These weeds, with their striking purple blooms ... A perennial with large, purplish stems and small, white to purplish ...

Not all invasive weeds announce themselves ... in the second year when it pushes out large, elephant-ear-esque leaves. These accompany globular, purple flowers from summer through fall.