:</p>
<pre><code class="hljs css language-json">[
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t1"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t2"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">2</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t3"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t4"</span>
}
},
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">1</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t5"</span>
}
}
]
</code></pre>
<p>You might be surprised to see &quot;t1&quot;, &quot;t2&quot;, &quot;t4&quot; and &quot;t5&quot; included in the results. This is because the query filter is
applied on the row before explosion. For multi-value dimensions, a selector filter for &quot;t3&quot; would match row1 and row2,
after which exploding is done. For multi-value dimensions, a query filter matches a row if any individual value inside
the multiple values matches the query filter.</p>
<h2><a class="anchor" aria-hidden="true" id="example-groupby-query-with-selector-query-and-dimension-filters"></a><a href="#example-groupby-query-with-selector-query-and-dimension-filters" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Example: GroupBy query with selector query and dimension filters</h2>
<p>To solve the problem above and to get only rows for &quot;t3&quot;, use a &quot;filtered dimension spec&quot;, as in the query below.</p>
<p>See filtered <code>dimensionSpecs</code> in <a href="/docs/latest/querying/dimensionspecs.html#filtered-dimensionspecs">dimensionSpecs</a> for details.</p>
<pre><code class="hljs css language-json">{
<span class="hljs-attr">"queryType"</span>: <span class="hljs-string">"groupBy"</span>,
<span class="hljs-attr">"dataSource"</span>: <span class="hljs-string">"test"</span>,
<span class="hljs-attr">"intervals"</span>: [
<span class="hljs-string">"1970-01-01T00:00:00.000Z/3000-01-01T00:00:00.000Z"</span>
],
<span class="hljs-attr">"filter"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"selector"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"value"</span>: <span class="hljs-string">"t3"</span>
},
<span class="hljs-attr">"granularity"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"all"</span>
},
<span class="hljs-attr">"dimensions"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"listFiltered"</span>,
<span class="hljs-attr">"delegate"</span>: {
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"default"</span>,
<span class="hljs-attr">"dimension"</span>: <span class="hljs-string">"tags"</span>,
<span class="hljs-attr">"outputName"</span>: <span class="hljs-string">"tags"</span>
},
<span class="hljs-attr">"values"</span>: [<span class="hljs-string">"t3"</span>]
}
],
<span class="hljs-attr">"aggregations"</span>: [
{
<span class="hljs-attr">"type"</span>: <span class="hljs-string">"count"</span>,
<span class="hljs-attr">"name"</span>: <span class="hljs-string">"count"</span>
}
]
}
</code></pre>
<p>This query returns the following result:</p>
<pre><code class="hljs css language-json">[
{
<span class="hljs-attr">"timestamp"</span>: <span class="hljs-string">"1970-01-01T00:00:00.000Z"</span>,
<span class="hljs-attr">"event"</span>: {
<span class="hljs-attr">"count"</span>: <span class="hljs-number">2</span>,
<span class="hljs-attr">"tags"</span>: <span class="hljs-string">"t3"</span>
}
}
]
</code></pre>
<p>Note that, for groupBy queries, you could get similar result with a <a href="/docs/latest/querying/having.html">having spec</a> but using a filtered
<code>dimensionSpec</code> is much more efficient because that gets applied at the lowest level in the query processing pipeline.
Having specs are applied at the outermost level of groupBy query processing.</p>
<h2><a class="anchor" aria-hidden="true" id="disable-groupby-on-multi-value-columns"></a><a href="#disable-groupby-on-multi-value-columns" aria-hidden="true" class="hash-link"><svg class="hash-link-icon" aria-hidden="true" height="16" version="1.1" viewBox="0 0 16 16" width="16"><path fill-rule="evenodd" d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"></path></svg></a>Disable GroupBy on multi-value columns</h2>
<p>You can disable the implicit unnesting behavior for groupBy by setting groupByEnableMultiValueUnnesting: false in your
query context. In this mode, the groupBy engine will return an error instead of completing the query. This is a safety
feature for situations where you believe that all dimensions are singly-valued and want the engine to reject any
multi-valued dimensions that were inadvertently included.</p>
</span></div></article></div><div class="docs-prevnext"><a class="docs-prev button" href="/docs/latest/querying/lookups.html"><span class="arrow-prev"></span><span>Lookups</span></a><a class="docs-next button" href="/docs/latest/querying/multitenancy.html"><span>Multitenancy</span><span class="arrow-next"></span></a></div></div></div><nav class="onPageNav"><ul class="toc-headings"><li><a href="#overview">Overview</a></li><li><a href="#querying-multi-value-dimensions">Querying multi-value dimensions</a><ul class="toc-headings"><li><a href="#filtering">Filtering</a></li><li><a href="#grouping">Grouping</a></li></ul></li><li><a href="#example-groupby-query-with-no-filtering">Example: GroupBy query with no filtering</a></li><li><a href="#example-groupby-query-with-a-selector-query-filter">Example: GroupBy query with a selector query filter</a></li><li><a href="#example-groupby-query-with-selector-query-and-dimension-filters">Example: GroupBy query with selector query and dimension filters</a></li><li><a href="#disable-groupby-on-multi-value-columns">Disable GroupBy on multi-value columns</a></li></ul></nav></div><footer class="nav-footer druid-footer" id="footer"><div class="container"><div class="text-center"><p><a href="/technology">Technology</a> · <a href="/use-cases">Use Cases</a> · <a href="/druid-powered">Powered by Druid</a> · <a href="/docs/latest/latest">Docs</a> · <a href="/community/">Community</a> · <a href="/downloads.html">Download</a> · <a href="/faq">FAQ</a></p></div><div class="text-center"><a title="Join the user group" href="https://groups.google.com/forum/#!forum/druid-user" target="_blank"><span class="fa fa-comments"></span></a> · <a title="Follow Druid" href="https://twitter.com/druidio" target="_blank"><span class="fab fa-twitter"></span></a> · <a title="Download via Apache" href="https://www.apache.org/dyn/closer.cgi?path=/incubator/druid/{{ site.druid_versions[0].versions[0].version }}/apache-druid-{{ site.druid_versions[0].versions[0].version }}-bin.tar.gz" target="_blank"><span class="fas fa-feather"></span></a> · <a title="GitHub" href="https://github.com/apache/druid" target="_blank"><span class="fab fa-github"></span></a></div><div class="text-center license">Copyright © 2019 <a href="https://www.apache.org/" target="_blank">Apache Software Foundation</a>.<br/>Except where otherwise noted, licensed under <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/">CC BY-SA 4.0</a>.<br/>Apache Druid, Druid, and the Druid logo are either registered trademarks or trademarks of The Apache Software Foundation in the United States and other countries.</div></div></footer></div><script type="text/javascript" src="https://cdn.jsdelivr.net/docsearch.js/1/docsearch.min.js"></script><script>
document.addEventListener('keyup', function(e) {
if (e.target !== document.body) {
return;
}
// keyCode for '/' (slash)
if (e.keyCode === 191) {
const search = document.getElementById('search_input_react');
search && search.focus();
}
});
</script><script>
var search = docsearch({
apiKey: '2de99082a9f38e49dfaa059bbe4c901d',
indexName: 'apache_druid',
inputSelector: '#search_input_react',
algoliaOptions: {"facetFilters":["language:en","version:0.23.0"]}
});
</script></body></html>