  Since the beginning of the vaccination trial, social media has been flooded
with anti-vaccination comments and conspiracy beliefs. As the day passes, the
number of COVID- 19 cases increases, and online platforms and a few news
portals entertain sharing different conspiracy theories. The most popular
conspiracy belief was the link between the 5G network spreading COVID-19 and
the Chinese government spreading the virus as a bioweapon, which initially
created racial hatred. Although some disbelief has less impact on society,
others create massive destruction. For example, the 5G conspiracy led to the
burn of the 5G Tower, and belief in the Chinese bioweapon story promoted an
attack on the Asian-Americans. Another popular conspiracy belief was that Bill
Gates spread this Coronavirus disease (COVID-19) by launching a mass
vaccination program to track everyone. This Conspiracy belief creates distrust
issues among laypeople and creates vaccine hesitancy. This study aims to
discover the conspiracy theory against the vaccine on social platforms. We
performed a sentiment analysis on the 598 unique sample comments related to
COVID-19 vaccines. We used two different models, BERT and Perspective API, to
find out the sentiment and toxicity of the sentence toward the COVID-19
vaccine.
