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Fixing outdated screenshots
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articles/storage/blobs/data-lake-storage-use-databricks-spark.md

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@@ -7,7 +7,7 @@ author: normesta
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ms.subservice: data-lake-storage-gen2
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ms.service: storage
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ms.topic: tutorial
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ms.date: 11/19/2019
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ms.date: 02/01/2023
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ms.author: normesta
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ms.reviewer: dineshm
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ms.custom: devx-track-python, py-fresh-zinc
@@ -41,6 +41,10 @@ If you don't have an Azure subscription, create a [free account](https://azure.m
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See [Tutorial: Connect to Azure Data Lake Storage Gen2](/azure/databricks/getting-started/connect-to-azure-storage) (Steps 1 through 3). After completing these steps, make sure to paste the tenant ID, app ID, and client secret values into a text file. You'll need those soon.
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- An Azure Databricks workspace. See [Create an Azure Databricks workspace](/databricks/getting-started/#--create-an-azure-databricks-workspace).
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- An Azure Databricks cluster. See [Create a cluster](/databricks/getting-started/quick-start#step-1-create-a-cluster).
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### Download the flight data
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This tutorial uses flight data from the Bureau of Transportation Statistics to demonstrate how to perform an ETL operation. You must download this data to complete the tutorial.
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4. Select **Pin to dashboard** and then select **Create**.
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## Create a Spark cluster in Azure Databricks
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1. In the Azure portal, go to the Databricks service that you created, and select **Launch Workspace**.
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2. You're redirected to the Azure Databricks portal. From the portal, select **Cluster**.
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![Databricks on Azure](./media/data-lake-storage-use-databricks-spark/databricks-on-azure.png "Databricks on Azure")
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3. In the **New cluster** page, provide the values to create a cluster.
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![Create Databricks Spark cluster on Azure](./media/data-lake-storage-use-databricks-spark/create-databricks-spark-cluster.png "Create Databricks Spark cluster on Azure")
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Fill in values for the following fields, and accept the default values for the other fields:
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- Enter a name for the cluster.
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- Make sure you select the **Terminate after 120 minutes of inactivity** checkbox. Provide a duration (in minutes) to terminate the cluster, if the cluster is not being used.
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4. Select **Create cluster**. After the cluster is running, you can attach notebooks to the cluster and run Spark jobs.
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## Ingest data
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### Copy source data into the storage account
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1. In the [Azure portal](https://portal.azure.com), go to the Azure Databricks service that you created, and select **Launch Workspace**.
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2. On the left, select **Workspace**. From the **Workspace** drop-down, select **Create** > **Notebook**.
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2. In the sidebar, select **Workspace**.
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3. In the Workspace folder, select **Create > Notebook**.
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> [!div class="mx-imgBorder"]
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> ![Screenshot of create notebook option](./media/data-lake-storage-use-databricks-spark/create-notebook.png)
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![Create a notebook in Databricks](./media/data-lake-storage-use-databricks-spark/databricks-create-notebook.png "Create notebook in Databricks")
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4. In the **Create Notebook** dialog, enter a name and then select **Python** in the **Default Language** drop-down list. This selection determines the default language of the notebook.
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3. In the **Create Notebook** dialog box, enter a name for the notebook. Select **Python** as the language, and then select the Spark cluster that you created earlier.
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5. In the **Cluster** drop-down list, make sure that the cluster you created earlier is selected.
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4. Select **Create**.
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6. Click **Create**. The notebook opens with an empty cell at the top.
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5. Copy and paste the following code block into the first cell, but don't run this code yet.
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7. Copy and paste the following code block into the first cell, but don't run this code yet.
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```python
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configs = {"fs.azure.account.auth.type": "OAuth",
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