Draft: Feat/constant timeline snapshot and condition df

Description

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Additional Notes

Merge Request Checklist

• Code follows project coding guidelines.
• Documentation reflects the changes made.
• Unit tests are added or updated to cover the changes.
• The application runs without errors and the new functionality works as expected.