There are various applications of Twitter Dataset :
1. Analyze brand related conversations
2. Valuable audience insights
3. Identify Influencers
4. Analyze your competitors
5. Academic Research 

Download Twitter dataset of any hashtag or account for any time period.
Visit : https://www.trackmyhashtag.com/twitter-dataset