Adding Data

This page describes the steps to add data to your DSL project.

Adding Data Sets

Adding Datasets to a DSL Project
  • Open a Project.

  • Click the Data tab to open it.

  • Click the Add Data option from the Data tab.

  • The Add Data page opens offering two options to choose data:

    • Data service (the default selection)

    • Data Sandbox Files

    • Feature Stores

  • Go ahead with the Data Sets option from the Data Source drop-down menu.

  • Use the Search space to search through the displayed data service list.

  • Select the required data set(s) using the checkboxes provided next to it.

  • Click the Add option.

  • The selected data set(s) gets added to the concerned project.

  • A notification message appears to inform the same.

Uploading and Adding Data Sandbox Files

Uploading and Adding Data Sandbox Files

Uploading a Data Sandbox

  • Open a DSL Project.

  • Click on the Data tab.

  • Click the Add Data option.

  • The user gets redirected to the Add Data page.

  • Select the Data Sandbox option from the Data Source drop-down menu.

  • Click the Upload option to upload a Data Sandbox file.

  • The user gets redirected to the Upload Data Sandbox page.

  • Provide a Sandbox Name.

  • Provide a Description of the Data Sandbox.

  • Click the Choose File option to select a file.

  • Choose a file from your system and upload it. The supported files are

  • Click the Save option to begin the file upload.

  • Wait till the uploaded file gets loaded 100%.

  • The uploaded sandbox file gets added under the Add Datasets page.

  • A notification message appears to indicate that the file has been uploaded.

Adding Data Sandbox files

  • The user gets redirected to the Add Data page.

  • Select the Data Sandbox option from the Data Source drop-down menu.

  • Use the search space to search a specific data sandbox.

  • Select Data Sandbox files using the checkbox given next to the Sandbox entry (The uploaded Data Sandbox file appears at the top of the list).

  • Click the Add option that appears after selecting the uploaded Sandbox file.

  • The user gets redirected to the Dataset tab where the added dataset file gets listed.

  • A notification message appears to inform that the selected Dataset (in this case, the selected Data Sandbox file) has been updated.

Please Note: The users get a search bar to search across the multiple Datasets options on the Add Datasets page.

Adding Feature Stores

Adding Feature Stores to a DSL Project
  • Navigate to a DSL Project.

  • Click the Data tab to open it.

  • Click the Add Data option from the Data tab.

  • The Add Data page opens offering three options to choose data.

  • Select the Feature Stores option from the Data Source drop-down menu.

  • Use the Search space to search through the displayed data service list.

  • Select the required feature store(s) using the checkboxes provided next to it.

  • Click the Add option.

  • A notification message appears to inform the same.

  • The selected feature store(s) gets added to the concerned project.

Adding a Feature Store with Data Preparation

Data Preparation in a Feature Store
  • Navigate to the Data Science Lab module.

  • Click the Create option provided for the Feature Store.

  • The Create Feature Store page opens.

  • Provide a name to the Feature Set.

  • Select a connector from the drop-down menu.

  • Select a query from the table info. / Metadata list or write an SQL Query.

  • Click the Validate option.

  • A notification message ensures that the query is validated.

  • The Preview of the data appears below.

  • Click the Data Prep option.

  • The user gets redirected to the Data Preparation page.

  • Navigate to the Transforms tab.

  • Choose a transform from the list. Here, the Label Encoding transform is selected from the ML category.

  • A warning appears to remind the users that if the SQL query is changed, the applied data preparations or transformations will be lost.

  • The Data Prep option will have a green mark suggesting that the Data Preparation is applied to the selected Feature Store.

  • Click the Create option.

  • A notification ensures that the Feature store job is initiated.

  • The user gets redirected to the Feature Stores page.

  • The newly created feature store gets added at the top of the list.

  • Open a Project.

  • The Workspace tab opens by default.

  • Open the Data tab.

  • Click the Add Data icon.

  • The Add Data page opens.

  • Select Feature Stores as an option using the Data Source filter menu.

  • The list of the available Feature Stores will be listed.

  • Select a feature store using the checkbox.

  • Click the Add option.

  • A notification appears stating that the feature store has been added.

  • The recently added feature store appears under the Data section of the selected project.

  • Add a new code cell and put a checkmark in the given checkbox next to the recently added Feature Store as data for the project.

  • The Data gets loaded in the code cell.

  • Run the code cell with the loaded feature store.

  • The data preview appears below the code cell.

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