1. Introduction The lack of standardization in railway infrastructure cost projects leads to data being stored in different formats and structures. This is greatly amplified when comparing data from different organizations [1] This issue makes the decision-making process more difficult and unreliable since it does not leave room for comparison and analysis [2]. Data extraction and data mining are technologies that offer great potential in this field since they can provide many benefits.