The CREATE MODEL statement for time series models

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class="devsite-nav-item-description"> Programmatic interfaces for Google Cloud services. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/private-catalog" track-type="navMenu" track-name="Private Catalog" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/private-catalog" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#marketplace" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Private Catalog </div> <div class="devsite-nav-item-description"> Service catalog for admins managing internal enterprise solutions. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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/web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_720.png 720w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_856.png 856w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_960.png 960w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_1440.png 1440w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_1920.png 1920w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/billing_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cost Management </div> <div class="devsite-nav-item-description"> Tools for monitoring, controlling, and optimizing your costs. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/solutions/active-assist" track-type="navMenu" track-name="Intelligent Management" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/active-assist" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Intelligent Management </div> <div class="devsite-nav-item-description"> Tools for easily managing performance, security, and cost. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading"> <li class="devsite-nav-title" role="heading" tooltip>Media and Gaming</li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/game-servers" track-type="navMenu" track-name="Game Servers" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/game-servers" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#cloudgameservers" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Game Servers </div> <div class="devsite-nav-item-description"> Game server management service running on Google Kubernetes Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/opencue" track-type="navMenu" track-name="OpenCue" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/opencue" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue.png" srcset="https://web.archive.org/web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_36.png 36w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_48.png 48w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_72.png 72w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_96.png 96w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_480.png 480w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_720.png 720w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_856.png 856w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_960.png 960w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_1440.png 1440w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_1920.png 1920w, /web/20210529160857im_/https://cloud.google.com/images/navigation/products/opencue_2880.png 2880w" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> OpenCue </div> <div class="devsite-nav-item-description"> Open source render manager for visual effects and animation. </div> </a> </li> </ul> </div> <div class="devsite-tabs-dropdown-column "> <ul class="devsite-tabs-dropdown-section cloud-dropdown-menu-heading devsite-nav-title-heading"> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/products/cloud-migration" track-type="navMenu" track-name="Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/products/cloud-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://cloud.google.com/_static/cloud/images/navigation/forward.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migration </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/solutions/application-migration" track-type="navMenu" track-name="Application Migration" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/application-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/application-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Application Migration </div> <div class="devsite-nav-item-description"> App migration to the cloud for low-cost refresh cycles. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/bigquery/transfer" track-type="navMenu" track-name="BigQuery Data Transfer Service" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/bigquery/transfer" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#bigquery" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> BigQuery Data Transfer Service </div> <div class="devsite-nav-item-description"> Data import service for scheduling and moving data into BigQuery. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/foundation-toolkit" track-type="navMenu" track-name="Cloud Foundation Toolkit" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/foundation-toolkit" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#generic" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Cloud Foundation Toolkit </div> <div class="devsite-nav-item-description"> Reference templates for Deployment Manager and Terraform. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/database-migration" track-type="navMenu" track-name="Database Migration Service" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/database-migration" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/database-migration.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Database Migration Service </div> <div class="devsite-nav-item-description"> Serverless, minimal downtime migrations to Cloud SQL. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/migrate/anthos" track-type="navMenu" track-name="Migrate for Anthos" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/migrate/anthos" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforanthos" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Anthos </div> <div class="devsite-nav-item-description"> Components for migrating VMs into system containers on GKE. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/migrate/compute-engine" track-type="navMenu" track-name="Migrate for Compute Engine" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/migrate/compute-engine" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#migrateforcomputeengine" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Migrate for Compute Engine </div> <div class="devsite-nav-item-description"> Components for migrating VMs and physical servers to Compute Engine. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/solutions/cloud-migration-program" track-type="navMenu" track-name="Rapid Assessment & Migration Program (RAMP)" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/solutions/cloud-migration-program" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/rapid-assessment.svg" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Rapid Assessment & Migration Program (RAMP) </div> <div class="devsite-nav-item-description"> End-to-end migration program to simplify your path to the cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://cloud.google.com/transfer-appliance" track-type="navMenu" track-name="Transfer Appliance" track-metadata-position="nav" track-metadata-href="https://cloud.google.com/transfer-appliance" tooltip> <div class="devsite-nav-item-icon-container" size="medium"> <img class="devsite-nav-item-icon" alt="" src="https://web.archive.org/web/20210529160857im_/https://www.gstatic.com/cloud/images/navigation/icons.svg#transferappliance" srcset="" sizes="100vw" loading="lazy"> </div> <div class="devsite-nav-item-title"> Transfer Appliance </div> <div class="devsite-nav-item-description"> Storage server for moving large volumes of data to Google Cloud. </div> </a> </li> </ul> <ul class="devsite-tabs-dropdown-section "> <li class="devsite-nav-item"> <a 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class="devsite-nav-section"><li class="devsite-nav-item"><a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create" class="devsite-nav-title"><span class="devsite-nav-text" tooltip>CREATE MODEL statement</span></a></li><li class="devsite-nav-item"><a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create-tensorflow" class="devsite-nav-title"><span class="devsite-nav-text" tooltip>CREATE MODEL statement for importing TensorFlow models</span></a></li><li class="devsite-nav-item"><a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create-matrix-factorization" class="devsite-nav-title"><span class="devsite-nav-text" tooltip>CREATE MODEL statement for Matrix Factorization models</span></a></li><li class="devsite-nav-item"><a 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<span class="devsite-nav-text" tooltip> Artificial Intelligence </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/contact-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Contact Center AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="contactCenterAI"> <span class="devsite-nav-text" tooltip> Contact Center AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/document-ai" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Document AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="documentAI"> <span class="devsite-nav-text" tooltip> Document AI </span> </a> </li> <li class="devsite-nav-item"> <a 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track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openSourceDatabases"> <span class="devsite-nav-text" tooltip> Open Source Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/sql-server" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: SQL Server on Google Cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="sQLServerOnGoogleCloud"> <span class="devsite-nav-text" tooltip> SQL Server on Google Cloud </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Digital Transformation </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/business-continuity" class="devsite-nav-title gc-analytics-event " 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</a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/windows" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Windows on Google Cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="windowsOnGoogleCloud"> <span class="devsite-nav-text" tooltip> Windows on Google Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/migration-center" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Center Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataCenterMigration"> <span class="devsite-nav-text" tooltip> Data Center Migration </span> </a> </li> <li class="devsite-nav-item"> <a 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data-category="Site-Wide Custom Events" data-label="Responsive Tab: Containers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containers"> <span class="devsite-nav-text" tooltip> Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/kubernetes-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Kubernetes Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleKubernetesEngine"> <span class="devsite-nav-text" tooltip> Google Kubernetes Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/container-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Container Registry" track-type="navMenu" 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Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/ai-platform/deep-learning-containers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Deep Learning Containers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="deepLearningContainers"> <span class="devsite-nav-text" tooltip> Deep Learning Containers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Kubernetes Applications" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="kubernetesApplications"> <span class="devsite-nav-text" tooltip> Kubernetes Applications </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artifactRegistry"> <span class="devsite-nav-text" tooltip> Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/knative" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Knative" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="knative"> <span class="devsite-nav-text" tooltip> Knative </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRun"> <span class="devsite-nav-text" tooltip> Cloud Run </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/big-data" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Analytics" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataAnalytics"> <span class="devsite-nav-text" tooltip> Data Analytics </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/bigquery" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQuery"> <span class="devsite-nav-text" tooltip> BigQuery </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/dataflow" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataflow" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataflow"> <span class="devsite-nav-text" tooltip> Dataflow </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/pubsub" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Pub/Sub" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="pub/Sub"> <span class="devsite-nav-text" tooltip> Pub/Sub </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/dataproc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataproc" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataproc"> <span class="devsite-nav-text" tooltip> Dataproc </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/data-fusion" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Data Fusion" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDataFusion"> <span class="devsite-nav-text" tooltip> Cloud Data Fusion </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/composer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Composer" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudComposer"> <span class="devsite-nav-text" tooltip> Cloud Composer </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/data-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Data Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataCatalog"> <span class="devsite-nav-text" tooltip> Data Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/dataprep" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Dataprep" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="dataprep"> <span class="devsite-nav-text" tooltip> Dataprep </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://marketingplatform.google.com/about/data-studio/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Data Studio" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleDataStudio"> <span class="devsite-nav-text" tooltip> Google Data Studio </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://marketingplatform.google.com/about/enterprise/#?modal_active=none" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Marketing Platform" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleMarketingPlatform"> <span class="devsite-nav-text" tooltip> Google Marketing Platform </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Life Sciences" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLifeSciences"> <span class="devsite-nav-text" tooltip> Cloud Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/databases" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Databases" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databases"> <span class="devsite-nav-text" tooltip> Databases </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/bigtable" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Bigtable" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBigtable"> <span class="devsite-nav-text" tooltip> Cloud Bigtable </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/firestore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firestore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firestore"> <span class="devsite-nav-text" tooltip> Firestore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/memorystore" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Memorystore" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="memorystore"> <span class="devsite-nav-text" tooltip> Memorystore </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/spanner" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Spanner" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSpanner"> <span class="devsite-nav-text" tooltip> Cloud Spanner </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/sql" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SQL" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSQL"> <span class="devsite-nav-text" tooltip> Cloud SQL </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/bare-metal" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Bare Metal" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bareMetal"> <span class="devsite-nav-text" tooltip> Bare Metal </span> </a> </li> <li class="devsite-nav-item"> <a href="https://web.archive.org/web/20210529160857/https://firebase.google.com/products/realtime-database/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Firebase Realtime Database" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="firebaseRealtimeDatabase"> <span class="devsite-nav-text" tooltip> Firebase Realtime Database </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Developer Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="developerTools"> <span class="devsite-nav-text" tooltip> Developer Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/artifact-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Artifact Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="artifactRegistry"> <span class="devsite-nav-text" tooltip> Artifact Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/code" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Code" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCode"> <span class="devsite-nav-text" tooltip> Cloud Code </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/deployment-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDeploymentManager"> <span class="devsite-nav-text" tooltip> Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/sdk" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud SDK" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSDK"> <span class="devsite-nav-text" tooltip> Cloud SDK </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/scheduler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Scheduler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudScheduler"> <span class="devsite-nav-text" tooltip> Cloud Scheduler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/source-repositories" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Source Repositories" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudSourceRepositories"> <span class="devsite-nav-text" tooltip> Cloud Source Repositories </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/tasks" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Tasks" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTasks"> <span class="devsite-nav-text" tooltip> Cloud Tasks </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/container-registry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Container Registry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="containerRegistry"> <span class="devsite-nav-text" tooltip> Container Registry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/tekton" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Tekton" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="tekton"> <span class="devsite-nav-text" tooltip> Tekton </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/tools" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: See all developer tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="seeAllDeveloperTools"> <span class="devsite-nav-text" tooltip> See all developer tools </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Healthcare and Life Sciences </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/apigee/solutions/healthcare-apix" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee Healthcare APIx" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeHealthcareAPIx"> <span class="devsite-nav-text" tooltip> Apigee Healthcare APIx </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/healthcare" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Healthcare API" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudHealthcareAPI"> <span class="devsite-nav-text" tooltip> Cloud Healthcare API </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/life-sciences" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Life Sciences" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLifeSciences"> <span class="devsite-nav-text" tooltip> Cloud Life Sciences </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/natural-language" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Healthcare Natural Language AI" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="healthcareNaturalLanguageAI"> <span class="devsite-nav-text" tooltip> Healthcare Natural Language AI </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Hybrid and Multi-cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="hybridAndMultiCloud"> <span class="devsite-nav-text" tooltip> Hybrid and Multi-cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="anthos"> <span class="devsite-nav-text" tooltip> Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/looker" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Looker" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="looker"> <span class="devsite-nav-text" tooltip> Looker </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/anthos/run" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Run for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudRunForAnthos"> <span class="devsite-nav-text" tooltip> Cloud Run for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/kubernetes-applications" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Google Cloud Marketplace for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="googleCloudMarketplaceForAnthos"> <span class="devsite-nav-text" tooltip> Google Cloud Marketplace for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/build" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Build" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudBuild"> <span class="devsite-nav-text" tooltip> Cloud Build </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/apigee" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Apigee API Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="apigeeAPIManagement"> <span class="devsite-nav-text" tooltip> Apigee API Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Internet of Things </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/iot-core" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IoT Core" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIoTCore"> <span class="devsite-nav-text" tooltip> Cloud IoT Core </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/edge-tpu" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Edge TPU" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="edgeTPU"> <span class="devsite-nav-text" tooltip> Edge TPU </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Management Tools" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="managementTools"> <span class="devsite-nav-text" tooltip> Management Tools </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/shell" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Shell" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudShell"> <span class="devsite-nav-text" tooltip> Cloud Shell </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/cloud-console" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Console" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudConsole"> <span class="devsite-nav-text" tooltip> Cloud Console </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/deployment-manager" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Deployment Manager" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDeploymentManager"> <span class="devsite-nav-text" tooltip> Cloud Deployment Manager </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/console-app" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Mobile App" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMobileApp"> <span class="devsite-nav-text" tooltip> Cloud Mobile App </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/apis" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud APIs" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudAPIs"> <span class="devsite-nav-text" tooltip> Cloud APIs </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/private-catalog" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Private Catalog" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="privateCatalog"> <span class="devsite-nav-text" tooltip> Private Catalog </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/cost-management" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cost Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="costManagement"> <span class="devsite-nav-text" tooltip> Cost Management </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Management" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="intelligentManagement"> <span class="devsite-nav-text" tooltip> Intelligent Management </span> </a> </li> <li class="devsite-nav-item devsite-nav-heading"> <span class="devsite-nav-title" tooltip> <span class="devsite-nav-text" tooltip> Media and Gaming </span> </span> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/game-servers" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Game Servers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="gameServers"> <span class="devsite-nav-text" tooltip> Game Servers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/opencue" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: OpenCue" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="openCue"> <span class="devsite-nav-text" tooltip> OpenCue </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/cloud-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migration"> <span class="devsite-nav-text" tooltip> Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/application-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Application Migration" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="applicationMigration"> <span class="devsite-nav-text" tooltip> Application Migration </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/bigquery/transfer" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: BigQuery Data Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="bigQueryDataTransferService"> <span class="devsite-nav-text" tooltip> BigQuery Data Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/foundation-toolkit" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Foundation Toolkit" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudFoundationToolkit"> <span class="devsite-nav-text" tooltip> Cloud Foundation Toolkit </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/database-migration" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Database Migration Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="databaseMigrationService"> <span class="devsite-nav-text" tooltip> Database Migration Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/migrate/anthos" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Anthos" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForAnthos"> <span class="devsite-nav-text" tooltip> Migrate for Anthos </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/migrate/compute-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Migrate for Compute Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="migrateForComputeEngine"> <span class="devsite-nav-text" tooltip> Migrate for Compute Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/cloud-migration-program" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Rapid Assessment & Migration Program (RAMP)" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="rapidAssessment&MigrationProgram(RAMP)"> <span class="devsite-nav-text" tooltip> Rapid Assessment & Migration Program (RAMP) </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/transfer-appliance" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Transfer Appliance" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="transferAppliance"> <span class="devsite-nav-text" tooltip> Transfer Appliance </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/storage-transfer-service" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Storage Transfer Service" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="storageTransferService"> <span class="devsite-nav-text" tooltip> Storage Transfer Service </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/vmware-engine" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: VMware Engine" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="vMwareEngine"> <span class="devsite-nav-text" tooltip> VMware Engine </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/networking" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Networking" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networking"> <span class="devsite-nav-text" tooltip> Networking </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/armor" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Armor" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudArmor"> <span class="devsite-nav-text" tooltip> Cloud Armor </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/cdn" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud CDN" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudCDN"> <span class="devsite-nav-text" tooltip> Cloud CDN </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/dns" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud DNS" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDNS"> <span class="devsite-nav-text" tooltip> Cloud DNS </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/load-balancing" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Load Balancing" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLoadBalancing"> <span class="devsite-nav-text" tooltip> Cloud Load Balancing </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/nat" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud NAT" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudNAT"> <span class="devsite-nav-text" tooltip> Cloud NAT </span> </a> </li> <li class="devsite-nav-item"> <a 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class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Service Tiers" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkServiceTiers"> <span class="devsite-nav-text" tooltip> Network Service Tiers </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/network-telemetry" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Network Telemetry" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="networkTelemetry"> <span class="devsite-nav-text" tooltip> Network Telemetry </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/traffic-director" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Traffic Director" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="trafficDirector"> <span class="devsite-nav-text" tooltip> Traffic Director </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/vpc" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Virtual Private Cloud" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="virtualPrivateCloud"> <span class="devsite-nav-text" tooltip> Virtual Private Cloud </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/service-directory" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Service Directory" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="serviceDirectory"> <span class="devsite-nav-text" tooltip> Service Directory </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/operations" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="operations"> <span class="devsite-nav-text" tooltip> Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/logging" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Logging" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudLogging"> <span class="devsite-nav-text" tooltip> Cloud Logging </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudMonitoring"> <span class="devsite-nav-text" tooltip> Cloud Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/error-reporting" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Error Reporting" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="errorReporting"> <span class="devsite-nav-text" tooltip> Error Reporting </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/kubernetes-engine-monitoring" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Kubernetes Engine Monitoring" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="kubernetesEngineMonitoring"> <span class="devsite-nav-text" tooltip> Kubernetes Engine Monitoring </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/trace" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Trace" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudTrace"> <span class="devsite-nav-text" tooltip> Cloud Trace </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/profiler" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Profiler" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudProfiler"> <span class="devsite-nav-text" tooltip> Cloud Profiler </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/debugger" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud Debugger" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudDebugger"> <span class="devsite-nav-text" tooltip> Cloud Debugger </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/solutions/active-assist" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Intelligent Operations" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="intelligentOperations"> <span class="devsite-nav-text" tooltip> Intelligent Operations </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/products/security-and-identity" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Security and Identity" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="securityAndIdentity"> <span class="devsite-nav-text" tooltip> Security and Identity </span> </a> </li> <li class="devsite-nav-item"> <a href="/web/20210529160857/https://cloud.google.com/iam" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Responsive Tab: Cloud IAM" track-type="navMenu" track-metadata-eventdetail="globalMenu" track-metadata-position="nav" track-name="cloudIAM"> <span class="devsite-nav-text" tooltip> Cloud IAM </span> </a> </li> <li class="devsite-nav-item"> <a 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project-name="BigQuery ML" product-id="5122839" bucket="Documentation" context="" version="t-devsite-webserver-20210520-r01-rc00.435390252820291763" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" project-feedback-url="https://issuetracker.google.com/issues/new?component=187149&template=0" project-icon="https://www.gstatic.com/devrel-devsite/prod/v702c60b70d68da067f4d656556a48e4ab1cf14be10bb79e46f353f3fdfe8505d/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/bigquery-ml/docs/support" feedback-type="thumb-rating"> <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title">The CREATE MODEL statement for time series models</h1> <devsite-toc class="devsite-nav" devsite-toc-embedded> </devsite-toc> <div class="devsite-article-body clearfix "> <devsite-mathjax config="TeX-AMS-MML_SVG"></devsite-mathjax> <h2 id="create_model_statement_for_time_series_models" data-text="CREATE MODEL statement for time series models"><code translate="no" dir="ltr">CREATE MODEL</code> statement for time series models</h2> <p>To create time series models in BigQuery, use the BigQuery ML <code translate="no" dir="ltr">CREATE MODEL</code> statement and specify <code translate="no" dir="ltr">MODEL_TYPE</code> to be <code translate="no" dir="ltr">'ARIMA_PLUS'</code>.</p> <aside class="note"><strong>Note:</strong><span> We are deprecating <code translate="no" dir="ltr">ARIMA</code> as the model type. While the model training pipelines of <code translate="no" dir="ltr">ARIMA</code> and <code translate="no" dir="ltr">ARIMA_PLUS</code> are the same, <code translate="no" dir="ltr">ARIMA_PLUS</code> supports more functionality, including the support of a new training option <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create-time-series#decompose_time_series"><code translate="no" dir="ltr">DECOMPOSE_TIME_SERIES</code></a> and table-valued functions <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-arima-evaluate"><code translate="no" dir="ltr">ML.ARIMA_EVALUATE</code></a> and <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-explain-forecast"><code translate="no" dir="ltr">ML.EXPLAIN_FORECAST</code></a>.</span></aside> <h3 id="time_series_modeling_pipeline" data-text="BigQuery ML time series modeling pipeline">BigQuery ML time series modeling pipeline</h3> <p>The BigQuery ML time series modeling pipeline includes multiple modules. The ARIMA model is the most computationally expensive, which is why the model is named <code translate="no" dir="ltr">ARIMA_PLUS</code>.</p> <p><img src="/web/20210529160857im_/https://cloud.google.com/bigquery-ml/images/BQ_ARIMA_diagram.png" alt="SINGLE_TIME_SERIES_DIAGRAM" id="img-validator" class="screenshot"> </p> <p>The modeling pipeline for the BigQuery ML time series includes the following functionalities:</p> <ul> <li>Infer the data frequency of the time series.</li> <li>Handle irregular time intervals.</li> <li>Handle duplicated timestamps by taking the mean value.</li> <li>Interpolate missing data using local linear interpolation.</li> <li>Detect and clean spike and dip outliers.</li> <li>Detect and adjust abrupt step (level) changes.</li> <li>Detect and adjust holiday effect.</li> <li>Detect multiple seasonal patterns within a single time series via <a href="https://web.archive.org/web/20210529160857/https://otexts.com/fpp2/stl.html" class="external">Seasonal and Trend decomposition using Loess (STL)</a>, and extrapolate seasonality via <a href="https://web.archive.org/web/20210529160857/https://en.wikipedia.org/wiki/Exponential_smoothing#Double_exponential_smoothing" class="external">double exponential smoothing (ETS)</a>.</li> <li>Detect and model the trend using the <a href="https://web.archive.org/web/20210529160857/https://en.wikipedia.org/wiki/Autoregressive_integrated_moving_average" class="external">ARIMA</a> model and the <a href="https://web.archive.org/web/20210529160857/https://otexts.com/fpp2/arima-r.html" class="external">auto.ARIMA</a> algorithm for automatic hyperparameter tuning. In auto.ARIMA, dozens of candidate models are trained and evaluated in parallel. The best model comes with the lowest <a href="https://web.archive.org/web/20210529160857/https://en.wikipedia.org/wiki/Akaike_information_criterion" class="external">Akaike information criterion (AIC)</a>.</li> </ul> <h3 id="large-scale_time_series" data-text="BigQuery ML large-scale time series">BigQuery ML large-scale time series</h3> <p>Up to 500,000 time series can be forecast simultaneously with a single query using the <a href="#time_series_id_col"><code translate="no" dir="ltr">TIME_SERIES_ID_COL</code></a> option. Different modeling pipelines run in parallel, assuming that enough slots are available. The following diagram shows this process:</p> <p><img src="/web/20210529160857im_/https://cloud.google.com/bigquery-ml/images/BQ_Multiple_ARIMA_diagram.png" alt="MULTIPLE_TIME_SERIES_DIAGRAM" id="img-validator" class="screenshot"> </p> <aside class="note"><strong>Note:</strong><span> Forecasting many time series simultaneously can lead to long-running queries, as they won't be forecast completely in parallel because of limited slot capacity. Use the following best practices to avoid or alleviate it:</span></aside> <h3 id="large-scale-time-series-forecasting-best-practices" data-text="Large-scale time series forecasting best practices">Large-scale time series forecasting best practices</h3> <ul> <li>When you have a large number (for example, 100,000) of time series to forecast, we highly recommended that you first forecast a small batch of time series (for example, 1000) to see how long the query takes. You can then estimate how long your entire time series forecast will take.</li> <li>You can use the <code translate="no" dir="ltr">AUTO_ARIMA_MAX_ORDER</code> option to balance between the query runtime and forecast accuracy. For example, if you use 4 instead of the default value 5 for this option, the query runtime is reduced by at least 30%. However, the forecast accuracy might slightly drop for some of the time series.</li> <li>To avoid a single long-running query, you can also use <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/scripting#bigquery_scripting">BigQuery scripting</a>.</li> </ul> <h2 id="create_model_syntax" data-text="CREATE MODEL syntax"><code translate="no" dir="ltr">CREATE MODEL</code> syntax</h2> <pre class="lang-sql devsite-disable-click-to-copy" translate="no" dir="ltr"> {<a href="#create_model">CREATE MODEL</a> | <a href="#create_model_if_not_exists">CREATE MODEL IF NOT EXISTS</a> | <a href="#create_or_replace_model">CREATE OR REPLACE MODEL</a>} <a href="#model_name"><var translate="no">model_name</var></a> OPTIONS(MODEL_TYPE = 'ARIMA_PLUS' [, <a href="#time_series_timestamp_col">TIME_SERIES_TIMESTAMP_COL</a> = <var translate="no">string_value</var> ] [, <a href="#time_series_data_col">TIME_SERIES_DATA_COL</a> = <var translate="no">string_value</var> ] [, <a href="#time_series_id_col">TIME_SERIES_ID_COL</a> = { <var translate="no">string_value</var> | <var translate="no">string_array</var> } ] [, <a href="#horizon">HORIZON</a> = <var translate="no">int64_value</var> ] [, <a href="#auto_arima">AUTO_ARIMA</a> = { TRUE | FALSE } ] [, <a href="#auto_arima_max_order">AUTO_ARIMA_MAX_ORDER</a> = <var translate="no">int64_value</var> ] [, <a href="#non_seasonal_order">NON_SEASONAL_ORDER</a> = <var translate="no">(int64_value, int64_value, int64_value)</var> ] [, <a href="#data_frequency">DATA_FREQUENCY</a> = { 'AUTO_FREQUENCY' | 'PER_MINUTE' | 'HOURLY' | 'DAILY' | 'WEEKLY' | 'MONTHLY' | 'QUARTERLY' | 'YEARLY' } ] [, <a href="#include_drift">INCLUDE_DRIFT</a> = { TRUE | FALSE } ] [, <a href="#holiday_region">HOLIDAY_REGION</a> = { 'GLOBAL' | 'NA' | 'JAPAC' | 'EMEA' | 'LAC' | 'AE' | ... } ] [, <a href="#clean_spikes_and_dips">CLEAN_SPIKES_AND_DIPS</a> = { TRUE | FALSE } ] [, <a href="#adjust_step_changes">ADJUST_STEP_CHANGES</a> = { TRUE | FALSE } ] [, <a href="#decompose_time_series">DECOMPOSE_TIME_SERIES</a> = { TRUE | FALSE } ]) AS <a href="#query_statement"><var translate="no">query_statement</var></a> </pre> <h3 id="create_model" data-text="CREATE MODEL">CREATE MODEL</h3> <p>Creates a new BigQuery ML model in the specified dataset. If the model name exists, <code translate="no" dir="ltr">CREATE MODEL</code> returns an error.</p> <h3 id="create_model_if_not_exists" data-text="CREATE MODEL IF NOT EXISTS">CREATE MODEL IF NOT EXISTS</h3> <p>Creates a new BigQuery ML model only if the model does not currently exist in the specified dataset.</p> <h3 id="create_or_replace_model" data-text="CREATE OR REPLACE MODEL">CREATE OR REPLACE MODEL</h3> <p>Creates a new BigQuery ML model and replaces any existing model with the same name in the specified dataset.</p> <h3 id="model_name" data-text="model_name">model_name</h3> <p><code translate="no" dir="ltr">model_name</code> is the name of the BigQuery ML model that you're creating or replacing. The model name must be unique per dataset: no other model or table can have the same name. The model name must follow the same naming rules as a BigQuery table. A model name can contain the following:</p> <ul> <li>Up to 1,024 characters</li> <li>Letters of either case, numbers, and underscores</li> </ul> <p><code translate="no" dir="ltr">model_name</code> is not case-sensitive.</p> <p>If you do not have a default project configured, prepend the project ID to the model name in following format, including backticks:</p> <p>`[PROJECT_ID].[DATASET].[MODEL]`</p> <p>For example:</p> <p>`myproject.mydataset.mymodel`</p> <p><code translate="no" dir="ltr">CREATE MODEL</code> supports the following options:</p> <h3 id="model_type" data-text="MODEL_TYPE">MODEL_TYPE</h3> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">MODEL_TYPE = 'ARIMA_PLUS' </code></pre> <p><strong>Description</strong></p> <p>Specifies the model type. To create a time series model, set <code translate="no" dir="ltr">model_type</code> to <code translate="no" dir="ltr">'ARIMA_PLUS'</code>.</p> <h3 id="model_option_list" data-text="model_option_list">model_option_list</h3> <p>In the <code translate="no" dir="ltr">model_option_list</code>, the options that are always required include <code translate="no" dir="ltr">model_type</code>, <code translate="no" dir="ltr">time_series_timestamp_col</code>, <code translate="no" dir="ltr">time_series_data_col</code>. Other options are only required in certain scenarios. See more details below.</p> <p>Time series models support the following options:</p> <h4 id="time_series_timestamp_col" data-text="TIME_SERIES_TIMESTAMP_COL">TIME_SERIES_TIMESTAMP_COL</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> TIME_SERIES_TIMESTAMP_COL = <var translate="no">string_value</var></code></p> <p><strong>Description</strong></p> <p>The timestamp column name for time series models.</p> <p><strong>Arguments</strong></p> <p><code translate="no" dir="ltr"><var translate="no">string_value</var></code> is a <code translate="no" dir="ltr">'STRING'</code>.</p> <h4 id="time_series_data_col" data-text="TIME_SERIES_DATA_COL">TIME_SERIES_DATA_COL</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> TIME_SERIES_DATA_COL = <var translate="no">string_value</var></code></p> <p><strong>Description</strong></p> <p>The data column name for time series models.</p> <p><strong>Arguments</strong></p> <p><code translate="no" dir="ltr"><var translate="no">string_value</var></code> is a <code translate="no" dir="ltr">'STRING'</code>.</p> <h4 id="time_series_id_col" data-text="TIME_SERIES_ID_COL">TIME_SERIES_ID_COL</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> TIME_SERIES_ID_COL = { <var translate="no">string_value</var> | <var translate="no">string_array</var> } </code></p> <p><strong>Description</strong></p> <p>The ID column names for time series models. These columns are used when the user wants to fit and forecast multiple time series using a single query. Different IDs indicate different time series.</p> <p><strong>Arguments</strong></p> <p>This can be either of the following:</p> <ul> <li><code translate="no" dir="ltr"><var translate="no">string_value</var></code>: <code translate="no" dir="ltr">'STRING'</code></li> <li><code translate="no" dir="ltr"><var translate="no">string_array</var></code>: an array of <code translate="no" dir="ltr">'STRING'</code></li> </ul> <h4 id="horizon" data-text="HORIZON">HORIZON</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> HORIZON = <var translate="no">int64_value</var></code></p> <p><strong>Description</strong></p> <p>The number of time points to forecast. When forecasting multiple time-series at once, this parameter applies to each time series.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">INT64</code>. The default value is 1000. The maximum value is 10,000.</p> <aside class="note"><strong>Note:</strong><span> Forecasting already takes place when you create the model. The <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-forecast"><code translate="no" dir="ltr">ML.FORECAST</code></a> and <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-explain-forecast"><code translate="no" dir="ltr">ML.EXPLAIN_FORECAST</code></a> functions retrieve the forecasting values and compute the prediction intervals.</span></aside> <h4 id="auto_arima" data-text="AUTO_ARIMA">AUTO_ARIMA</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">AUTO_ARIMA = { TRUE | FALSE } </code></pre> <p><strong>Description</strong></p> <p>Whether the training process should use auto.ARIMA or not. If true, training will automatically find the best non-seasonal order (i.e., the p, d, q tuple) and decide whether or not to include a linear drift term when d is 1. If false, the user must specify non_seasonal_order in the query. When forecasting multiple time-series at the same time, the auto.ARIMA algorithm must be used for each time series, so this option must not be set to false.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">BOOL</code>. The default value is <code translate="no" dir="ltr">TRUE</code>.</p> <h4 id="auto_arima_max_order" data-text="AUTO_ARIMA_MAX_ORDER">AUTO_ARIMA_MAX_ORDER</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> AUTO_ARIMA_MAX_ORDER = <var translate="no">int64_value</var> </code></p> <p><strong>Description</strong></p> <p>The maximum value for the sum of non-sesonal p and q. It controls the parameter search space in the auto.ARIMA algorithm. Currently, the allowed values are (2, 3, 4, 5). As a reference, for each value there are (6, 10, 15, 21) candidate models to evaluat if non-seasonal d is determined to be 0 or 2. If non-seasonal d is determined to be 1, the number of candidate models to evaluate doubles as there is an additional drift term to consider for all the existing candidate models. This option is disabled when <code translate="no" dir="ltr">AUTO_ARIMA</code> is set to false.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">INT64</code>. The default value is 5. The minimum value is 2 and the maximum value is 5.</p> <h4 id="non_seasonal_order" data-text="NON_SEASONAL_ORDER">NON_SEASONAL_ORDER</h4> <p><strong>Syntax</strong></p> <p><code translate="no" dir="ltr"> NON_SEASONAL_ORDER = <var translate="no">(int64_value, int64_value, int64_value)</var> </code></p> <p><strong>Description</strong></p> <p>The tuple of non-seasonal p, d, q for the <code translate="no" dir="ltr">ARIMA_PLUS</code> model. There are no default values and you must specify all of them. You must explicitly specify auto_arima to false to use this option. Currently, p and q are restricted to [0, 1, 2, 3, 4, 5] and d is restricted to [0, 1, 2]. When forecasting multiple time-series at the same time, because the auto.ARIMA algorithm must be used for each time series, this option is disabled.</p> <p><strong>Arguments</strong></p> <p><code translate="no" dir="ltr"><var translate="no">(int64_value, int64_value, int64_value)</var></code> is a tuple of three <code translate="no" dir="ltr">'INT64'</code>.</p> <h4 id="data_frequency" data-text="DATA_FREQUENCY">DATA_FREQUENCY</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">DATA_FREQUENCY = { 'AUTO_FREQUENCY' | 'PER_MINUTE' | 'HOURLY' | 'DAILY' | 'WEEKLY' | 'MONTHLY' | 'QUARTERLY' | 'YEARLY' } </code></pre> <p><strong>Description</strong></p> <p>The data frequency of the input time series. The finest supported granularity is <code translate="no" dir="ltr">'PER_MINUTE'</code>. When forecasting multiple time-series at once, this argument applies to all individual time series.</p> <p><strong>Arguments</strong></p> <p>Accepts the following values:</p> <p><code translate="no" dir="ltr">'AUTO_FREQUENCY'</code>: the training process automatically infers the data frequency, which can be one of the values listed below.</p> <p><code translate="no" dir="ltr">'PER_MINUTE'</code>: per-minute time series</p> <p><code translate="no" dir="ltr">'HOURLY'</code>: hourly time series</p> <p><code translate="no" dir="ltr">'DAILY'</code>: daily time series</p> <p><code translate="no" dir="ltr">'WEEKLY'</code>: weekly time series</p> <p><code translate="no" dir="ltr">'MONTHLY'</code>: monthly time series</p> <p><code translate="no" dir="ltr">'QUARTERLY'</code>: querterly time series</p> <p><code translate="no" dir="ltr">'YEARLY'</code>: yearly time series</p> <p>The default value is <code translate="no" dir="ltr">'AUTO_FREQUENCY'</code>.</p> <h4 id="include_drift" data-text="INCLUDE_DRIFT">INCLUDE_DRIFT</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">INCLUDE_DRIFT = { TRUE | FALSE } </code></pre> <p><strong>Description</strong></p> <p>Should the <code translate="no" dir="ltr">ARIMA_PLUS</code> model include a linear drift term or not. The drift term is applicable when non-seasonal d is 1.</p> <ul> <li><p>When auto-arima is set to false, this argument is default to false. It can be set to true only when non-seasonal d is 1, otherwise it will return an invalid query error.</p></li> <li><p>When auto-arima is set to true, it will automatically decide whether or not to include a linear drift term. Therefore, this option is disabled for auto-ARIMA.</p></li> </ul> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">BOOL</code>. The default value is <code translate="no" dir="ltr">FALSE</code> for auto_arima is disabled.</p> <h4 id="holiday_region" data-text="HOLIDAY_REGION">HOLIDAY_REGION</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">HOLIDAY_REGION = { 'GLOBAL' | 'NA' | 'JAPAC' | 'EMEA' | 'LAC' | 'AE' | ... } </code></pre> <p><strong>Description</strong></p> <p>The geographical region based on which the holiday effect is applied in modeling. By default, holiday effect modeling is disabled. To turn it on, specify the holiday region using this option.</p> <p><strong>Arguments</strong></p> <p>Accepts the following values:</p> <p><em>Top level: global</em></p> <ul> <li><code translate="no" dir="ltr">'GLOBAL'</code></li> </ul> <p><em>Second level: continental regions</em></p> <ul> <li><code translate="no" dir="ltr">'NA'</code>: North America</li> <li><code translate="no" dir="ltr">'JAPAC'</code>: Japan and Asia Pacific</li> <li><code translate="no" dir="ltr">'EMEA'</code>: Europe, the Middle East and Africa</li> <li><code translate="no" dir="ltr">'LAC'</code>: Latin America and the Caribbean</li> </ul> <p><em>Third level: countries/regions</em></p> <ul> <li><code translate="no" dir="ltr">'AE'</code>: United Arab Emirates</li> <li><code translate="no" dir="ltr">'AR'</code>: Argentina</li> <li><code translate="no" dir="ltr">'AT'</code>: Austria</li> <li><code translate="no" dir="ltr">'AU'</code>: Australia</li> <li><code translate="no" dir="ltr">'BE'</code>: Belgium</li> <li><code translate="no" dir="ltr">'BR'</code>: Brazil</li> <li><code translate="no" dir="ltr">'CA'</code>: Canada</li> <li><code translate="no" dir="ltr">'CH'</code>: Switzerland</li> <li><code translate="no" dir="ltr">'CL'</code>: Chile</li> <li><code translate="no" dir="ltr">'CN'</code>: China</li> <li><code translate="no" dir="ltr">'CO'</code>: Colombia</li> <li><code translate="no" dir="ltr">'CZ'</code>: Czechia</li> <li><code translate="no" dir="ltr">'DE'</code>: Germany</li> <li><code translate="no" dir="ltr">'DK'</code>: Denmark</li> <li><code translate="no" dir="ltr">'DZ'</code>: Algeria</li> <li><code translate="no" dir="ltr">'EC'</code>: Ecuador</li> <li><code translate="no" dir="ltr">'EE'</code>: Estonia</li> <li><code translate="no" dir="ltr">'EG'</code>: Egypt</li> <li><code translate="no" dir="ltr">'ES'</code>: Spain</li> <li><code translate="no" dir="ltr">'FI'</code>: Finland</li> <li><code translate="no" dir="ltr">'FR'</code>: France</li> <li><code translate="no" dir="ltr">'GB'</code>: United Kingdom</li> <li><code translate="no" dir="ltr">'GR'</code>: Greece</li> <li><code translate="no" dir="ltr">'HK'</code>: Hong Kong</li> <li><code translate="no" dir="ltr">'HU'</code>: Hungary</li> <li><code translate="no" dir="ltr">'ID'</code>: Indonesia</li> <li><code translate="no" dir="ltr">'IE'</code>: Ireland</li> <li><code translate="no" dir="ltr">'IL'</code>: Israel</li> <li><code translate="no" dir="ltr">'IN'</code>: India</li> <li><code translate="no" dir="ltr">'IR'</code>: Iran</li> <li><code translate="no" dir="ltr">'IT'</code>: Italy</li> <li><code translate="no" dir="ltr">'JP'</code>: Japan</li> <li><code translate="no" dir="ltr">'KR'</code>: South Korea</li> <li><code translate="no" dir="ltr">'LV'</code>: Latvia</li> <li><code translate="no" dir="ltr">'MA'</code>: Morocco</li> <li><code translate="no" dir="ltr">'MX'</code>: Mexico</li> <li><code translate="no" dir="ltr">'MY'</code>: Malaysia</li> <li><code translate="no" dir="ltr">'NG'</code>: Nigeria</li> <li><code translate="no" dir="ltr">'NL'</code>: Netherlands</li> <li><code translate="no" dir="ltr">'NO'</code>: Norway</li> <li><code translate="no" dir="ltr">'NZ'</code>: New Zealand</li> <li><code translate="no" dir="ltr">'PE'</code>: Peru</li> <li><code translate="no" dir="ltr">'PH'</code>: Philippines</li> <li><code translate="no" dir="ltr">'PK'</code>: Pakistan</li> <li><code translate="no" dir="ltr">'PL'</code>: Poland</li> <li><code translate="no" dir="ltr">'PT'</code>: Portugal</li> <li><code translate="no" dir="ltr">'RO'</code>: Romania</li> <li><code translate="no" dir="ltr">'RS'</code>: Serbia</li> <li><code translate="no" dir="ltr">'RU'</code>: Russia</li> <li><code translate="no" dir="ltr">'SA'</code>: Saudi Arabia</li> <li><code translate="no" dir="ltr">'SE'</code>: Sweden</li> <li><code translate="no" dir="ltr">'SG'</code>: Singapore</li> <li><code translate="no" dir="ltr">'SI'</code>: Slovenia</li> <li><code translate="no" dir="ltr">'SK'</code>: Slovakia</li> <li><code translate="no" dir="ltr">'TH'</code>: Thailand</li> <li><code translate="no" dir="ltr">'TR'</code>: Turkey</li> <li><code translate="no" dir="ltr">'TW'</code>: Taiwan</li> <li><code translate="no" dir="ltr">'UA'</code>: Ukraine</li> <li><code translate="no" dir="ltr">'US'</code>: United States</li> <li><code translate="no" dir="ltr">'VE'</code>: Venezuela</li> <li><code translate="no" dir="ltr">'VN'</code>: Vietnam</li> <li><code translate="no" dir="ltr">'ZA'</code>: South Africa</li> </ul> <aside class="note"><strong>Note:</strong><span> Holiday effect modeling is only applicable when the time series is daily and longer than a year. If the input time series doesn't meet these requirements, holiday effect modeling won't be turned on even if you specify <code translate="no" dir="ltr">holiday_region</code> in the query.</span></aside> <h4 id="clean_spikes_and_dips" data-text="CLEAN_SPIKES_AND_DIPS">CLEAN_SPIKES_AND_DIPS</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">CLEAN_SPIKES_AND_DIPS = { TRUE | FALSE } </code></pre> <p><strong>Description</strong></p> <p>Whether or not to perform automatic spikes and dips detection and cleanup in the <code translate="no" dir="ltr">ARIMA_PLUS</code> model training pipeline. The spikes and dips are replaced with local linear interpolated values when they are detected.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">BOOL</code>. The default value is <code translate="no" dir="ltr">TRUE</code>.</p> <h4 id="adjust_step_changes" data-text="ADJUST_STEP_CHANGES">ADJUST_STEP_CHANGES</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">ADJUST_STEP_CHANGES = { TRUE | FALSE } </code></pre> <p><strong>Description</strong></p> <p>Whether or not to perform automatic step change detection and adjustment in the <code translate="no" dir="ltr">ARIMA_PLUS</code> model training pipeline.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">BOOL</code>. The default value is <code translate="no" dir="ltr">TRUE</code>.</p> <h4 id="decompose_time_series" data-text="DECOMPOSE_TIME_SERIES">DECOMPOSE_TIME_SERIES</h4> <p><strong>Syntax</strong></p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">DECOMPOSE_TIME_SERIES = { TRUE | FALSE } </code></pre> <p><strong>Description</strong></p> <p>Whether the separate components of both the history and forecast parts of the time series (such as holiday effect and seasonal components) should be saved in the <code translate="no" dir="ltr">ARIMA_PLUS</code> model.</p> <p><strong>Arguments</strong></p> <p>The value is a <code translate="no" dir="ltr">BOOL</code>. The default value is <code translate="no" dir="ltr">TRUE</code>.</p> <aside class="note"><strong>Note:</strong><span> Time-series decomposition takes place when you create the model. The <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-explain-forecast"><code translate="no" dir="ltr">ML.EXPLAIN_FORECAST</code></a> function retrieves the separate components of both the training and the forecasting data and computes the confidence intervals. As the decomposition results are saved in the model, the training data can be partially or fully recovered from the decomposition results.</span></aside> <h3 id="query_statement" data-text="query_statement">query_statement</h3> <p>The <code translate="no" dir="ltr">AS query_statement</code> clause specifies the standard SQL query that is used to generate the training data. For information about the supported SQL syntax of the <code translate="no" dir="ltr">query_statement</code> clause, see <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/query-syntax#sql-syntax">Standard SQL query syntax</a>.</p> <p>For time series models, the query_statement is expected to contain either 2 or 3 columns, depending on whether the user wants to forecast a single time-series or multiple time-series. In both cases, <code translate="no" dir="ltr">time_series_timestamp_col</code> and <code translate="no" dir="ltr">time_series_data_col</code> are required. Additional <code translate="no" dir="ltr">time_series_id_col</code> or <code translate="no" dir="ltr">time_series_id_cols</code> columns are required for forecasting multiple time series.</p> <h2 id="inputs" data-text="Supported inputs">Supported inputs</h2> <p>The <code translate="no" dir="ltr">CREATE MODEL</code> statement supports the following data types for the time series input columns.</p> <h3 id="column-inputs" data-text="Supported data types for time series model inputs">Supported data types for time series model inputs</h3> <p>BigQuery ML supports different standard SQL data types for the input columns for time series models. Supported data types for each respective column include:</p> <table> <tr> <th width="70%"><code translate="no" dir="ltr">time series input column</code></th> <th width="30%"><code translate="no" dir="ltr">Supported types</code></th> </tr> <tr> <td><code translate="no" dir="ltr">time_series_timestamp_col</code></td> <td><a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#timestamp_type"><code translate="no" dir="ltr">TIMESTAMP</code></a><br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#date_type"><code translate="no" dir="ltr">DATE</code></a><br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#datetime_type"><code translate="no" dir="ltr">DATETIME</code></a></td> </tr> <tr> <td><code translate="no" dir="ltr">time_series_data_col</code></td> <td><a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#integer_type"><code translate="no" dir="ltr">INT64</code></a><br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#numeric_type"><code translate="no" dir="ltr">NUMERIC</code></a><br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#bignumeric_type"><code translate="no" dir="ltr">BIGNUMERIC</code></a><br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#floating_point_type"><code translate="no" dir="ltr">FLOAT64</code></a></td> </tr> <tr> <td><code translate="no" dir="ltr">time_series_id_col</code></td> <td><a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#string_type"><code translate="no" dir="ltr">STRING</code></a> <br/> <a href="/web/20210529160857/https://cloud.google.com/bigquery/docs/reference/standard-sql/data-types#integer_type"><code translate="no" dir="ltr">INT64</code></a> </td> </tr> </table> <h3 id="known_limitations" data-text="Known limitations">Known limitations</h3> <p><code translate="no" dir="ltr">CREATE MODEL</code> statements for time series models must comply with the following rules:</p> <ul> <li>For the input time series, the maximum length is 1,000,000 time points and the minimum length is 3 time points. When forecasting multiple time-series at the same time, the limit applies to each time series.</li> <li>The maximum number of time series to forecast simultaneously using the ID columns is 500,000.</li> <li>When forecasting multiple time-series simultaneously using the ID column, those invalid time series that fail the model fitting will be ignored and won't appear in the results of forecast. Examples are single point time series. A warning message is shown in this case, and you can use the <a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-arima-evaluate"><code translate="no" dir="ltr">ML.ARIMA_EVALUATE</code></a> function to retrieve the possible error message.</li> <li>The maximum time points to forecast, which is specified using <code translate="no" dir="ltr">horizon</code>, is 10,000.</li> <li>Holiday effect modeling is effective only for approximately 5 years.</li> <li>The BigQuery ML training option <code translate="no" dir="ltr">warm_start</code> is not supported by <code translate="no" dir="ltr">ARIMA_PLUS</code> models.</li> </ul> <h2 id="create_model_examples" data-text="CREATE MODEL examples"><code translate="no" dir="ltr">CREATE MODEL</code> examples</h2> <p>The following example creates models named <code translate="no" dir="ltr">mymodel</code> in <code translate="no" dir="ltr">mydataset</code> in your default project.</p> <h3 id="training_a_time_series_model_to_forecast_a_single_time_series" data-text="Training a time series model to forecast a single time series">Training a time series model to forecast a single time series</h3> <p>This example creates a time series model.</p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">CREATE MODEL `project_id.mydataset.mymodel` OPTIONS(MODEL_TYPE='ARIMA_PLUS', time_series_timestamp_col='date', time_series_data_col='transaction') AS SELECT date, transaction FROM `mydataset.mytable` </code></pre> <h3 id="training_multiple_time-series_models_for_multiple_time-series_at_the_same_time" data-text="Training multiple time-series models for multiple time-series at the same time">Training multiple time-series models for multiple time-series at the same time</h3> <p>This example creates multiple time-series models, one for each input time series.</p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">CREATE MODEL `project_id.mydataset.mymodel` OPTIONS(MODEL_TYPE='ARIMA_PLUS', time_series_timestamp_col='date', time_series_data_col='transaction', time_series_id_col='company_name') AS SELECT date, transaction, company_name FROM `mydataset.mytable` </code></pre> <h3 id="training-multiple-models-same-time" data-text="Training multiple time-series models for multiple time series at the same time using multiple time-series ID columns">Training multiple time-series models for multiple time series at the same time using multiple time-series ID columns</h3> <p>This example creates multiple time-series models, one for each input time series.</p> <pre class="prettyprint lang-sql" translate="no" dir="ltr"><code translate="no" dir="ltr">CREATE MODEL `project_id.mydataset.mymodel` OPTIONS(MODEL_TYPE='ARIMA_PLUS', time_series_timestamp_col='date', time_series_data_col='transaction', time_series_id_col=['company_name', 'department_name']) AS SELECT date, transaction, company_name, department_name FROM `mydataset.mytable` </code></pre> <h2 id="whats_next" data-text="What's next">What's next</h2> <ul> <li>Walk through our tutorials that use the time series model in BigQuery ML: <ul> <li><a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/arima-single-time-series-forecasting-tutorial">Performing single time-series forecasting from Google Analytics data</a></li> <li><a href="/web/20210529160857/https://cloud.google.com/bigquery-ml/docs/arima-multiple-time-series-forecasting-tutorial">Performing multiple time-series forecasting with a single query from NYC Citi Bike trips data</a></li> </ul></li> </ul> <devsite-hats-survey class="nocontent" hats-id="mwETRvWii0eU5NUYprb0Y9z5GVbc" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> <template class="thumb-down-categories"> [{ "type": "thumb-down", "id": "hardToUnderstand", "label":"Hard to understand" },{ "type": "thumb-down", "id": 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