Varun Mishra

Work place: Department of Computer Engineering & Applications, GLA University, Mathura, Uttar Pradesh, 281406, India

E-mail: varun.mishra97@gmail.com

Website: https://orcid.org/0000-0001-7048-5611

Research Interests:

Biography

Varun Mishra is currently working as an Assistant Professor in GLA University Mathura, UP, He has completed his PhD in Computer Science in 2023. He has completed his Master of Technology in Computer Science from SATI, Vidisha in 2013. He has more than 13 years teaching experience as an Assistant Professor. He is a life member of professional societies like IEEE, IAENG etc. and published more than 40 articles in National and International Scopus conferences, journals and book chapters.

Author Articles
Toxicity Detection Using TextBlob Sentiment Analysis for Location-Centered Tweets

By Varun Mishra Tejaswita Garg

DOI: https://doi.org/10.5815/ijmecs.2025.02.06, Pub. Date: 8 Apr. 2025

The toxic comment detection over the internet through social networking posts found hatred comments and apply certain limitations to stop the negative impact of that information in our society. In order to perform sentiment analysis, NLP text classification approach is very effective. In this paper, we design a specific algorithm using Convolution Neural Network (CNN) approach and perform TextBlob sentiment analysis to evaluate the polarity and subjectivity analysis of posted tweets or comments. This paper can also filter the tweets collected over different locations formed Twitter dataset and then model is evaluated in terms of accuracy, precision, recall and f1-score as calculated results of 0.984, 0.887, 0.905 and 0.895 respectively for the analysis of toxic/non-toxic comment identification. Hence, our algorithm utilized NLTK and TextBlob libraries and suggests that the analyzed post can be recommended to the others or not.

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