Goal

• Given a Jupyter notebook, format the markdown cells corresponding to interactive / visualization cells
• Each visualization uses the triplet structure:
  • Pre-visualization markdown (goal + plot descriptions)
  • Code cell (visualization / interactive widget)
  • Post-visualization markdown (key observations + experiments)

Workflow

Update the Cell Triplets

• Update all markdown cells around interactive cells to follow the triplet structure:
  • Before the visualization: A markdown cell with the goal, plot descriptions (under each title), and widget descriptions (close to each widget)
  • After the visualization: A key observations markdown cell explaining what experiments can be done and what was learned
• Follow the conventions from ## Visualization Cell Triplet Details in .claude/skills/notebook.rules.md

Sync with Jupytext

• At the end, sync the paired .py file with Jupytext following the conventions in # Code Architecture and Responsibility -> ## Utilities vs. Notebook Responsibilities in .claude/skills/notebook.rules.md

Conventions

• Follow the rules in .claude/skills/notebook.rules.md, especially:
  • ## Visualization Cell Triplet Details for the structure of pre- and post-visualization markdown cells
  • # Visualization and Interactivity for the interactive widget patterns
  • ## Cell Triplet Structure for the overall three-cell organization

Constraints

• Do not change the intent of the notebook

Verification

• Confirm each interactive cell has both a pre- and post-visualization markdown cell
• Confirm the .ipynb and paired .py file are in sync via Jupytext