To study how the change in carbon dioxide levels in Earth's atmosphere correlates with temperature change on Earth, it would be best for the scientist to compare the data in the graph to:
A. a graph showing the annual average global temperatures for 1958 through 2011.
This option provides a comprehensive overview of temperature changes on a global scale over the same time period as the carbon dioxide data, allowing for a more direct comparison of trends and correlations between atmospheric CO2 levels and global temperatures. Options B, C, and D focus on individual cities or only specific years, which would not provide a suitable context for understanding broad global patterns.