It is crucial to study the ocean’s role in the global carbon cycle in order to understand and predict the increasing concentrations of CO₂ in the atmosphere, which is regarded as one of the main drivers of global warming. By analyzing the relationship between surface ocean CO₂ and temperature, we seek to understand the pathways by which the ocean controls carbon fluctuations in the atmosphere. We employ cluster analysis as a tool for revealing patterns in where and when this relationship occurs.