Roni Bulent Ozel - bulent@lucidminds.ai
The noteboook below is prepared for AYARF (The Asia Young Activist Researcher Fellowship) programme. It aims to present a stages of a typical data collection and analayses -as well as- potentials of machine learning and data analyses tools at capturing and gaining insight on individuals or movements.
- Harvesting data
- Connecting to the Twitter API
- Collecting the list of followers of an account
- Collecting the list followers of the member(followers) of a movement/community/account
- Collecting tweets of an account
- Collecting tweets of all of the followers
- Curating data
- Cleaning the textual data
- Extracting:
- keywords
- retweets
- mentions
- hashtags
- Curating data on members of a community
- Reconstructing
- Forming who-mentions-whom relations
- Forming who-retweets-whom relations
- Forming who-follows-whom relations
- Viusalizing
- who-mentions-whom network
- who-retweets-whom network
- who-follows-whom network
- Analyzing
- Retweeting patterns
- Mention patterns
- Modelling
- Topic modelling