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How can I avoid analysis interruptions caused by common R script runtime errors?

2025-08-20 459
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Three layers of protection can be established with Lotas' error prevention system:

Error prevention system

  • static check: real-time detection of syntax errors and undefined variables during coding, with problem locations underlined
  • dynamic warning: Simulate the execution environment before running to detect potential problems such as type mismatch in advance
  • Dependency management: Automatically checks for missing packets and proposesinstall.packages()suggestion

Typical problem solutions

  • NA value processing: Automatically add data operations containing NAna.rm=TRUEParameter recommendations
  • Dimensional mismatch: checking the dimension before matrix operations, hintsdim()Adjustment program
  • memory overflow: Recommended chunking strategy before big data manipulation

Recovery program

When an error occurs:

  1. Click the "Repair" icon next to the console error message.
  2. Check out the three fixes offered by the Lotas panel (with execution success rates labeled)
  3. After selecting "Apply Repair", the system will save the original code into the_backupfile

It is recommended to enable the "Error Mode Learning" function, so that the AI can record the solutions you finally adopt, and gradually improve the repair accuracy.

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