When you import a module using from xxx import * all public names defined in the module are imported and bound in the local namespace of the import statement. The public names are determined by checking the __all__ variable for the module. If __all__ is not defined then all names within the module that do not start with an underscore character are imported. This pollutes the current namespace with names that are not part of the public API for the module.

There are two ways to address this problem:

where possible, modify the module being imported from and define __all__ to restrict the names to be imported
otherwise, explicitly import the values that you need.

The following simple example shows how __all__ controls the public names for the module finance.

If the finance module did not include a definition of __all__, then you could replace from finance import * with from finance import tax1, tax2.

Python Language Reference: The import statement.

Python Tutorial: Modules.