Network packets are busy exchanging information like data from human activities, machine (M2M communication), cellular network, Internet of Things (IoT), business and in many other forms. Network infrastructure plays the role of backbone in the whole communication system. Therefore, it is an integral point of interest not only to analyze network traffic but also to expose security incident or business critical event. The goal of this research is to discover unknown network parameters and event from the network logs, specifically from web proxy log, to explore the relationship between different parameters. This work highlights unique findings and relations among log parameters. For example, how server action varies with SC-byte or CS-byte or RS and relations between the time taken and RS (Content-Type). Furthermore, visualizing the busiest period in terms of bandwidth consumption and available number of live IP addresses, and so on.