Data preprocessing is a crucial step in the realm of software agents and classification data mining, playing a pivotal role in enhancing the accuracy and efficiency of the subsequent analysis. This multifaceted process involves the transformation and manipulation of raw data into a format suitable for classification algorithms, ensuring that the extracted patterns and insights are meaningful and reliable. The initial phase encompasses data cleaning,...