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Add comprehensive visualization tools for data science workflows#16

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dgenio wants to merge 1 commit intodevelopfrom
feature/visualization-tools
Open

Add comprehensive visualization tools for data science workflows#16
dgenio wants to merge 1 commit intodevelopfrom
feature/visualization-tools

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@dgenio dgenio commented Sep 14, 2025

  • Add plot_propensity_distribution for propensity score analysis
  • Add plot_dr_results for DR/SNDR evaluation visualization
  • Add plot_calibration_curve and plot_roc_curve for model assessment
  • Add plot_diagnostics_summary for comprehensive diagnostics
  • Add create_dashboard for all-in-one visualization
  • Include matplotlib and seaborn integration
  • Add comprehensive test suite for visualization functions
  • Update init.py to export visualization functions

Pull Request

📋 Description

Type of Change

  • 🐛 Bug fix (non-breaking change which fixes an issue)
  • ✨ New feature (non-breaking change which adds functionality)
  • 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • 📚 Documentation update
  • 🧹 Code refactoring (no functional changes)
  • ⚡ Performance improvement
  • 🧪 Test improvements
  • 🔧 Build/CI improvements

🔗 Related Issues

  • Fixes #
  • Related to #

🧪 Testing

Test Coverage

  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes
  • I have added integration tests if applicable

Manual Testing

  • Tested locally with make check
  • Tested with example scripts
  • Tested edge cases

Test commands run:

# List the commands you used to test
make check
python examples/quickstart.py

📝 Changes Made

Code Changes

API Changes

  • No API changes
  • Backward compatible API additions
  • Breaking API changes (requires major version bump)

API changes:

📚 Documentation

  • I have updated the documentation accordingly
  • I have updated docstrings for new/modified functions
  • I have added examples if applicable
  • I have updated the CHANGELOG.md

✅ Checklist

Code Quality

  • My code follows the project's style guidelines
  • I have performed a self-review of my own code
  • I have commented my code, particularly in hard-to-understand areas
  • My changes generate no new warnings
  • I have run ruff check and ruff format
  • I have run mypy type checking

Testing & CI

  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes
  • All CI checks pass
  • Code coverage is maintained or improved

Documentation & Communication

  • I have made corresponding changes to the documentation
  • My commit messages follow the conventional commit format
  • I have updated the CHANGELOG.md if applicable

🔍 Review Notes

Focus Areas

Questions for Reviewers

📸 Screenshots/Examples

# Example usage of new feature
import skdr_eval

# Your example here

🚀 Deployment Notes

  • No special deployment considerations
  • Requires database migrations
  • Requires environment variable changes
  • Requires dependency updates

Additional Context:

- Add plot_propensity_distribution for propensity score analysis
- Add plot_dr_results for DR/SNDR evaluation visualization
- Add plot_calibration_curve and plot_roc_curve for model assessment
- Add plot_diagnostics_summary for comprehensive diagnostics
- Add create_dashboard for all-in-one visualization
- Include matplotlib and seaborn integration
- Add comprehensive test suite for visualization functions
- Update __init__.py to export visualization functions
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