Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach

This study analyzed the annual obligatory and traditional speeches, referred to as State of the Nation Address (SONA), of the 13 past Philippine presidents. The study determined the sentiments, as well as the emergent topics, expressed in these materials. It is found that these SONAs generally expre...

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Bibliographic Details
Main Authors: John Paul P. Miranda, Rex P. Bringula
Format: Article
Language:English
Published: Taylor & Francis Group 2021-01-01
Series:Cogent Social Sciences
Subjects:
Online Access:http://dx.doi.org/10.1080/23311886.2021.1932030
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spelling doaj-32f103ccda7a491491a3e1dc96b2b4782021-06-02T08:43:42ZengTaylor & Francis GroupCogent Social Sciences2331-18862021-01-017110.1080/23311886.2021.19320301932030Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approachJohn Paul P. Miranda0Rex P. Bringula1Mexico Campus, Don Honorio Ventura State UniversityCollege of Computer Studies and Systems, University of the EastThis study analyzed the annual obligatory and traditional speeches, referred to as State of the Nation Address (SONA), of the 13 past Philippine presidents. The study determined the sentiments, as well as the emergent topics, expressed in these materials. It is found that these SONAs generally expressed positive sentiments while the lowest negative sentiment, on the other hand, was during the martial law period in 1974. Also, it is shown that “development” is the most frequently appeared word among these speeches. The study also revealed that the sentiments of the incoming presidents were lower than that of the outgoing. Moreover, it is shown that these SONAs mainly focused on the following concerns of the country: (a) economic development; (b) enhancement of public services; and (c) addressing challenges. The results of the study translate into the importance of SONA as a venue to discuss and to engage with its people the nation’s state and direction.http://dx.doi.org/10.1080/23311886.2021.1932030data miningphilippinespresidentspeechtext mining
collection DOAJ
language English
format Article
sources DOAJ
author John Paul P. Miranda
Rex P. Bringula
spellingShingle John Paul P. Miranda
Rex P. Bringula
Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
Cogent Social Sciences
data mining
philippines
president
speech
text mining
author_facet John Paul P. Miranda
Rex P. Bringula
author_sort John Paul P. Miranda
title Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
title_short Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
title_full Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
title_fullStr Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
title_full_unstemmed Exploring Philippine Presidents’ speeches: A sentiment analysis and topic modeling approach
title_sort exploring philippine presidents’ speeches: a sentiment analysis and topic modeling approach
publisher Taylor & Francis Group
series Cogent Social Sciences
issn 2331-1886
publishDate 2021-01-01
description This study analyzed the annual obligatory and traditional speeches, referred to as State of the Nation Address (SONA), of the 13 past Philippine presidents. The study determined the sentiments, as well as the emergent topics, expressed in these materials. It is found that these SONAs generally expressed positive sentiments while the lowest negative sentiment, on the other hand, was during the martial law period in 1974. Also, it is shown that “development” is the most frequently appeared word among these speeches. The study also revealed that the sentiments of the incoming presidents were lower than that of the outgoing. Moreover, it is shown that these SONAs mainly focused on the following concerns of the country: (a) economic development; (b) enhancement of public services; and (c) addressing challenges. The results of the study translate into the importance of SONA as a venue to discuss and to engage with its people the nation’s state and direction.
topic data mining
philippines
president
speech
text mining
url http://dx.doi.org/10.1080/23311886.2021.1932030
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