Time series data refers to observation of a particular variable over time. These type of data allows the analyst to "view" the evolution of a variable over a period of time.
For instance, sales, unemployment rate (see graph attached to concept), inflation rate, cost of production, price of oil, or interest rates.
For other graphs go to the St. Louis Federal Reserve Bank site (click in the attached procedures icon).