Exploring social trends in cohousing and coliving discussions on X(Twitter) using NLP and Text Analysis Techniques

被引:1
|
作者
Sosa-Ramirez, Rafael [1 ]
Vazquez-Cano, Esteban [2 ]
Diaz-Diaz, Norberto [1 ]
Lopez-Meneses, Eloy [1 ]
机构
[1] Univ Pablo De Olavide, Seville, Spain
[2] UNED, Madrid, Spain
关键词
Collaborative housing; Cohousing; Coliving; Social networks; Urban planning; HEALTH; LONELINESS; COWORKING; ECONOMY; TWITTER;
D O I
10.12795/pixelbit.107991
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The research analyses trends and variations in discussions related to cohousing and coliving in the X Social Network (formerly known as Twitter) between 2019 and 2022. Employing advanced text network analysis techniques, the research uses Python and Snscrape for text pre-processing, followed by network graph construction and community detection. The study employs Latent Dirichlet Allocation (LDA) models to identify the topics of discussion in tweets and calculates the tf-idf of bigrams within the main thematic clusters. This study evaluates the relative importance of these bigrams as a function of their frequency in the analysed documents. The results reveal a fractal pattern of influence propagation within the X Social Network. Key topics such as coworking spaces, rental flats and urban planning feature prominently in cohousing discussions, demonstrating the multifaceted impact of cohousing models on diverse populations. This research provides essential insight into the intricate landscape of cohousing conversations, highlighting the pivotal role of cohousing models in addressing contemporary challenge
引用
收藏
页数:24
相关论文
共 26 条
  • [1] Exploring The Dimension of DNN Techniques For Text Categorization Using NLP
    Mittal, Varsha
    Gangodkar, Durgaprasad
    Pant, Bhaskar
    2020 6TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATION SYSTEMS (ICACCS), 2020, : 497 - 501
  • [2] Performance Analysis of Ensemble Methods on Twitter Sentiment Analysis using NLP Techniques
    Kanakaraj, Monisha
    Guddeti, Ram Mohana Reddy
    2015 IEEE 9TH INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC), 2015, : 169 - 170
  • [3] Exploring the concept of financial domination on social media: sentiment and text analysis on Twitter
    Gunduz, Ugur
    Demirel, Sadettin
    Tombul, Isil
    ATLANTIC JOURNAL OF COMMUNICATION, 2024, 32 (04) : 602 - 625
  • [4] Blocking Abusive and Analysis of Tweets in Twitter Social Network Using NLP in Real-Time
    Batcha, R. Rahin
    Kumar, K. Prem
    Danapaquiame, N.
    Arumugam, J.
    Saravanan, D.
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2018, 11 (01): : 94 - 103
  • [5] Using Social Network Analysis to Understand Public Discussions: The Case Study of #SaudiWomenCanDrive on Twitter
    Jastania, Zubaida
    Aslam, Mohammad Ahtisham
    Abbasi, Rabeeh Ayaz
    Saeedi, Kawther
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2020, 11 (02) : 223 - 231
  • [6] Trends on Health in Social Media: Analysis using Twitter Topic Modeling
    Asghari, Mohsen
    Sierra-Sosa, Daniel
    Elmaghraby, Adel
    2018 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY (ISSPIT), 2018, : 558 - 563
  • [7] A Comparative Study of Sentiment Analysis Using NLP and Different Machine Learning Techniques on US Airline Twitter Data
    Tusar, Md Taufiqul Haque Khan
    Islam, Md Touhidul
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND INFORMATION TECHNOLOGY 2021 (ICECIT 2021), 2021,
  • [8] Exploring Themes and Patterns in American Literature Using Text Analysis Techniques
    Cao Y.
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [9] Deep Learning Techniques on Text Classification Using Natural Language Processing (NLP) In Social Healthcare Network: A Comprehensive Survey
    Lavanya, P. M.
    Sasikala, E.
    ICSPC'21: 2021 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICPSC), 2021, : 603 - 609
  • [10] Text Based Stress Detection Techniques Analysis Using Social Media
    Jadhav, Sachin
    Machale, Apoorva
    Mharnur, Pooja
    Munot, Pratik
    Math, Shruti
    2019 5TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION, CONTROL AND AUTOMATION (ICCUBEA), 2019,