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Fix minor PR bugs . . .
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articles/machine-learning/.openpublishing.redirection.machine-learning.json

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"redirections": [
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{
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"source_path_from_root": "/articles/machine-learning/quickstart-spark-data-wrangling.md",
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"redirect_url": "/articles/machine-learning/apache-spark-environment-configuration.md",
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"redirect_url": "/azure/machine-learning/apache-spark-environment-configuration.md",
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"redirect_document_id": true
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},
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{

articles/machine-learning/apache-spark-environment-configuration.md

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1. Navigate to the Azure Machine Learning studio UI
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2. In the icon section at the top right of the screen, select **Manage preview features** (megaphone icon)
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3. In the **Managed preview feature** panel, toggle the **Run notebooks and jobs on managed Spark** feature to **on**
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:::image type="content" source="media/apache-spark-environment-configuration/how-to-enable-managed-spark-preview.png" lightbox="media/quickstart-spark-data-wrangling/how-to-enable-managed-spark-preview.png" alt-text="Screenshot showing the option to enable the Managed Spark preview.":::
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:::image type="content" source="./media/apache-spark-environment-configuration/how-to-enable-managed-spark-preview.png" lightbox="media/apache-spark-environment-configuration/how-to-enable-managed-spark-preview.png" alt-text="Screenshot showing the option to enable the Managed Spark preview.":::
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## Store Azure storage account credentials as secrets in Azure Key Vault
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1. Open the [Microsoft Azure portal](https://portal.azure.com).
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1. Search and select the **Storage accounts** service.
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:::image type="content" source="media/apache-spark-environment-configuration/find-storage-accounts-service.png" lightbox="media/quickstart-spark-data-wrangling/find-storage-accounts-service.png" alt-text="Expandable screenshot showing Storage accounts service search and selection, in Microsoft Azure portal.":::
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:::image type="content" source="media/apache-spark-environment-configuration/find-storage-accounts-service.png" lightbox="media/apache-spark-environment-configuration/find-storage-accounts-service.png" alt-text="Expandable screenshot showing Storage accounts service search and selection, in Microsoft Azure portal.":::
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1. On the **Storage accounts** page, select the Azure Data Lake Storage (ADLS) Gen 2 storage account from the list. A page showing the storage account **Overview** will open.
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:::image type="content" source="media/apache-spark-environment-configuration/storage-accounts-list.png" lightbox="media/quickstart-spark-data-wrangling/storage-accounts-list.png" alt-text="Expandable screenshot showing selection of the Azure Data Lake Storage (ADLS) Gen 2 storage account Storage account.":::
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:::image type="content" source="media/apache-spark-environment-configuration/storage-accounts-list.png" lightbox="media/apache-spark-environment-configuration/storage-accounts-list.png" alt-text="Expandable screenshot showing selection of the Azure Data Lake Storage (ADLS) Gen 2 storage account Storage account.":::
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1. Select **Access Control (IAM)** from the left panel
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1. Select **Add role assignment**
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:::image type="content" source="media/apache-spark-environment-configuration/storage-account-add-role-assignment.png" lightbox="media/quickstart-spark-data-wrangling/storage-account-add-role-assignment.png" alt-text="Screenshot showing the Azure access keys screen.":::
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:::image type="content" source="media/apache-spark-environment-configuration/storage-account-add-role-assignment.png" lightbox="media/apache-spark-environment-configuration/storage-account-add-role-assignment.png" alt-text="Screenshot showing the Azure access keys screen.":::
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1. Find and select role **Storage Blob Data Contributor**
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1. Select **Next**
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-choose-role.png" lightbox="media/quickstart-spark-data-wrangling/add-role-assignment-choose-role.png" alt-text="Screenshot showing the Azure add role assignment screen.":::
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-choose-role.png" lightbox="media/apache-spark-environment-configuration/add-role-assignment-choose-role.png" alt-text="Screenshot showing the Azure add role assignment screen.":::
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1. Select **User, group, or service principal**.
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1. Select **+ Select members**.
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1. Select the appropriate user identity
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1. Select **Next**
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-choose-members.png" lightbox="media/quickstart-spark-data-wrangling/add-role-assignment-choose-members.png" alt-text="Screenshot showing the Azure add role assignment screen Members tab.":::
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-choose-members.png" lightbox="media/apache-spark-environment-configuration/add-role-assignment-choose-members.png" alt-text="Screenshot showing the Azure add role assignment screen Members tab.":::
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1. Select **Review + Assign**
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-review-and-assign.png" lightbox="media/quickstart-spark-data-wrangling/add-role-assignment-review-and-assign.png" alt-text="Screenshot showing the Azure add role assignment screen review and assign tab.":::
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:::image type="content" source="media/apache-spark-environment-configuration/add-role-assignment-review-and-assign.png" lightbox="media/apache-spark-environment-configuration/add-role-assignment-review-and-assign.png" alt-text="Screenshot showing the Azure add role assignment screen review and assign tab.":::
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1. Repeat steps 2-13 for **Contributor** role assignment.
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Once the user identity has the appropriate roles assigned, data in the Azure storage account should become accessible.

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