The word "manually" connotes old-school style. You might check out the following.
Sadiq, S., Mehmood, A., Ullah, S., Ahmad, M., Choi, G. S., & On, B. (2021). Aggression detection through deep neural model on Twitter. Future Generation Computer Systems, 114, 120-129. https://doi.org/10.1016/j.future.2020.07.050
Duwairi, R., Hayajneh, A., & Quwaider, M. (2021). A Deep Learning Framework for Automatic Detection of Hate Speech Embedded in Arabic Tweets. Arabian Journal for Science and Engineering, 46(4), 4001-4014. https://doi.org/10.1007/s13369-021-05383-3