You have some Operators in order to work with Twitter. In this case is a good idea to begin with Search Twitter operator. It is under Data access ->Applications->Twitter.
btibertMember, University ProfessorPosts: 146 Guru
I am not 100% certain that you can search between time ranges. You may have to frame the problem as tweets since a given timeframe, and then once in RM, filter as needed.
Answers
In this link you have a good explanation about the use of this operator:
Using Twitter - RapidMiner Documentation
Best