What does dishonorably discharging mean?

It is dishonorable discharge, and it means a soldier did something bad according to military law. They are released from the armed services with a lifelong blemish on their work record.

an expulsion from the ranks of the military as the result of a general court-martial procedure

See related links for information about the reasons for a dishonorable discharge.