Use Polars, pandas, Matplotlib, and marimo to build interactive quasar redshift dashboards; use Faker for realistic test data; follow Python tooling and Django updates.
At its core, Marimo addresses the persistent challenges of reproducibility and synchronization found in traditional Jupyter notebooks by ensuring outputs are updated automatically in real-time.