This document shows the use of unstructured information from open collaboration systems to extract geographical context and transform it into useful spatial data for the analysis of road incident patterns in the city of Bogotá. In this case, computational intelligence techniques have been used to handle the problem of text classification with natural language processing and the information extraction methodology "Named Entity Extraction".