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fix broken links from CATS report
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articles/hdinsight/spark/apache-spark-perf.md

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* Doesn't work with partitioning, which may change in future Spark releases.
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* Storage level caching (recommended)
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* Can be implemented using [Alluxio](https://www.alluxio.org/).
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* Can be implemented using [Alluxio](https://www.alluxio.io/).
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* Uses in-memory and SSD caching.
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* Local HDFS (recommended)

articles/iot-central/core/howto-export-data-blob-storage.md

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When continuous data export is first turned on, a single snapshot with all devices is exported. Each device includes:
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- `id` of the device in IoT Central
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- `name` of the device
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- `deviceId` from [Device Provisioning Service](https://aka.ms/iotcentraldocsdps)
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- `deviceId` from [Device Provisioning Service](/azure/iot-central/core/howto-connect-nodejs)
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- Device template information
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- Property values
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- Setting values

articles/iot-central/core/howto-export-data-event-hubs-service-bus.md

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Each message represents one or more changes to a device since the last exported message. Information that will be sent in each message includes:
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- `id` of the device in IoT Central
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- `name` of the device
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- `deviceId` from [Device Provisioning Service](https://aka.ms/iotcentraldocsdps)
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- `deviceId` from [Device Provisioning Service](/azure/iot-central/core/howto-connect-nodejs)
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- Device template information
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- Property values
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- Setting values

articles/iot-central/core/howto-export-data-pnp.md

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- `@id` of the device in IoT Central
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- `name` of the device
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- `deviceId` from [Device Provisioning Service](https://aka.ms/iotcentraldocsdps)
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- `deviceId` from [Device Provisioning Service](/azure/iot-central/core/howto-connect-nodejs)
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- Device template information
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- Property values
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articles/iot-edge/how-to-deploy-blob.md

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- Replace `<your storage account name>` with a name that you can remember. Account names should be 3 to 24 characters long, with lowercase letters and numbers. No spaces.
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- Replace `<your storage account key>` with a 64-byte base64 key. You can generate a key with tools like [GeneratePlus](https://generate.plus/en/base64?gp_base64_base[length]=64). You'll use these credentials to access the blob storage from other modules.
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- Replace `<your storage account key>` with a 64-byte base64 key. You can generate a key with tools like [GeneratePlus](https://generate.plus/en/base64). You'll use these credentials to access the blob storage from other modules.
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- Replace `<storage mount>` according to your container operating system. Provide the name of a [volume](https://docs.docker.com/storage/volumes/) or the absolute path to a directory on your IoT Edge device where you want the blob module to store its data. The storage mount maps a location on your device that you provide to a set location in the module.
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1. Replace `<your storage account name>` with a name that you can remember. Account names should be 3 to 24 characters long, with lowercase letters and numbers. No spaces.
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1. Replace `<your storage account key>` with a 64-byte base64 key. You can generate a key with tools like [GeneratePlus](https://generate.plus/en/base64?gp_base64_base[length]=64). You'll use these credentials to access the blob storage from other modules.
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1. Replace `<your storage account key>` with a 64-byte base64 key. You can generate a key with tools like [GeneratePlus](https://generate.plus/en/base64). You'll use these credentials to access the blob storage from other modules.
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1. Replace `<storage mount>` according to your container operating system. Provide the name of a [volume](https://docs.docker.com/storage/volumes/) or the absolute path to a directory on your IoT Edge device where you want the blob module to store its data. The storage mount maps a location on your device that you provide to a set location in the module.
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articles/lab-services/classroom-labs/class-type-shell-scripting-linux.md

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| Lab account setting | Instructions |
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| ----------- | ------------ |
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| Marketplace images | Enable the [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/Canonical.UbuntuServer1804LTS) image for use within your lab account. For more information, see [Specify Marketplace images available to lab creators](tutorial-setup-lab-account.md#specify-marketplace-images-available-to-lab-creators) |
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| Marketplace images | Enable the [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/canonical.0001-com-ubuntu-server-bionic) image for use within your lab account. For more information, see [Specify Marketplace images available to lab creators](tutorial-setup-lab-account.md#specify-marketplace-images-available-to-lab-creators) |
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Follow [this tutorial](tutorial-setup-classroom-lab.md) to create a new lab and apply the following settings:
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| Lab settings | Value/instructions |
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| ------------ | ------------------ |
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| Virtual machine (VM) size | Small |
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| VM image | [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/Canonical.UbuntuServer1804LTS) |
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| VM image | [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/canonical.0001-com-ubuntu-server-bionic) |
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| Enable remote desktop connection | Enable. <p>Enabling this setting will allow teachers and students to connect to their VMs using the remote desktop (RDP). For more information, see [Enable remote desktop for Linux virtual machines in a lab in Azure Lab Services](how-to-enable-remote-desktop-linux.md#connect-to-the-template-vm). </p>|
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## Install desktop and xrdp
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The [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/Canonical.UbuntuServer1804LTS) image doesn't have remote desktop server installed by default. Follow instructions in the [Install and configure Remote Desktop to connect to a Linux VM in Azure](../../virtual-machines/linux/use-remote-desktop.md) article to install the packages that are needed on the template machine to connect via remote desktop protocol.
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The [Ubuntu Server 18.04 LTS](https://azuremarketplace.microsoft.com/marketplace/apps/canonical.0001-com-ubuntu-server-bionic) image doesn't have remote desktop server installed by default. Follow instructions in the [Install and configure Remote Desktop to connect to a Linux VM in Azure](../../virtual-machines/linux/use-remote-desktop.md) article to install the packages that are needed on the template machine to connect via remote desktop protocol.
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## Install Ruby
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Ruby is an open-source dynamic language that can be combined with bash scripts. This section shows how to use `apt-get` to install the latest version of [Ruby](https://www.ruby-lang.org/).

articles/machine-learning/data-science-virtual-machine/tools-included.md

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| :------------------------------------------------------------------ |:-------------------:|:------------------:|:------:|
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| [Microsoft R Open](https://mran.microsoft.com/open/) with popular packages pre-installed |<span class='green-check'>&#9989;</span></br> (3.4.3) |<span class='green-check'>&#9989;</span></br> (3.4.3) | [R on the DSVM](./dsvm-languages.md#r) |
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| [Microsoft Machine Learning Server (R, Python)](https://docs.microsoft.com/machine-learning-server/) Developer Edition includes: <br /> &nbsp;&nbsp;&nbsp;&nbsp; [RevoScaleR/revoscalepy](https://docs.microsoft.com/machine-learning-server/r/concept-what-is-revoscaler) parallel and distributed high-performance framework (R and Python)<br /> &nbsp;&nbsp;&nbsp;&nbsp; [MicrosoftML](https://docs.microsoft.com/machine-learning-server/r/concept-what-is-the-microsoftml-package), new state-of-the-art machine learning algorithms from Microsoft <br /> &nbsp;&nbsp;&nbsp;&nbsp; [R and Python operationalization](https://docs.microsoft.com/machine-learning-server/what-is-operationalization) |<span class='green-check'>&#9989;</span> </br> (9.3.0) |<span class='green-check'>&#9989;</span> | |
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| [Microsoft Office](https://products.office.com/business/office-365-proplus-business-software) ProPlus with shared activation: Excel, Word, and PowerPoint |<span class='green-check'>&#9989;</span> |<span class='red-x'>&#10060;</span> | |
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| [Microsoft Office](https://www.microsoft.com/p/office-365-proplus/CFQ7TTC0K8R0) ProPlus with shared activation: Excel, Word, and PowerPoint |<span class='green-check'>&#9989;</span> |<span class='red-x'>&#10060;</span> | |
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| [Anaconda Python](https://www.continuum.io/) 2.7 and 3.5 with popular packages pre-installed |<span class='green-check'>&#9989;</span> |<span class='green-check'>&#9989;</span></br> (4.2) | |
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| [JuliaPro](https://juliacomputing.com/products/juliapro.html) with popular packages for Julia language pre-installed |<span class='green-check'>&#9989;</span> </br> (0.6.4) |<span class='green-check'>&#9989;</span></br> (0.6.2) | [Julia on the DSVM](./dsvm-languages.md#julia) |
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| Relational databases | [SQL Server 2017](https://www.microsoft.com/sql-server/sql-server-2017) <br/> Developer Edition| [PostgreSQL](https://www.postgresql.org/) (CentOS),<br/>[SQL Server 2017](https://www.microsoft.com/sql-server/sql-server-2017) <br/> Developer Edition (Ubuntu) | [SQL Server on the DSVM](./dsvm-data-platforms.md#sql-server-2017-developer-edition) |

articles/mysql/concepts-connection-libraries.md

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| Node.js | Windows, Linux, Mac OS X | [sidorares/node-mysql2](https://github.com/sidorares/node-mysql2/tree/master/documentation) | [Download](https://github.com/sidorares/node-mysql2) |
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| Python | Windows, Linux, Mac OS X | [MySQL Connector/Python Developer Guide](https://dev.mysql.com/doc/connector-python/en/) | [Download](https://dev.mysql.com/downloads/connector/python/) |
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| C++ | Windows, Linux, Mac OS X | [MySQL Connector/C++ Developer Guide](https://dev.mysql.com/doc/connector-cpp/en/) | [Download](https://dev.mysql.com/downloads/connector/python/) |
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| C | Windows, Linux, Mac OS X | [MySQL Connector/C Developer Guide](https://dev.mysql.com/doc/connector-c/en/) | [Download](https://dev.mysql.com/downloads/connector/c/)
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| C | Windows, Linux, Mac OS X | [MySQL Connector/C Developer Guide](https://dev.mysql.com/doc/refman/8.0/en/c-api.html) | [Download](https://dev.mysql.com/downloads/connector/c/)
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| Perl | Windows, Linux, Mac OS X, and Unix platforms | [DBD::MySQL](https://metacpan.org/pod/DBD::mysql) | [Download](https://metacpan.org/pod/DBD::mysql) |
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articles/networking/networking-partners-msp.md

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[Equinix](https://www.equinix.com/)
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[InterCloud](https://intercloud.com/partners/get-to-azure-via-expressroute/)
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[InterCloud](https://intercloud.com/partners/microsoft-azure/)
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[IIJ](https://www.iij.ad.jp/biz/cloudex/)
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articles/security/fundamentals/iaas.md

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An availability set is a logical grouping that you can use in Azure to ensure that the VM resources you place within it are isolated from each other when they’re deployed in an Azure datacenter. Azure ensures that the VMs you place in an availability set run across multiple physical servers, compute racks, storage units, and network switches. If a hardware or Azure software failure occurs, only a subset of your VMs are affected, and your overall application continues to be available to your customers. Availability sets are an essential capability when you want to build reliable cloud solutions.
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## Protect against malware
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You should install antimalware protection to help identify and remove viruses, spyware, and other malicious software. You can install [Microsoft Antimalware](antimalware.md) or a Microsoft partner’s endpoint protection solution ([Trend Micro](https://help.deepsecurity.trendmicro.com/azure-marketplace-getting-started-with-deep-security.html), [Symantec](https://www.symantec.com/products), [McAfee](https://www.mcafee.com/us/products.aspx), [Windows Defender](https://www.microsoft.com/search/result.aspx?q=Windows+defender+endpoint+protection), and [System Center Endpoint Protection](https://www.microsoft.com/search/result.aspx?q=System+Center+endpoint+protection)).
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You should install antimalware protection to help identify and remove viruses, spyware, and other malicious software. You can install [Microsoft Antimalware](antimalware.md) or a Microsoft partner’s endpoint protection solution ([Trend Micro](https://help.deepsecurity.trendmicro.com/azure-marketplace-getting-started-with-deep-security.html), [Symantec](https://www.symantec.com/products), [McAfee](https://www.mcafee.com/us/products.aspx), [Windows Defender](https://www.microsoft.com/en-us/search?q=Windows+defender+endpoint+protection&rtc=1), and [System Center Endpoint Protection](https://www.microsoft.com/en-us/search?q=System+Center+endpoint+protection&rtc=1)).
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Microsoft Antimalware includes features like real-time protection, scheduled scanning, malware remediation, signature updates, engine updates, samples reporting, and exclusion event collection. For environments that are hosted separately from your production environment, you can use an antimalware extension to help protect your VMs and cloud services.
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