This research seeks to answer whether it is possible to detect vascular dementia through easily measurable features such as blood count, chemistry, and history of diseases gathered from the UK Bio Bank dataset using computational classifiers and explain the decision making of such a model. Combined with temporal analysis, to try to answer what could be an early warning sign for such a disease.