APPLICATION OF NLP TECHNIQUES TO ANALYSE SENTIMENT AND EMOTION ON SOCIAL MEDIA DATA
- Project Research
- 1-5 Chapters
- Abstract : Available
- Table of Content: Available
- Reference Style: APA
- Recommended for : Student Researchers
- NGN 5000
ABSTRACT
This study examined the application of NLP Techniques to analyse sentiment and emotion on social media data. Sentiment analysis has proven to be one of the most challenging tasks in natural language processing (NLP). Many AI systems have been developed which can detect the polarity of a sentence (degree of positivity, neutrality or negativity). But more information such as the emotion of the author can be detected. Our task here is to build an artificial agent – or an AI system – that is capable of detecting polarity in a document as well as the emotion of the author. Generally speaking, sentiment analysis detects the polarity of the opinion based on the object/subject in discussion. But emotion detection can identify the particular “mood” of the author. Social platforms – such as Facebook, Twitter, IMDB, or comment sections from online newspapers – to name a few – can provide a huge corpus of – usually unlabeled or extremely sparsely labelled – content. Using modern machine learning tools and the available computational power, an agent can analyze the content – given usually as a list of messages – and detect the general emotion “within the message”. It must be capable of identifying subjects with unstable or “chaotic” mood that might require attention. Our aim is to attempt detecting the underlying emotion as well as the polarity of a document. In this process we will make use of open source libraries and publicly available data sets. The program will be able to run locally, both in geographic and in cultural sense, and to analyze the results that were obtained.
Related Project Materials
THE CRIME OF DOMESTIC VIOLENCE IN NIGERIA (A CASE STUDY OF NNENWI, ANAMBRA STATE)
Background to the Study
Domestic abuse is a pervasive problem in many communities throughout the world,...
ENHANCING INTERNALLY GENERATED REVENUE THROUGH TOURISM DEVELOPMENT
ABSTRACT
This study was carried out to examine whether tourism development enhances internally generated revenue in Akwa...
AN APPRAISAL OF STAKEHOLDERS PERCEPTIONS OF THE PERCEIVED ROLES OF ARAB EMBASSIES IN ENHANCING ARABIC EDUCATION IN LAGOS STATE
ABSTRACT
This study provides a detailed appraisal of stakeholders’ perceptions regarding the role...
The effect of continuing education on increasing access to credit facilities for small business owners in Makurdi Local Government Area, Benue State
Background of the Study
Continuing education has emerged as a pivotal tool for enhancing financial literacy and entrepreneu...
An Examination of the Impact of Workplace Bullying on Nursing Students' Mental Health in Obafemi Awolowo University Teaching Hospital, Ile-Ife
Background of the Study
Workplace bullying is a serious issue that affects individuals in various professional settings, including health...
The Impact of Social Media on Nigerian Linguistic Innovation: A Comparative Analysis of Facebook and Instagram
Background of the study
Social media platforms are key drivers of linguistic innovation in Nigeria. Facebook and Instagram, in particular...
AN APPRAISAL OF THE INFLUENCE OF INSTITUTIONAL REPOSITORIES ON RESEARCH VISIBILITY AT DOMINICAN UNIVERSITY, IBADAN, OYO STATE
Background of the Study
Institutional repositories serve as digital archives that enhance the accessibility and disseminati...
Digital Media as a Tool for Fostering Inter-Ethnic Dialogue in Maiduguri Local Government Area, Borno State
Chapter One: Introduction
The Role of Professional Certifications in Enhancing Audit Practices in Nigeria: A Case Study of ICAN-Certified Auditors
Background of the Study
Professional certifications are critical for improving the quality of audit practices by equipping...
POLITICAL PARTIES AND POLITICS OF SECOND TERM
Abstract
In democratization of any nation political parties play a very critical role. Central to the successes and fail...
