Gas hydrates are ubiquitous in nature, with their formation within microscale pores involving intricate physical and chemical process. Recent advancements in visualization methods have propelled further investigations into the formation mechanisms of gas hydrates. The exploration of characteristics pertaining to the hydrate formation process through visual data has emerged as a prominent research avenue. However, it is still difficult to directly point out the relationship between the visual phenomenon and mechanism with a systematic approach. This article focuses on discerning significant temporal changes and categorizes phase transition features of microscale pore hydrate formation into two distinct yet conceptually clear domains: distribution probability and phase transition probability. Then, a statistical discussion of these probabilities has been proposed. Distribution probability elucidates the structural performance and physical attributes of hydrates at the microscale, while phase transition probability offers insights into visualizing kinetic parameters of hydrate reactions, which are conventionally challenging to gauge using traditional sensors. These probabilities linked visual information to physical information. It enabled the quantitative statistical evaluation of various factors during the phase transition process of hydrates, moving beyond a mere visual qualitative analysis. In essence, this innovative methodology furnishes hitherto unexplored concepts and a systematic framework for investigating microscale interface reactions and illuminating their internal mechanisms and evolutionary principles.