From plt.plot() to ax.plot(): Why the Object‑Oriented API Wins for Complex Matplotlib Projects
The pyplot state‑machine can break down in complex plots. Switching to Matplotlib’s Object‑Oriented API—using Figure and Axes objects—provides deterministic control over multiple figures and subplots. This blog explains why, with a clear example and actionable steps.
matplotlib