Comment by FreeHugs

The time is spent in this 3-line loop:

    for poly in polygon_subset:
        if np.linalg.norm(poly.center - point) < max_dist:
            close_polygons.append(poly)

I don't think the entire feature set of the Python runtime is involved in this.