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Livy-api.md

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```
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## Learn more
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{: #learn-more-livy}
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- For interactive workloads see [Spark Interactive](/docs/AnalyticsEngine?topic=AnalyticsEngine-spark-interactive).

Retrieve-IAM-access-token.md

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Before you can create a token by using the {{site.data.keyword.Bluemix_notm}} CLI, check that you have met the following prerequisites:
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1. You have a valid IBMid.
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2. You have downloaded and installed the [{{site.data.keyword.Bluemix_notm}} CLI](https://{DomainName}/docs/cli?topic=cloud-cli-install-ibmcloud-cli).
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2. You have downloaded and installed the [{{site.data.keyword.Bluemix_notm}} CLI](/docs/cli?topic=cli-install-ibmcloud-cli).
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To create a token using {{site.data.keyword.Bluemix_notm}} CLI:
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aggregating-logs.md

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- You must have an existing {{site.data.keyword.iae_full_notm}} service instance. Presently, REST API is the only mode with which you can configure log aggregation.
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- You must create an IBM Log Analysis with LogDNA service instance. To create an instance in {{site.data.keyword.Bluemix_short}}, see [IBM Log Analysis with LogDNA
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](https://cloud.ibm.com/observe/logging){: external}. For details on monitoring and managing log data with IBM Log Analysis with LogDNA, see [provisioning a service instance](/docs/Log-Analysis-with-LogDNA?topic=LogDNA-provision){: external}.
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- You must have access to the LogDNA ingestion key. See [Getting the ingestion key](/docs/Log-Analysis-with-LogDNA?topic=LogDNA-ingestion_key){: external}.
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](https://cloud.ibm.com/observe/logging){: external}. For details on monitoring and managing log data with IBM Log Analysis with LogDNA, see [provisioning a service instance](/docs/Log-Analysis-with-LogDNA?topic=Log-Analysis-with-LogDNA-provision){: external}.
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- You must have access to the LogDNA ingestion key. See [Getting the ingestion key](/docs/Log-Analysis-with-LogDNA?topic=Log-Analysis-with-LogDNA-ingestion_key){: external}.
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- You must have the following IAM access permissions (roles) to the {{site.data.keyword.iae_full_notm}} service instance and the resource group. Two types of roles exist:
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- **Platform management role**: here you must have viewer access or above to the resource group that contains {{site.data.keyword.iae_full_notm}}.

at-tracker.md

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As a security officer, auditor, or manager, you can use the **Activity Tracker** service to track how users and applications interact with {{site.data.keyword.iae_full_notm}} in {{site.data.keyword.cloud}}.
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{{site.data.keyword.at_full_notm}} records user-initiated activities that change the state of a service in {{site.data.keyword.cloud_notm}}. You can use this service to investigate abnormal activity and critical actions and to comply with regulatory audit requirements. In addition, you can be alerted about actions as they happen. The events that are collected comply with the Cloud Auditing Data Federation (CADF) standard. For more information, see the documentation about the [Activity Tracker with LogDNA](/docs/Activity-Tracker-with-LogDNA?topic=logdnaat-getting-started#getting-started){: new_window}.
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{{site.data.keyword.at_full_notm}} records user-initiated activities that change the state of a service in {{site.data.keyword.cloud_notm}}. You can use this service to investigate abnormal activity and critical actions and to comply with regulatory audit requirements. In addition, you can be alerted about actions as they happen. The events that are collected comply with the Cloud Auditing Data Federation (CADF) standard. For more information, see the documentation about the [Activity Tracker with LogDNA](/docs/Activity-Tracker-with-LogDNA?topic=Activity-Tracker-with-LogDNA-getting-started#getting-started){: new_window}.
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The following table lists the actions that generate an event:
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* Germany
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* Japan
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{{site.data.keyword.at_full_notm}} can have only one instance per location. To view events, you must access the web UI of the {{site.data.keyword.at_full_notm}} service in the same location where your service instance is available. For more information, see [Launching the web UI through the IBM Cloud UI](/docs/Activity-Tracker-with-LogDNA?topic=logdnaat-launch#launch_step2).
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{{site.data.keyword.at_full_notm}} can have only one instance per location. To view events, you must access the web UI of the {{site.data.keyword.at_full_notm}} service in the same location where your service instance is available. For more information, see [Launching the web UI through the IBM Cloud UI](/docs/Activity-Tracker-with-LogDNA?topic=Activity-Tracker-with-LogDNA-launch#launch_step2).

best-practices.md

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By configuring log aggregation, you can externalize the log files, which means that these files can be accessed even after the cluster was deleted.
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When you configure {{site.data.keyword.iae_full_notm}} to work with the LogDNA instance, we encourage you to select to connect to the private endpoints of the instance, to increase performance and save costs. See [Configuring private endpoints](/docs/Log-Analysis-with-LogDNA?topic=LogDNA-endpoints).
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When you configure {{site.data.keyword.iae_full_notm}} to work with the LogDNA instance, we encourage you to select to connect to the private endpoints of the instance, to increase performance and save costs. See [Configuring private endpoints](/docs/Log-Analysis-with-LogDNA?topic=Log-Analysis-with-LogDNA-endpoints).
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## Switch regions for disaster recovery
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{: #disaster-recovery}

configure-COS-S3-object-storage.md

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1. Provision an {{site.data.keyword.cos_short}} service instance in {{site.data.keyword.Bluemix_short}}. See [Creating a new service instance](/docs/cloud-object-storage/iam?topic=cloud-object-storage-provision).
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Create an {{site.data.keyword.Bluemix_short}} bucket in the region of your choice and select the configuration, such as resiliency (regional or cross-regional), and storage volume and price. See [Creating buckets to store your data](/docs/cloud-object-storage/iam?topic=cloud-object-storage-getting-started).
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Create an {{site.data.keyword.Bluemix_short}} bucket in the region of your choice and select the configuration, such as resiliency (regional or cross-regional), and storage volume and price. See [Creating buckets to store your data](/docs/cloud-object-storage?topic=cloud-object-storage-getting-started-cloud-object-storage).
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Make a note of the bucket name that you created. You will need it later when you configure {{site.data.keyword.iae_full_notm}} to work with {{site.data.keyword.cos_short}}.
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1. [Get the {{site.data.keyword.cos_short}} credentials](/docs/AnalyticsEngine?topic=AnalyticsEngine-get-cos-credentials).

customizing-using-script.md

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---
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copyright:
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years: 2017, 2019
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years: 2017, 2020
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lastupdated: "2019-07-31"
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subcollection: AnalyticsEngine
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One way of doing this is to use a customization script to configure the properties that need to be updated in the core-site.xml file. It uses the Ambari configs.py file to make the required changes.
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This [customization sample script](https://github.com/IBM-Cloud/IBM-Analytics-Engine/blob/master/customization-examples/associate-cos.sh) configures the {{site.data.keyword.iae_full_notm}} cluster with HMAC authentication parameters. The example shows the complete source code of the customization script. You can modify the script for IAM authentication style parameters. The sample configuration script restarts the affected services that need to be restarted. These services are started immediately instead of sleeping for a long random interval after the Ambari API was triggered.
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This [customization sample script](https://github.com/IBM-Cloud/IBM-Analytics-Engine/blob/master/customization-examples/associate-cos.sh) configures the {{site.data.keyword.iae_full_notm}} cluster with HMAC authentication parameters. The example shows the complete source code of the customization script. You can modify the script for IAM authentication style parameters. The sample configuration script restarts the affected services that need to be restarted. These services are started immediately instead of sleeping for a long random interval after the Ambari API was triggered.

data-skipping-config.md

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## Learn more
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{: #learn-more-data-skipping}
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Click the following link for code samples that show you how to use the configuration options described in this topic:
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data-skipping.md

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## Geospatial data skipping
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Data skipping is also supported for queries on geospatial datasets with latitude and longitude columns using [geospatial functions](https://www.ibm.com/support/knowledgecenter/en/SSCJDQ/com.ibm.swg.im.dashdb.analytics.doc/doc/geo_functions.html) from the [spatio-temporal library](/docs/AnalyticsEngine?topic=AnalyticsEngine-geospacial-lib).
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Data skipping is also supported for queries on geospatial datasets with latitude and longitude columns using [geospatial functions](https://www.ibm.com/support/knowledgecenter/en/SSCJDQ/com.ibm.swg.im.dashdb.analytics.doc/doc/geo_functions.html) from the [spatio-temporal library](/docs/AnalyticsEngine?topic=AnalyticsEngine-geospatial-geotemporal-lib).
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- ST_Within
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- ST_EnvelopesIntersect
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- ST_IntersectsInterior

geospacial-lib.md

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- [Routing functions](/docs/AnalyticsEngine?topic=AnalyticsEngine-routing-functions)
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## Learn more
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{: #learn-more-goespatio-lib}
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Check out the following Python notebooks to learn how to use the spacio-temporal library functions in Python notebooks. To access these notebooks, you need an {{site.data.keyword.DSX_full}} instance. See [Provisioning an {{site.data.keyword.DSX_full}} instance](https://cloud.ibm.com/catalog/services/watson-studio){: external}.
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