Usage Examples

Examples:

• Beginner Example
  • Step 1: Import Required Modules
  • Step 2: Load Example Dataset
  • Step 3: Define Target Features
  • Step 4: Run Automated Feature Selection (AFS)
  • Step 5: Run Causal Learner (CL)
  • Step 6: Run Causal Reasoning Validator (CRV)
  • Step 7: (Optional) Save Progress
  • Explanation
• Advanced Example
  • Step 1: Import Required Modules
  • Step 2: Load and Inspect the Dataset
  • Step 3: Define Target and Exposure Features
  • Step 4: Initialize Automated Feature Selection (AFS)
  • Step 5: Define Prediction Configurations for AFS
  • Step 6: Run AFS for Target Features
  • Step 7: Run AFS for Exposure Features with Parallel Processing
  • Step 8: Aggregate and Display Selected Features
  • Step 9: Prepare the Reduced Dataset
  • Step 10: Initialize Causal Learner (CL)
  • Step 11: Run Causal Discovery Process
  • Step 12: Visualize the Causal Graph with Cytoscape
  • Step 13: Identify Directed Paths in the Causal Graph
  • Step 14: Save and Load Progress (Optional)