A review of literature related to frozen ground engineering showed that the number of publications and datasets has been increasing in the last five years. Based on the North Siberian crude oil pipeline that crosses continuous, discontinuous, sporadic, and non-permafrost areas, an exploratory data analysis of soil condition is conducted to investigate the influence of pipelines on the freezing and thawing of frozen soil around the pipeline and thermal stability of permafrost. The contribution of the study is the hypothesis concerning the possibility of clustering water-saturated and frozen layers along with the right-of-way areas.