topology data: dynamic properties all graphs change with time new equipment (nodes, links, firewalls) added new IP blocks alocated renumbering out of old IP blocks "death rate" of IP addresses paths oscillate (load balancing) paths fluctuate (routing instability) paths flip (manual config) outages, cuts, blackouts okay so data is messy...