A graph is a diagram of a mathematical function, but can also be used (loosely) about a diagram of statistical data. A chart is a graphic representation of data, where a line chart is one form.
Chart is a general drawing representing some kind of information or some flow, it basically a drawings used for conveying direct and easily understandable information.
