A graph is a visualization of numerical data. Examples include line graphs, scatter plots, bar charts, radar charts, pie charts etc.
When a graph makes use of two or three axis at right angles to one another (often with a grid), it is a Cartesian chart. Line graphs and scatter plots are examples of these.
Not to be confused with chart, which is generally for comparison charts between characters.