0704-883-0675     |      dataprojectng@gmail.com

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 3000

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

STRATEGIES FOR GENERATING REVENUE FOR PUBLIC LIBRARIES IN NIGERIA (A CASE STUDY OF NATIONAL LIBRARY KADUNA)

ABSTRACT

A library is an organized collection of sources of information and similar resources, made accessible to a...

Read more
AN INVESTIGATION OF CHARACTERIZATION AND ISOLATION OF FUNGI ASSOCIATED WITH “SPOILED” TOMATOES IN GWAGWALADA

INTRODUCTION

Vegetables are an essential food product that are both economically important and nutritionally significant...

Read more
THE EFFECT OF OUTSOURCING ON MANAGEMENT ACCOUNTING FUNCTIONS

Abstract:

This study investigates the effect of outsourcing on management accounting functions in Lagos...

Read more
THE IMPACT OF CLIMATE CHANGE ON THE BUSINESS ENVIRONMENT

ABSTRACT: THE IMPACT OF CLIMATE CHANGE ON THE BUSINESS ENVIRONMENT

This study aims to:...

Read more
RELATIONSHIP BETWEEN PSYCHO-SOCIAL VARIABLES AND MARITAL ADJUSTMENT AMONG WOMEN IN FEDERAL COLLEGE OF EDUCATION

Background to the Study

The importance of marital adjustment cannot be over-emphasized; the adjustment of each marriage...

Read more
EVALUATION OF THE ROLE OF NDIC TO BANK DEPOSITOR AND THEIR SERVICE ADEQUACY

ABSTRACT

In this research study titled an evaluation of the role of NDIC to bank depositors and their services adequacy....

Read more
EFFECT OF LAND USE ACT ON PROPERTY DEVELOPMENT IN NIGERIA 

STRACT

Real estate development and use of land are prompted primarily by the products and satisfaction that could be derived therefrom....

Read more
A REVIEW OF CLASSROOM SIZE AND INFLUENCE ON SECONDARY SCHOOL STUDENTS ACADEMIC PERFORMANCE

BACKGROUND OF STUDY

Qualitative education remains the fulcrum for global progress and freedom. As a res...

Read more
APPLICATION OF FACILITIES MANAGEMENT PRINCIPLES ON HISTORICAL BUILDINGS

ABSTRACT

The main purpose of the application Facilities Management Procedures is to aid in prolonging t...

Read more
STRATEGIES FOR ENHANCING FINANACIAL ACCOUNTABILITY IN THE LOCAL GOVERNMENT SYSTEM IN NIGERIA (A CASE STUDY OF IKWO LOCAL GOVERNMENT AREA, EBONYI STATE)

ABSTRACT

This study was carried out to examine the strategies for enhancing finanacial accountabili...

Read more
Share this page with your friends




whatsapp