Visual analytic based ship collision probability modeling for ship navigation safety

•CPA position plots complement the shortcoming of DCPA and TCPA regarding spatial dimension.•Visual analytic approach is suitable for comparative navigational collision risk assessment to sustain traffic safety.•Revealing implicit risk identifications gives more realistic results for maritime industry stakeholders.