When faced with a common misspelling like "descriminate", it's essential to correct it to "discriminate". Other possible suggestions could include "decimate", "declamate" or "deliberate". However, "discriminate" is the accurate spelling, referring to the act of treating someone unfairly based on their race, gender or other characteristics.