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Match keys that are similar rather than identical (e.g., matching "Connecticut" and "Conecticut").

Based on your request, it seems you are referring to the self-service data preparation solution. Preparing a feature or data set involves transforming messy, unstructured data (like PDFs or text files) into structured rows and columns, typically for further analysis.

Aggregate data to create summaries, charts, or pivot tables. Monarch

Remove sensitive information like customer IDs or financial data.

Create traps to tell Monarch how to identify data in reports. Match keys that are similar rather than identical (e

Use over 80 pre-built functions to clean and reshape data (e.g., splitting columns, filtering, changing data types).

Use the Combine button in the Prepare window to join disparate data sources (like left/right outer, inner joins). Aggregate data to create summaries, charts, or pivot tables

Note: If you were referring to "Monarch" as a painting brand (e.g., creating a painted feature wall) or a coding feature-flag system (GitHub), please specify, as those represent different functionalities. To make this guide more useful, are you focusing on: (Data Prep Studio)? Using formulas to create new columns ? Combining multiple data sources ? Let me know which step you'd like to dive deeper into. Self-service Data Preparation Solution | Altair Monarch