Lakhasly

1.3 Social media activity Information warfare and campaigns have persisted throughout the conflict.With this motivation, following the critical war period from December 31, 2021, to March 03, 2022, in this research work, the aim is to perform exploratory data analysis on tweets that were posted using visualization techniques and sentiment analysis.Russian disinformation operations are conducted both locally and internationally; nevertheless, Ukrainians have launched a social media war against Russia by utilising social media platforms to promote the Ukrainian cause and draw worldwide attention and support [4].Section 2 presents the dataset details, followed by the conducted exploratory data analysis and its corresponding findings are presented in Sections 3 and 4.

1.3 Social media activity
Information warfare and campaigns have persisted throughout
the conflict. This followed several social media platforms such as
Facebook, Twitter, etc. Russian disinformation operations are conducted both locally and internationally; nevertheless, Ukrainians
have launched a social media war against Russia by utilising social
media platforms to promote the Ukrainian cause and draw worldwide attention and support [4]. In the aftermath of the violence,
social media sites have made steps to counteract misinformation
and disinformation [13]. With this motivation, following the critical war period from December 31, 2021, to March 03, 2022, in
this research work, the aim is to perform exploratory data analysis on tweets that were posted using visualization techniques and
sentiment analysis.
The rest of the paper is organized into several sections. Section 2
presents the dataset details, followed by the conducted exploratory
data analysis and its corresponding findings are presented in Sections 3 and 4. Finally, the concluding remarks are provided in Section 5.