This problem has many possible causes. When comparing discrepancies in your data for the same measure, look at the date, data source, and any provided information about how the data was compiled or computed. In many cases, you will spot differences that may affect results.
Some of the tools below offer substantial mapping/visualization capabilities. However, they also have options for downloading datasets in csv, xls, and other formats.