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it is often difficult to solve complicated problems alone
No. Often a graph will be of figures from a table and often the table will appear with it, but they are different. Many graphs do not relate to tables at all.
Many people find it easier to take in information when it is presented in visual form. Graphs and charts are often not much use for the actual analyses but may help suggest the sort of analyses that should be carried out.
Error bars are often used on graphs to show statistical comparisons.