Paper Title

UNDERSTANDING AUDIENCE SENTIMENT: A COMPREHENSIVE SENTIMENT ANALYSIS SYSTEM FOR YOUTUBE COMMENTS

Article Identifiers

Registration ID: IJNRD_217984

Published ID: IJNRD2404353

DOI: Click Here to Get

Authors

Pandhare Nilesh , Akshay Londhe , Lokesh Wani , Vaibhav Waghmare , Prof. M. S. Bhosale

Keywords

Sentiment analysis, YouTube comments, Random Forest, Machine learning, Data visualization

Abstract

This paper introduces a sentiment analysis system tailored for YouTube comments, leveraging the Random Forest algorithm for sentiment classification. The system automates the categorization of comments into positive, negative, or neutral sentiments, offering valuable insights into audience sentiment towards video content. The study encompasses data collection, preprocessing, model training, evaluation, and result visualization. Results demonstrate the efficacy of Random Forest in accurately categorizing comments and visualizing sentiment distribution. Non-standard abbreviations are avoided, and the abstract stands independently without references or citations. The paper encourages further exploration of Random Forest in sentiment analysis for online platforms like YouTube

How To Cite (APA)

Pandhare Nilesh, Akshay Londhe, Lokesh Wani, Vaibhav Waghmare, & Prof. M. S. Bhosale (April-2024). UNDERSTANDING AUDIENCE SENTIMENT: A COMPREHENSIVE SENTIMENT ANALYSIS SYSTEM FOR YOUTUBE COMMENTS. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), d464-d471. https://ijnrd.org/papers/IJNRD2404353.pdf

Issue

Volume 9 Issue 4, April-2024

Pages : d464-d471

Other Publication Details

Paper Reg. ID: IJNRD_217984

Published Paper Id: IJNRD2404353

Downloads: 000121985

Research Area: Information Technology 

Country: Pune, maharastra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2404353.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404353

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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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Call For Paper

Call For Paper - Volume 10 | Issue 10 | October 2025

IJNRD is a Scholarly Open Access, Peer-reviewed, and Refereed Journal with a High Impact Factor of 8.76 (calculated by Google Scholar & Semantic Scholar | AI-Powered Research Tool). It is a Multidisciplinary, Monthly, Low-Cost Journal that follows UGC CARE 2025 Peer-Reviewed Journal Policy norms, Scopus journal standards, and Transparent Peer Review practices to ensure quality and credibility. IJNRD provides indexing in all major databases & metadata repositories, a citation generator, and Digital Object Identifier (DOI) for every published article with full open-access visibility.

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Important Dates for Current issue

Paper Submission Open For: October 2025

Current Issue: Volume 10 | Issue 10 | October 2025

Impact Factor: 8.76

Last Date for Paper Submission: Till 31-Oct-2025

Notification of Review Result: Within 1-2 Days after Submitting paper.

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Frequency: Monthly (12 issue Annually).

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Subject Category: Research Area

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