Numerous organizations handle sensitive information and accordingly, require protection. The objective is to enhance privacy, mitigating the risk of direct or indirect identification of individuals. De-identification is frequently utilized in scenarios necessitating data use, such as for testing and development purposes, with focus on preserving privacy and adhering to data protection regulations.