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articles/stream-analytics/stream-analytics-real-time-fraud-detection.md

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@@ -63,7 +63,7 @@ In this procedure, you first create an event hub namespace, and then you add an
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5. Select a subscription and create or choose a resource group, then click **Create**.<br/><br/>
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-eventhub-namespace-new-portal.png" alt="Create event hub namespace in Azure portal" width="300px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-eventhub-namespace-new-portal.png" alt="Create event hub namespace in Azure portal" width="300px"/>
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6. When the namespace has finished deploying, find the event hub namespace in your list of Azure resources.
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8. Name the new event hub `asa-eh-frauddetection-demo`. You can use a different name. If you do, make a note of it, because you need the name later. You don't need to set any other options for the event hub right now.
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-eventhub-new-portal.png" alt="Name event hub in Azure portal" width="400px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-eventhub-new-portal.png" alt="Name event hub in Azure portal" width="400px"/>
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9. Click **Create**.
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3. Add a policy named `asa-policy-manage-demo` and for **Claim**, select **Manage**.
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-shared-access-policy-manage-new-portal.png" alt="Create shared access policy for Stream Analytics" width="300px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-shared-access-policy-manage-new-portal.png" alt="Create shared access policy for Stream Analytics" width="300px"/>
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4. Click **Create**.
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5. After the policy has been deployed, click it in the list of shared access policies.
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6. Find the box labeled **CONNECTION STRING-PRIMARY KEY** and click the copy button next to the connection string.
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-shared-access-policy-copy-connection-string-new-portal.png" alt="Stream Analytics shared access policy" width="300px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-shared-access-policy-copy-connection-string-new-portal.png" alt="Stream Analytics shared access policy" width="300px"/>
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7. Paste the connection string into a text editor. You need this connection string for the next section, after you make some small edits to it.
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It's a good idea to place the job and the event hub in the same region for best performance and so that you don't pay to transfer data between regions.
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-sa-job-new-portal.png" alt="Create Stream Analytics job in portal" width="300px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-create-sa-job-new-portal.png" alt="Create Stream Analytics job in portal" width="300px"/>
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3. Click **Create**.
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3. Click **Save** to save the self-join query as part of the Streaming Analytics job. (It doesn't save the sample data.)
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<br/><br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-query-editor-save-button-new-portal.png" alt="Save Stream Analytics query in portal" width="300px"/>
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<br/><img src="./media/stream-analytics-real-time-fraud-detection/stream-analytics-query-editor-save-button-new-portal.png" alt="Save Stream Analytics query in portal" width="300px"/>
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## Create an output sink to store transformed data
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