Was Mary Magdalene a prostitute in the Bible?

One significant source of this confusion arises from the story of a sinful woman who anoints Jesus' feet with perfume in the Gospel of Luke (7:36-50). Although this woman is not named and is depicted as a sinner, many early Christian leaders conflated her with Mary Magdalene.